{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tables to Idioms\n",
"\n",
"### Acknowledgement \n",
"\n",
"Slides created by and for:\n",
"Munzner, T. (2014). Visualization analysis and design. CRC press. {cite}`munzner2014visualization`\n",
"\n",
"Used by permission of the author. \n",
"\n",
"Image from:\n",
"Wickham, H. (2010). A layered grammar of graphics. Journal of Computational and Graphical Statistics, 19(1), 3-28. {cite}`wickham2010layered`\n",
"\n",
"```{bibliography}\n",
"```\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First the Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"url=\"https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/us_state_vaccinations.csv\"\n",
"data = []\n",
"data=pd.read_csv(url)\n",
"data = data.dropna() # removed NAs with 0s\n",
"\n",
"### Remove the United States entries\n",
"\n",
"data = data[data.location != \"United States\"]\n",
"\n",
"data.total_vaccinations = data.total_vaccinations/100000\n",
"data.total_distributed = data.total_distributed/100000\n",
"data.people_vaccinated = data.people_vaccinated/100000"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" date | \n",
" location | \n",
" total_vaccinations | \n",
" total_distributed | \n",
" people_vaccinated | \n",
" people_fully_vaccinated_per_hundred | \n",
" total_vaccinations_per_hundred | \n",
" people_fully_vaccinated | \n",
" people_vaccinated_per_hundred | \n",
" distributed_per_hundred | \n",
" daily_vaccinations_raw | \n",
" daily_vaccinations | \n",
" daily_vaccinations_per_million | \n",
" share_doses_used | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 2021-01-13 | \n",
" Alabama | \n",
" 0.84040 | \n",
" 3.78975 | \n",
" 0.74792 | \n",
" 0.19 | \n",
" 1.71 | \n",
" 9245.0 | \n",
" 1.53 | \n",
" 7.73 | \n",
" 5906.0 | \n",
" 5906.0 | \n",
" 1205.0 | \n",
" 0.222 | \n",
"
\n",
" \n",
" 3 | \n",
" 2021-01-15 | \n",
" Alabama | \n",
" 1.00567 | \n",
" 4.44650 | \n",
" 0.86956 | \n",
" 0.28 | \n",
" 2.05 | \n",
" 13488.0 | \n",
" 1.77 | \n",
" 9.07 | \n",
" 8267.0 | \n",
" 7478.0 | \n",
" 1525.0 | \n",
" 0.226 | \n",
"
\n",
" \n",
" 7 | \n",
" 2021-01-19 | \n",
" Alabama | \n",
" 1.30795 | \n",
" 4.44650 | \n",
" 1.14319 | \n",
" 0.33 | \n",
" 2.67 | \n",
" 16346.0 | \n",
" 2.33 | \n",
" 9.07 | \n",
" 7557.0 | \n",
" 7523.0 | \n",
" 1534.0 | \n",
" 0.294 | \n",
"
\n",
" \n",
" 8 | \n",
" 2021-01-20 | \n",
" Alabama | \n",
" 1.39200 | \n",
" 4.83275 | \n",
" 1.21113 | \n",
" 0.37 | \n",
" 2.84 | \n",
" 17956.0 | \n",
" 2.47 | \n",
" 9.86 | \n",
" 8405.0 | \n",
" 7880.0 | \n",
" 1607.0 | \n",
" 0.288 | \n",
"
\n",
" \n",
" 9 | \n",
" 2021-01-21 | \n",
" Alabama | \n",
" 1.65919 | \n",
" 4.93125 | \n",
" 1.44429 | \n",
" 0.44 | \n",
" 3.38 | \n",
" 21345.0 | \n",
" 2.95 | \n",
" 10.06 | \n",
" 26719.0 | \n",
" 10517.0 | \n",
" 2145.0 | \n",
" 0.336 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" date location total_vaccinations total_distributed \\\n",
"1 2021-01-13 Alabama 0.84040 3.78975 \n",
"3 2021-01-15 Alabama 1.00567 4.44650 \n",
"7 2021-01-19 Alabama 1.30795 4.44650 \n",
"8 2021-01-20 Alabama 1.39200 4.83275 \n",
"9 2021-01-21 Alabama 1.65919 4.93125 \n",
"\n",
" people_vaccinated people_fully_vaccinated_per_hundred \\\n",
"1 0.74792 0.19 \n",
"3 0.86956 0.28 \n",
"7 1.14319 0.33 \n",
"8 1.21113 0.37 \n",
"9 1.44429 0.44 \n",
"\n",
" total_vaccinations_per_hundred people_fully_vaccinated \\\n",
"1 1.71 9245.0 \n",
"3 2.05 13488.0 \n",
"7 2.67 16346.0 \n",
"8 2.84 17956.0 \n",
"9 3.38 21345.0 \n",
"\n",
" people_vaccinated_per_hundred distributed_per_hundred \\\n",
"1 1.53 7.73 \n",
"3 1.77 9.07 \n",
"7 2.33 9.07 \n",
"8 2.47 9.86 \n",
"9 2.95 10.06 \n",
"\n",
" daily_vaccinations_raw daily_vaccinations daily_vaccinations_per_million \\\n",
"1 5906.0 5906.0 1205.0 \n",
"3 8267.0 7478.0 1525.0 \n",
"7 7557.0 7523.0 1534.0 \n",
"8 8405.0 7880.0 1607.0 \n",
"9 26719.0 10517.0 2145.0 \n",
"\n",
" share_doses_used \n",
"1 0.222 \n",
"3 0.226 \n",
"7 0.294 \n",
"8 0.288 \n",
"9 0.336 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Acknowledgement \n",
"\n",
"Max Roser, Hannah Ritchie, Esteban Ortiz-Ospina and Joe Hasell (2020) - \"Coronavirus Pandemic (COVID-19)\". Published online at OurWorldInData.org. Retrieved from: 'https://ourworldindata.org/coronavirus' [Online Resource]\n",
" \n",
"Original Link: https://github.com/owid/covid-19-data (Accessed 3/11/2021)\n",
"Source Link: https://github.com/owid/covid-19-data/tree/master/public/data/vaccinations \n",
"\n",
"\n",
"Hunter, J. D. (2007). Matplotlib: A 2D graphics environment. IEEE Annals of the History of Computing, 9(03), 90-95."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Today's and Yesterday's date and data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" date | \n",
" location | \n",
" total_vaccinations | \n",
" total_distributed | \n",
" people_vaccinated | \n",
" people_fully_vaccinated_per_hundred | \n",
" total_vaccinations_per_hundred | \n",
" people_fully_vaccinated | \n",
" people_vaccinated_per_hundred | \n",
" distributed_per_hundred | \n",
" daily_vaccinations_raw | \n",
" daily_vaccinations | \n",
" daily_vaccinations_per_million | \n",
" share_doses_used | \n",
"
\n",
" \n",
" \n",
" \n",
" 58 | \n",
" 2021-03-11 | \n",
" Alabama | \n",
" 12.09802 | \n",
" 18.16230 | \n",
" 7.90864 | \n",
" 9.23 | \n",
" 24.67 | \n",
" 452746.0 | \n",
" 16.13 | \n",
" 37.04 | \n",
" 35982.0 | \n",
" 25376.0 | \n",
" 5175.0 | \n",
" 0.666 | \n",
"
\n",
" \n",
" 117 | \n",
" 2021-03-11 | \n",
" Alaska | \n",
" 3.13365 | \n",
" 4.62875 | \n",
" 1.90712 | \n",
" 16.70 | \n",
" 42.84 | \n",
" 122197.0 | \n",
" 26.07 | \n",
" 63.27 | \n",
" 5596.0 | \n",
" 5211.0 | \n",
" 7123.0 | \n",
" 0.677 | \n",
"
\n",
" \n",
" 176 | \n",
" 2021-03-11 | \n",
" American Samoa | \n",
" 0.23696 | \n",
" 0.43210 | \n",
" 0.15085 | \n",
" 15.63 | \n",
" 42.55 | \n",
" 8706.0 | \n",
" 27.09 | \n",
" 77.59 | \n",
" 0.0 | \n",
" 296.0 | \n",
" 5315.0 | \n",
" 0.548 | \n",
"
\n",
" \n",
" 235 | \n",
" 2021-03-11 | \n",
" Arizona | \n",
" 23.50374 | \n",
" 29.09125 | \n",
" 14.96266 | \n",
" 10.88 | \n",
" 32.29 | \n",
" 792205.0 | \n",
" 20.56 | \n",
" 39.97 | \n",
" 56815.0 | \n",
" 52921.0 | \n",
" 7271.0 | \n",
" 0.808 | \n",
"
\n",
" \n",
" 294 | \n",
" 2021-03-11 | \n",
" Arkansas | \n",
" 8.00091 | \n",
" 12.09300 | \n",
" 5.14556 | \n",
" 9.47 | \n",
" 26.51 | \n",
" 285811.0 | \n",
" 17.05 | \n",
" 40.07 | \n",
" 907.0 | \n",
" 13675.0 | \n",
" 4531.0 | \n",
" 0.662 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" date location total_vaccinations total_distributed \\\n",
"58 2021-03-11 Alabama 12.09802 18.16230 \n",
"117 2021-03-11 Alaska 3.13365 4.62875 \n",
"176 2021-03-11 American Samoa 0.23696 0.43210 \n",
"235 2021-03-11 Arizona 23.50374 29.09125 \n",
"294 2021-03-11 Arkansas 8.00091 12.09300 \n",
"\n",
" people_vaccinated people_fully_vaccinated_per_hundred \\\n",
"58 7.90864 9.23 \n",
"117 1.90712 16.70 \n",
"176 0.15085 15.63 \n",
"235 14.96266 10.88 \n",
"294 5.14556 9.47 \n",
"\n",
" total_vaccinations_per_hundred people_fully_vaccinated \\\n",
"58 24.67 452746.0 \n",
"117 42.84 122197.0 \n",
"176 42.55 8706.0 \n",
"235 32.29 792205.0 \n",
"294 26.51 285811.0 \n",
"\n",
" people_vaccinated_per_hundred distributed_per_hundred \\\n",
"58 16.13 37.04 \n",
"117 26.07 63.27 \n",
"176 27.09 77.59 \n",
"235 20.56 39.97 \n",
"294 17.05 40.07 \n",
"\n",
" daily_vaccinations_raw daily_vaccinations \\\n",
"58 35982.0 25376.0 \n",
"117 5596.0 5211.0 \n",
"176 0.0 296.0 \n",
"235 56815.0 52921.0 \n",
"294 907.0 13675.0 \n",
"\n",
" daily_vaccinations_per_million share_doses_used \n",
"58 5175.0 0.666 \n",
"117 7123.0 0.677 \n",
"176 5315.0 0.548 \n",
"235 7271.0 0.808 \n",
"294 4531.0 0.662 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from datetime import datetime, timedelta\n",
"\n",
"todaysDate = datetime.today()\n",
"yesterdaysDate = todaysDate - timedelta(days=1)\n",
"yesterdaysDate = yesterdaysDate.strftime('%Y-%m-%d')\n",
"twoDays = todaysDate - timedelta(days=2)\n",
"twoDays = twoDays.strftime('%Y-%m-%d')\n",
"\n",
"data[data.date==yesterdaysDate].head()"
]
},
{
"attachments": {
"scatterplot.PNG": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Scatter Plot — Matplotlib 3.3.4 Documentation. https://matplotlib.org/stable/gallery/shapes_and_collections/scatter.html. Accessed 14 Mar. 2021."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dBDwI7AE+6u4DkScWEZGmMpL5CJRo2BiqFhy4+9kxu06JOf6LwBerVR4REam9pN0EWdM62slEBAJxqyxKdWj6ZBERqZqRzkcQt5riogUzq1ZGGa5RRiuIiEgLGmk3gRING4OCAxERqZpyugmUaFh/6lYQEZGqUTdBc1LLgYiIjFrciAR1EzQnBQciIjIqpUYkqJug+ahbQURERkUrJLYeBQciIjIqmrio9Sg4EBGRUYkbeaCJi5qXggMRERkVjUhoPUpIFBGRUdGIhNaj4EBEREZNIxJai7oVREREJI9aDkREWtxIlkwWAQUHIiItbaRLJouAuhVERFqaJiiScig4EBFpYZqgSMqh4EBEpIVpgiIph4IDEZEWpgmKpBxKSBQRaWGaoEjKoZYDERERyaOWAxGRFqahjFIOtRyIiLQwDWWUcig4EBFpYRrKKOVQcCAi0sI0lFHKoeBARKSFaSijlEPBgYhIC1s4u5Mzj+8kZQZAyowzj9fyylKcggMRkRbW1ZPh1nUZBtwBGHDn1nUZunoydS6ZNDIFByIiLUyjFaQcCg5ERFqYRitIORQciIi0MI1WkHIkCg7M7OVm9tdm9lEz+4CZnWBmCixERBqcRitIOYpOn2xm84HFwGSgB3gW2B9YCLzKzG4BLnP356tcThERKYMWXpJylFpb4S3A37r75sIdZjYGeCtwKnBrFcomIiIJdPVkit78F87W0EUZmaLBgbsvKrJvD9BV6QKJiEhyWlhJqqHkqoxmdiTwdqATcOApYKW7P1TlsomISAnFhioqOJByFU0qNLPPASsAA34J/Cp8fIOZLa5+8UREpBgNVZRqKNVy8EHgaHfvz91oZl8CNgLLqlUwEREpbVpHO5mIQEBDFWU0Sg1HHASmRWyfGu4TEZE60lBFqYZSLQefAu4ys0eALeG2Q4FXAx+rYrlERIRkIxFAQxWlskqNVvixmf0JcAJBQqIBTwK/cveBYq8txswuAD5EkOC4AXg/MA64EZgBPA680923lXsNEZFml3QkgoYqSqWVnOXQ3QeBx8Kv3wKPjTIw6AQ+Acxx92OAFPBugsmW7nL3I4C7wuciIvssLZok9VJqhsTjgK8DBxK0GBhwiJn1Ah9x9/tGcd12M+snaDF4CrgQmBfuvxroBj5X5vlFRJqeRiJIvZiHa3xH7jRbD3zY3e8p2H4ScIW7H1vWRc0+CXwR6APudPdzzKzX3Ttyjtnm7pMiXns+cD7AlClTjl+xYkU5RYi1Y8cOJkyYUNFzNgLVq7m0Yr1asU5QmXr19vXzzPYX2T0wyNhUG1MO3J+O9jSbfv8CuweG536PTbUx8xUTR3XNUvTzai7l1Gv+/Pnr3H1O1L5SCYnjCwMDAHdfa2bjR1SKkJlNIphU6XCgF7jZzM5N+np3vxK4EmDOnDk+b968cooRq7u7m0qfsxGoXs2lFevVinWC0derqyfDhXdtoK+/jWxPb3t6gKVnHMWUA8nLOQj2pVh6xizmVTnHQD+v5lLpepUKDn5kZncA32VotMJ04L3Aj8u85l8S5C1sBTCz24A/A54xs6nu/rSZTSVY5ElEpKUVyyu4e/HJe4/RSASppVKjFT5hZm9maPrk7GiF/3b3H5Z5zc3ASWY2jqBb4RTgXmAncB7BxErnAbeXeX4RkaZRKq9AIxGkHkqureDuPwJ+VKkLuvs94VLP9wF7CJaCvhKYANxkZh8kCCDOqtQ1RURqodScBFEObE/T29c/bLtmOJR6KjVaYQzBFMoLyV946Xbgm4XTKifl7pcAlxRsfomgFUFEpOmUszpiV0+Gnbv3DNuebjPNcCh1VWqeg2uA44BLgbcAp4WPjwWurWrJRESaSDlzEixftYn+geEjxibsP0ZdCVJXpboVXuvuheHrk8BaM/tNlcokIlIx5TT1l6OcOQni9vXuKqtRVqRiSrUcbDOzs8xs73Fm1mZm7wI0tbGINLRsU3+mtw9nqKm/qydT8WvF5QgUyx0o5zUitVAqOHg38A6CYYa/CRdg+j1wRrhPRKRh1XL64aSrI3b1ZJi7bDWHL76DnS/tIZ2ykq8RqbVSQxkfB94FYGYvI5hR8Q81KJeIyKjVcvrhJKsjFiYt9vb1k24zJo1L07urX/MYSMMoOZTRzA4E3kQ4WsHMngJWuXtvlcsmIjIq0zrayUQEAtVqti81J0FUS0b/oDNu7Bh6/umvqlImkXIU7VYws/cSzEcwj2CBpPHAfGBduE9EpGHNP/LgEW2vNi2kJM2iVMvBRcDxha0E4foI9xBMqywi0pDWPLx1RNurrdYtGSLlKpWQaAQTHxUaDPeJiDSs0XxSz00cnLtsdUVGOCRNWhSpt1ItB18E7jOzOxlaeOlQ4FTgX6pZMBGR0Sr3k3o5sx0mkSRpUaQRlBqtcLWZrQQWMLTwUjdwobtrngMRaWiLFsyMXPK41Cf1YkMgR3sj10JK0gySLLy0DVhhZpODpwoKRKQ5LJzdyb1PPMcN92xhwJ2UGWceX/rmrMRB2deVGq1wqJmtMLNnCRIQf2Vmz4bbZtSkhCIiZerqyXDrugwDHqRODbhz67pMyfwBzVwo+7pSCYk3At8Dprr7Ee7+amAq0AWsqHLZRERGpdwZEpU4KPu6UsHBQe5+o7vv/ety9wF3XwG8rLpFExEZnbhugExvX9HWg4WzO1l6xiw6O9oxoLOjnaVnzFKugOwzSuUcrDOzrwJXMzRaYTpwHtBTzYKJiIxW3GgFoOToAyUOyr6sVMvBe4ENwKXAKuBOYAnwAPCeqpZMRGSUoroHsqq1AJNIKyg1lHE38LXwS0SkqWRHK1y7dnPkfo0+EIlWquUglpn9UyULIiJSadnRCnE6xqVrWBqR5lF2cAB8qGKlEBGpgqjRCrk8anJ4ESnerWBmz8ftAjTgV0QaWqlug+19/TUqiUhzKdVy0Asc4e4HFHxNBJ6ufvFERMpXatIidSuIRCsVHHwXOCxm3/UVLouISEUVG60A6lYQiVNqtMLFRfZ9rvLFERGpnOw8BZ+6cX3kfnUriERLlJBoZh8seJ4ys0uqUyQRkcpZOLuTTq2VIDIiSUcrnGJmPzSzqWZ2DLAWmFjFcomIVIzWShAZmZJLNgO4+9+Y2bsIZkvcBZzt7ndXtWQiIhXQ1ZPZO6QxZcaAO50d7SxaMFPTI4vESNqtcATwSeBW4HHgPWY2rorlEhEZta6eDBfetmHv+goD7ntbDBQYiMRL2q3wfeDz7v5h4C+AR4BfVa1UIiIxunoyzF22msMX38HcZauLrq5Y7pLNIvu6RN0KwAnu/jyAuztwmZmtrF6xRESGy7YEZG/4md6+oqsrxk2CpDUVRIor2nJgZm8AyAYGudz9ETM7IExQFBGpupG2BMSNRtAoBZHiSnUrnGlmvzCzfzKz08zsBDN7o5l9wMyuAX6AplEWkRqJ+8Sf6e2L7GLQKAWR8pSaBOkCM5sEvAM4C5gK9AEPAVe4+8+rX0QR2VdkRxY81dvHtHBEAbB3W1s42iBKVBdD9nvhOZWMKFJcyZwDd98GXBV+iYhURVQ+waKb7weD/oEgIIgLDLKyXQy5N/+FszsVDIiMUNKERBGRqorKJ+gfjA4GUkVaEJRsKDJ6Cg5EpG5yuxFGsgbSYDiRUSYiEFCyocjoKTgQkboo7EYYiTYzMr19GOQFFUo2FKmMpDMknmVmE8PHF5vZbWb22uoWTURaWVQ3QqF0m5FO2bDt2S4FB7J7OzvaWXrGLOUXiFRA0paDz7v7zeG8BwuAfwe+BpxYtZKJSEsrlhtgkHi0ghMEBncvPrmKpRXZtySdPjkb3p8GfM3dbwfGVqdIIrIviMsN6Oxo57Flp+292ecOQ1QSokhtJA0OMmZ2BfBO4Idmtt8IXjuMmXWY2S1m9rCZPWRmrzezyWb2EzN7JPw+qdzzi0jjKzVBUe6iSQ57cwyiKAlRpLKS3uDfCawC3uTuvcBkYNEorns58GN3PxI4lmBSpcXAXe5+BHBX+FxEWtTC2Z2ceXwnKQtu+Skzzjw+mJOgqyfDZ266f1hOQm6OQZaSEEUqL1HOgbvvMrPbgSlmdmi4+eFyLmhmBwBvBN4Xnns3sNvM3g7MCw+7GugGPlfONUSk8XX1ZLh1XWZvV8GAO7euC6Y/zt1eKJtjoBkPRarHvMSMYwBm9nHgEuAZYDDc7O7+mhFf0Ow44ErgQYJWg3XAJ4GMu3fkHLfN3Yd1LZjZ+cD5AFOmTDl+xYoVIy1CUTt27GDChAkVPWcjUL2aSzPW66nePp7b2Y/jGMbk8em85v7COm36/QvsHhgcdh7D8CKzHoxNtTHzFRMrW/hRaMafVRKqV3Mpp17z589f5+5zovYlDQ4eBU509z+O6MrR55oDrAXmuvs9ZnY58Dzw8STBQa45c+b4vffeO9oi5enu7mbevHkVPWcjUL2aS7PV6+KuDVy7dvOw7ePHpti1eyD4hH/sAAvffOrefYcvvmNEEx9B0IXQaMMVm+1nlZTq1VzKqZeZxQYHSYcybgG2j+iq8Z4EnnT3e8LntxDkFzxjZlPd/Wkzmwo8W6HriUiV3XDPlsjtO3cPrZPw5LYBjrv0Trb39TOto52OcWm27eof9pq4qZFTZg0XGIi0qqTBwe+AbjO7A3gpu9HdvzTSC7r7781si5nNdPdNwCkEXQwPAucBy8Lvt4/03CJSH6UWRAJwd3r7gmAg09u3d4Kj7KJKELQMnHl8J7euy+QlIzZii4FIK0saHGwOv8ZSmfkNPg5cZ2ZjCQKP9xOMnLjJzD4YXuusClxHRGqg2EJIcfoHnY72NOP3GzMsuXDOYZO1zLJIHSUdrXApQDiFsrv7jtFc1N3XA1H9HKeM5rwiUntdPRn2T7ft7UIYie19/ay/5K+GbdcyyyL1lXRthWPMrAd4ANhoZuvM7OjqFk1EGl12oqJyAgPQ5EUijSrpJEhXAp9298Pc/TDgM8BV1SuWiDSDUosnpcwwYNK4NFYwfZEmLxJpXElzDsa7+5rsE3fvNrPxVSqTiDSBi7uCqY2LGXTnsWWnAXB9149ImTPgnjcboog0nsSjFczs88A14fNzgceqUyQRqYeunkziJMC4eQ0KZbsNunoybNvVz4AHaylkZ0Occ9hkBQgiDShpt8IHgIOB24DvhY/fX61CiUhtRS1ydOFtG+jqyUQeHzevQa7cboPlqzYxWDCaoa9/gOWrNo267CJSeUlHK2wDPlHlsohInUTlDmRv3oWf7Lt64tc9yOosaHl4qrcPpg8/TkstizSmosGBmf2Hu3/KzL4Pw2c6dffTq1YyEamq3G6EuFt94c0728IQJ2XGb5e+Zdj2oHvhhZjtItJoSrUcZHMM/r3aBRGR2sne5IuNNIDhN+9SoxNOemX+cijZACQT0XKg0QoijatocODu68KHx7n75bn7zOyTwE+rVTARqZ5SN3kAA+YfeXDetlLdAI//cWh/VABiDC25rFkPRRpX0tEK5wGXF2x7X8Q2EWkCSfr6HfaOKIAgoCg1QXLueaMCkGxgcPfik0dYYhGppVI5B2cDfwMcbmYrc3ZNBEa9fLOI1Me0jvaScxRAkJS4ZOVGXtozWLKlIXverLgAREmIIo2vVMvBL4CngYOAy3K2vwD8ulqFEpHqmn/kwYnmKQD2rqRYSmEOQVwAoiREkcZXKufgCeAJ4PW1KY6I1MKah7dW5DydHe3DJk3KTULM5hhkKQlRpDkkyjkws5OA/wL+lGDJ5hSw090PqGLZRKRKkjbtt6dTtBmRCytF5Q4UJiE6Q0mIY1NtLD1jlpIQRZpA0hkSvwKcDTwCtAMfIggWRKSBdfVkmLtsNYcvvoO5y1bvnfEwSdN+dv2D3XsGh+1LpyyyBaBYEuLMV0xUYCDSJJKOVsDdHzWzlLsPAN82s19UsVwiEuHirg3ccM+WvYsXnX3idL6wcFbksYWf4rNTIgMsWjCTRbfcT/9A/PiDQXfWPLyV/sHhx4wfOybyRl88CVFrtYk0i6QtB7vMbCyw3sz+zcwuQH/pIjWVXewoO3XxgDvXrt3MxV3RMxYWmxIZiJjzNN+0MJ8gyvaYJMW4FgklIYo0l6TBwXvCYz8G7CSY6+zMahVKRIaLW+wobnuxT/HLV22KbBHIyiYOFrvZR3VZLFowk/Z0KvJcItI8EgUH7v6Eu7/o7s+7+6Xu/ml3f7TahRORIXGLHcVtL3ZjL5aQmDLb28Iw/8iDI2/28488OHIVR4ClZ8yis6MdI8g1UBKiSPNJOlphLrAEOCz3Ne7+yuoUS0QKpcwiA4GUWeTxixbMjFw/YdfuPXSMS7Nt1/CuAWMo2Mj09nHrugxnHt/Jmoe35g1ZLNZlcffikxUMiDS5pAmJ3wQuANYBpadJE5GKO/vE6ZETF519YsRayLD3Br1k5ca8iYy27eon3WakU5aXkFg4JwEEN/w1D28dNmTxghvXR15Tsx+KtIakwcF2d/9RVUsiIsPkLqvcMS49bH8b7F37IMrC2Z0sX7Vp2CyH/YNOR3ua8fuN2dsiEDedcqa3j7nLVue1HGj2Q5HWljQ4WGNmy4HbgJeyG939vqqUSkSGDUWM6gYYJBiVkDszYeGMhcVGHKy/5K/2Pp+7bHXkDd9g7/ZsbsGZx3dy67pMXteCEg9FWkfS4ODE8PucnG0OaGk1kQTibtxxevv6+cyq+2OTDXM91dtXdE6DpJ/yo3IUinU1LD1j1ojqJCLNI1Fw4O7zq10QkVbV1ZPJm3Ao09vHolvuB4i8mXb1ZMhs62PAU8P2RZnW0V40QTDqpp9OGTtf2sPhi+8YdmPPveHHdTU81dvHwtmdCgZEWlSpJZvPdfdrzezTUfvd/UvVKZZI67joexuGzUTYP+Bc+v2Nw26uXT0ZPnPT/XzqmNItBgDpNmPX7j2RXQ4wdBMH8nIXdry4Z28eQm4rQ+ENP66rQbkFIq2t1DwH2VkQJ8Z8iUgRXT2ZyEWLYHgOQbZroFhXQjpldLSnMaCjPQ0WnYuQlb2JL5zdyd2LT+axZacxbuyYYRMg5c2cmEOTGonsm0ot2XxF+P3S2hRHpHVkWwGSiuoayJUyY/k7jt37yX7ustXDRiHkiruJF1//IF9UV4NyC0RaX9JJkK4GPunuveHzScBl7v6BKpZNpGklaQXoaM8fmhjXvw/Bjb5wpsFicwp0FrmJj3QYonILRPY9SddWeE02MABw923A7KqUSKQFlGoFAFhy+tF7H2eXUo7SZkROQRx3M+/saC86S+H8Iw8e0XYR2fckDQ7awtYCAMxsMiNY7llkX1OsFcCAc086NO/mHdXfn3XA/unIG325+QBrHt46ou0isu9JeoO/DPiFmd1CMOz5ncAXq1YqkQZ1cdcGbrhnCwPupMw4+8TpfGHhrLxjunoykfMDQJA3cNk7jx12sy/WRRC3PHK5+QAjyTkQkX1T0nkOvmtm9xJMemTAGe7+YFVLJtJgLu7akLe2wYA7167dzPfuy7Br90DeokRRgYEBl73zWIDE0xFD8WGD5eQDaOpjESklUbeCmZ0EbHH3r7j7fwFbzOzEUq8TaSU33LMlcvvO3QN5yxbH3eSzAUPUUsfzjzyYdGr46orpNqv4sEENTxSRUpLmHHwN2JHzfGe4TWSfkWQq477+gdgllDuLzGS45uGtLH/HsUzKWVypoz3N8rOGd0GM1sLZnSw9YxadHe1YWK6ohEcR2XclzTkw96H/jO4+aGZKSJSWl7smQlID7rSnU5GLEhVb6ji3i6C7u5v158wbTdGL0vBEESkmacvB78zsE2aWDr8+CfyumgUTqbfsXAXZLoCksp/Eoz6ZRy27DMRuFxGph6Sf/v8O+E/gYoKu07uA86tVKJFGkGSugkLZFoK4T+ZxPRMJeiwqaqSrRIrIviXpaIVngXdXuSwiDWUkXQkGiW6yccMS47ZXQ7HlnRUgiAgknz55f+CDwNHA/tntmj5ZWlmx4YW5OtrTrL/kr0Z1zloOIyy2vLOCAxGB5DkH1wCvABYAPwUOAV4YzYXNLGVmPWb2g/D5ZDP7iZk9En6fVOocItUUNeQvSu40yKU0wtTFmgRJREpJGhy82t0/D+x096uB04BZJV5TyieBh3KeLwbucvcjCHIaFo/y/CKjkjvkL874salEn7a7ejLMXbY6bxKlXLWcujiulUKTIIlIVtLgINsh2mtmxwAHAjPKvaiZHUIQYHwjZ/PbgavDx1cDC8s9v0ilLJzdyd2LTx62gmJWOlX6Tyh31EOcan1qzwYlhy++g7nLVtPVk9EkSCJSknmCNGkz+xBwK/Aa4NvABODz7n5FWRcN1mhYCkwEPuvubzWzXnfvyDlmm7sP61ows/MJR0pMmTLl+BUrVpRThFg7duxgwoQJFT1nI1C9RmdDZnvsvlmdB0Zu7+3r55ntL7J7YLDk+cem2pj5iol7n1eiXr19/WS29TGY8zfeZkbnpKCFIFu2sak2phy4f2wAVCn6HWwuqldzKade8+fPX+fuc6L2FU1INLMHgeuAFeEyzT8FXjmiqw8/51uBZ919nZnNG+nr3f1K4EqAOXPm+Lx5Iz5FUd3d3VT6nI1A9RqdC/75TrbtGj6iYNK4ND0RkxV19WS48K4N9PW3UaqBrj2dYukZs5iX0z1RiXrNXbaaTO/wnInOjhR3Lz55VOcuh34Hm4vq1VwqXa9SoxXOJhjCeKeZ/QG4AbjR3Z8exTXnAqeb2VsIRj4cYGbXAs+Y2VR3f9rMpgLPjuIaIoklGfNfan6CwnPs2r0n0RwJnVWcY0CJhyJSrqIfadz9fne/0N1fRZBAeBhwj5mtNrO/LeeC4fkOcfcZBIHHanc/F1gJnBcedh5weznnFxmJwlkQM719XHDjembk9NFD0EQfZXtff+Q5oloZcrWnU/zHu47j7sUnV234oBIPRaRciddHcPe1wFozux34MvAV4KoKlmUZcJOZfRDYDJxVwXNLiyt3xr+oMf/ZRoLs5ED3PvEclrM9V5sZS1ZuHNFMipVqLShV50ULZuZNdgRKPBSRZJJOgvQ6gi6GM4HHCfr8bx7txd29G+gOH/8ROGW055R9z2hm/Cs1yVFf/wDX37M5dm2FAffYVoVC2dyCSgQFS1ZuzLtuVJ2z3zVNsoiMVKmExH8F3gVsA1YAc939yVoUTCSp0cz4lzIruRTzYJnrHnS0pxm/35iK3pgLA6FcUXXW6osiUo5SLQcvAW9299/UojAi5Yj79F+sVSDbJF8qMChXezrFktOPrviNudRiUEo2FJFKKBocuPultSqISLniPv2nzCL75YHYT9/lmjQuzbixxVsJKrESYqmbv5INRaQSEickijSquE//A+6RuQj7jWmraGDQnk5xyduKtxJUaiXEYotBKdlQRCol6fTJIg1r0rjomf3MiMxFSJpAmERnR3uiJMNieREjEbcY1KRx6YokO4qIQOmExNcW2+/u91W2OCIjV2qComow4LFlpyU+vlITEmkEgojUQqluhcuK7HOg9nOwihSoZEtAUiPt2+8Yl46cGKkjptWjGI1AEJFqK5WQOL9WBREpV5LhiKNROAFSOX379WjdEBEpV+KExHCp5qMI1kMAwN2/W41CiYxEJQODdMroHxg6X3s6xZnHd7Lm4a2jasbfXmT6ZRGRRpN0hsRLgHkEwcEPgTcDPwcUHEhdZIcFvnv6C6QsXbEAwQiSDCvdnx83ykBDD0WkESVtOXgHcCzQ4+7vN7MpwDeqVyyReHnDAqdHtxyk24z+MqY23D3gVVnOeP6RB3Pt2s2R20VEGk3SoYx97j4I7DGzAwiWU35l9YolEi9ulkBj6JP/2DGNNUp3zcNbR7RdRKSekv4HvdfMOghWYVwH3Af8slqFEikmbhIgB74cLoO8c3d5kxzZKMpVTKWGMoqI1EKi4MDdP+Luve7+deBU4Dx3f391iyYSLWXxt/CLvrdhVOc+56RDR/X6OHG5Bco5EJFGlCg4MLO7so/d/XF3/3XuNpFaKpZ8uHP3AF09mUTnaU+37Q00Umace9KhfGHhrIqUsVBcboFyDkSkEZWaIXF/YBxwkJlNYqjV9QBgWpXLJjJMkhv/kpUbmRQz6VCuF/sHRzTL4Wgo50BEmkmploMPE+QYHEmQZ7Au/Lod+O/qFk0kX3aUQim9ff0cNXViyeNq2aSvnAMRaSalZki8HLjczD7u7v9VozKJRC5vHDdKIcrdv32u6H6Dmq5gqHkORKSZJJ3n4Aoz+wTwxvB5N3CFu2t6N6mI3GDgwPY0z7/YT3aagkxvH5+6cX3FrmUEiYe1XJ9g/pEHc93azaOehllEpBaSBgdfBdLhd4D3AF8DPlSNQsm+JW9SI6q7kFLKjMveeWxNA4Oungy3rsvkBQYGnHm8FlASkcZUKiFxjLvvAV7n7sfm7FptZvdXt2jSynJbCtqqvHBSrloHBhA9aZOjZEQRaVylWg5+CbwWGDCzV7n7bwHM7JVAebPMyD7v4q4NeU3stQoMOtrTdfmkrmREEWk2pYKD7NDFzwJrzOx34fMZgCZBkhHr6skM63uvlSWnH13T62VbR+LqqmREEWlUpYKDg83s0+HjK4AUsJNg2ebZwJoqlk1aQG73Qce4NL27+usSGAA1zzPIzaMopGREEWlkpYKDFDCB/CnnJ4TfSw8kl31a4Q2y1KREo9HZ0c5T2/uI66HorPGn9GLDLjsruBS0iEg1lAoOnnb3f65JSaTlXPS9+E/OlXb34pOZsfiO2P21/pQel09gUJUloUVEKqnUDInVWqROWlhXT4Y//fyPyl4ZcaRy10eIYlb7LoW2mLIoz0BEmkGploNTalIKaQldPRn+8bZfs6t/sKbXzY52iBv1UKPBEMBQV0pUWZRnICLNotT0ycXnoJV9XjbhMGpq4FpJmXH44jtIxcyXUMt8g7hcg5QZS8+YpTwDEWkKSWdIFBmmqyfDolvup3+gXuMPAsVaDmr1ab1UkDTorsBARJqGggMp26Xf31j3wCBKyoxB970LNlX7plxq2CIo10BEmouCA0mscKXEag5NHI1Bdx5bdlrNrldqtUjlGohIs1FwIIkUdiHUM8eglEp8So9aMjquBaLYNMia00BEmpGCA0mkUbsQClXiU3phN0Gmt48Lb9sARA+JnNbRHhksdXa0a04DEWlKpeY5EKGrJ9NwXQhGcPN92fixdHa0731eiREBUd0Eff0DLF+1KfL4RQtm0p5O5W1TV4KINDO1HMgwXT0ZlqzcSG9fYwUEWePSbTz4L28GoLu7m7sXz6vo+Ue6imI2GEnaDSEi0ugUHEierp4Mi26+n/7Bxu1CGDsmVfqgUegYl45sKekYl459zcLZnQoGRKRlqFtB8ixftamhAwOA7VVu0YibUbGWMy2KiNSTWg4EgIu7NnDDPVtipyBuJNWeMyAu+Kh2UCIi0ijUciBc3LWBa9duborAoBaJfnHBhyYyEpF9Rc2DAzObbmZrzOwhM9toZp8Mt082s5+Y2SPh90m1Ltu+6oZ7ttS7CIlUajRCKYsWzCSdyl9VMZ0yjT4QkX1GPVoO9gCfcfc/BU4CPmpmRwGLgbvc/QjgrvC5VNnFXdErCDaalBl3Lz65dkl/hW9J479FIiIVU/PgwN2fdvf7wscvAA8BncDbgavDw64GFta6bPuabHdCM6hlABOVlNk/6LHzHIiItBrzOn5qNLMZwM+AY4DN7t6Rs2+buw/rWjCz84HzAaZMmXL8ihUrKlqmHTt2MGHChIqesxEU1uup3j7+uHN3HUs0MmNTbcx8xcRh26vx89qQ2R67b1bngRW9VpxW/D1sxTqB6tVsVK8h8+fPX+fuc6L21S04MLMJwE+BL7r7bWbWmyQ4yDVnzhy/9957K1qu7u5u5s2bV9FzNoLu7m56DzyCS7+/seFmOyylPZ2KzTWoxs9r7rLVdZ8OuRV/D1uxTqB6NRvVa4iZxQYHdRnKaGZp4FbgOne/Ldz8jJlNdfenzWwq8Gw9ytYqChcO+uiRL3HRj9fXvOvcLJjqeKRTJ9Ry2eXC92r+kQdz67pM3hTKmg5ZRPYlNQ8OzMyAbwIPufuXcnatBM4DloXfb6912VpF1AqKf9y5B69DLOg+8ly+Yi0FlRa1yNKt6zKceXwnax7equmQRWSfVI+Wg7nAe4ANZrY+3PaPBEHBTWb2QWAzcFYdytYSmmUFxSi1XuI4bpGlNQ9v1YqKIrLPqnlw4O4/J2hpjnJKLcvSqpotpwBq21qQa6SLLImI7As0fXILyfadN4OO9jTj9xtT9Wb7wnyCwutM62iPTD7UbIgisi9TcNAiCvMMGll7OsWS04+ueitBVD7BhbdtAIaWWV60YGbeMdnyKflQRPZlWluhRVz0vQ1NERjUagpkiM8nyG1dWTi7k6VnzKKzox2rcflERBqVWg6aUG5T+bixKXbuHij9ogZRrSS/qO6DpPkEC2d3KhgQEcmh4KDJFHYfNFNgkLK4PNTSuQHFxHUfdIxLRyZnKp9ARKQ4BQdNppmHKcatj5AkN6CYuO6D/ca00Z5OKZ9ARGSElHPQZJpxmGJWZ8wn9iS5AcXEdR9s7+tXPoGISBnUciA1UewT+2jnGig2HFH5BCIiI6eWgybR1ZNh7rLV9S5GYh3t6cSf2ONyAJLmBixaMJP2dCpvm7oPRETKp5aDBpSbnHdge5pdu/ewu4HyDIxgvYTOIosUjWQeg9HONZC9TrkJjSIikk/BQYMpHI3Q29d4OQbZwCA7LHHOYZNHdWOuxM1d3QciIpWj4KDBNMtohNx8gErcmHVzFxFpHMo5aDDNMhpBcwWIiLQuBQcyYkr2ExFpbepWkBGrxlwBo5khUUREKkvBQQM59Uvd9S5CSeeedGhVAoPRzJAoIiKVpW6FBnHiF3/CI8/urHcx9mpPp5j7qsl710NImXHuSYfyhYWzKn6t0c6QKCIilaWWgzq6uGsD167dXO9i7JUyY9C95s36o50hUUREKkvBQR109WT41I3r612MPO3pVM3XHcjmGcQN3NSICBGR+lBwUENdPRku/f7Ghhiu2GZwYHua3l39dUkALMwzKKQRESIi9aPgoEa6ejJccOP62E/JtZYy45K3JZ/iuNKi8gyyOjVaQUSkrhQc1EijdSP0DzrLV22q2w04Lp/AYO+0zCIiUh8arVBlF3dtYMbiO+pdjEj1TPgb7UqMIiJSPWo5qJJzrvo/7v7tc/UuRlH1vBGPdiVGERGpHgUHVdAMgUG9b8RaZllEpHEpOKigrp4Mn75xPYP1LkiMzo72hroRayVGEZHGpOCgQhptQqNCY1NtSvQTEZFEFBxUQFdPpqEDg/Z0iikHjq13MUREpElotMIoNeJsh4WWnjGLjvZ0vYshIiJNQi0HZWqEoGD82BTpVBvb+/ppM2PAh0+x1NnRzsLZnXR3P1KHEoqISDNScFCGegcGUTMIRk1HXO8RCSIi0pwUHJSh1oHBpHHpklMda2igiIhUioKDEar1bIfnnnQoX1g4K9GxGhooIiKVoOAgoXoMVexoTycODERERCpFwUEC9VgbId1mLDn96JpfV0REREMZS6hHYNCebmP5Wceqi0BEROpCLQcx6jEioQ340ruOU1AgIiJ1peAgQr2GKv5u2Wk1v6aIiEghdStEqPfkRiIiIvXUcMGBmb3JzDaZ2aNmtriW1z7nqv9jQ2Z7LS+5l6Y3FhGRRtFQwYGZpYD/Bt4MHAWcbWZH1eLaMxbfwd2/fa4q5z7i5eNJmQHQZsP3a2SCiIg0kkbLOTgBeNTdfwdgZiuAtwMPVvOi1RqREDezYVdPRjMZiohIw2q04KAT2JLz/EngxDqVpWwd7WmWnB4/3bFmMhQRkUZmHrGSX72Y2VnAAnf/UPj8PcAJ7v7xnGPOB84HmDJlyvErVqwY9XVz8wymtMMzfeWd52XjxzKto33U5amGHTt2MGHChHoXo+JUr+bRinUC1avZqF5D5s+fv87d50Tta7SWgyeB6TnPDwGeyj3A3a8ErgSYM2eOz5s3b9QXfV9Ot8JnZu3hsg0je1uiVklsNN3d3VTivWo0qlfzaMU6gerVbFSvZBotOPgVcISZHQ5kgHcDf1PfIuUbyUJIIiIizaihggN332NmHwNWASngW+6+sdrXfXzZabFJiVMmjuWei06tdhFEREQaRkMFBwDu/kPgh7W+7uPh7ITd3d08fs68Wl9eRESkYTTUPAciIiJSfwoOREREJI+CAxEREcmj4EBERETyKDgQERGRPAoOREREJI+CAxEREcmj4EBERETyKDgQERGRPA21KuNImdlW4IkKn/Yg4A8VPmcjUL2aSyvWqxXrBKpXs1G9hhzm7gdH7Wjq4KAazOzeuCUsm5nq1VxasV6tWCdQvZqN6pWMuhVEREQkj4IDERERyaPgYLgr612AKlG9mksr1qsV6wSqV7NRvRJQzoGIiIjkUcuBiIiI5FFwkMPM3mRmm8zsUTNbXO/ylMPMppvZGjN7yMw2mtknw+2TzewnZvZI+H1SvctaDjNLmVmPmf0gfN709TKzDjO7xcweDn9ur2+Rel0Q/g4+YGY3mNn+zVgvM/uWmT1rZg/kbIuth5ldGP4P2WRmC+pT6tJi6rU8/D38tZl9z8w6cvY1fL2i6pSz77Nm5mZ2UM62hq8TxNfLzD4eln2jmf1bzvZR10vBQcjMUsB/A28GjgLONrOj6luqsuwBPuPufwqcBHw0rMdi4C53PwK4K3zejD4JPJTzvBXqdTnwY3c/EjiWoH5NXS8z6wQ+Acxx92OAFPBumrNe3wHeVLAtsh7h39q7gaPD13w1/N/SiL7D8Hr9BDjG3V8D/Aa4EJqqXt9heJ0ws+nAqcDmnG3NUieIqJeZzQfeDrzG3Y8G/j3cXpF6KTgYcgLwqLv/zt13AysI3vim4u5Pu/t94eMXCG40nQR1uTo87GpgYV0KOApmdghwGvCNnM1NXS8zOwB4I/BNAHff7e69NHm9QmOAdjMbA4wDnqIJ6+XuPwOeK9gcV4+3Ayvc/SV3fwx4lOB/S8OJqpe73+nue8Kna4FDwsdNUa+YnxXAl4F/AHKT7JqiThBbr78Hlrn7S+Exz4bbK1IvBQdDOoEtOc+fDLc1LTObAcwG7gGmuPvTEAQQwMvrWLRy/QfBH/hgzrZmr9crga3At8Pukm+Y2XiavF7uniH4JLMZeBrY7u530uT1yhFXj1b6P/IB4Efh46atl5mdDmTc/f6CXU1bp9CfAH9uZveY2U/N7HXh9orUS8HBEIvY1rRDOcxsAnAr8Cl3f77e5RktM3sr8Ky7r6t3WSpsDPBa4GvuPhvYSXM0tRcV9sG/HTgcmAaMN7Nz61uqmmiJ/yNmdhFBF+V12U0RhzV8vcxsHHAR8E9RuyO2NXydcowBJhF0Hy8CbjIzo0L1UnAw5Elges7zQwiaQZuOmaUJAoPr3P22cPMzZjY13D8VeDbu9Q1qLnC6mT1O0OVzspldS/PX60ngSXe/J3x+C0Gw0Oz1+kvgMXff6u79wG3An9H89cqKq0fT/x8xs/OAtwLn+NBY92at16sIAtT7w/8dhwD3mdkraN46ZT0J3OaBXxK0qB5Eheql4GDIr4AjzOxwMxtLkNCxss5lGrEwcvwm8JC7fyln10rgvPDxecDttS7baLj7he5+iLvPIPjZrHb3c2n+ev0e2GJmM8NNpwAP0uT1IuhOOMnMxoW/k6cQ5L80e72y4uqxEni3me1nZocDRwC/rEP5ymJmbwI+B5zu7rtydjVlvdx9g7u/3N1nhP87ngReG/7dNWWdcnQBJwOY2Z8AYwkWXqpMvdxdX+EX8BaCDN3fAhfVuzxl1uENBE1IvwbWh19vAV5GkFX9SPh9cr3LOoo6zgN+ED5u+noBxwH3hj+zLoKmwlao16XAw8ADwDXAfs1YL+AGgryJfoKbyweL1YOgGfu3wCbgzfUu/wjr9ShBf3X2f8fXm6leUXUq2P84cFAz1anIz2oscG3493UfcHIl66UZEkVERCSPuhVEREQkj4IDERERyaPgQERERPIoOBAREZE8Cg5EREQkj4IDERERyaPgQKRCzOxlZrY+/Pq9mWVyno8tOPZT4dSupc7ZbWZzYrZvCpfWfdjMvlKwvO4vSpz3H0vs/6EFS0nPiFr+tsRr55nZn43kNeHrHs9dTjdnu5nZ6nCRqmKv/7GZ9Vq4nHfO9sPD+ecfMbMbsz+L8Lz/GS5t+2sze23OayKXb7cylmo2s/+xJliaWiSXggORCnH3P7r7ce5+HPB14MvZ5x6s9JnrUwQrFY7GOR4srfsa4CVyZht091I358jgILxhtrn7WzxYHbIc8wimSq6UtwD3e+k1QpYD74nY/v8IfhZHANsIJpCBYHn2I8Kv84GvQcnl28tZqvka4CMjqbBIvSk4EKkiMzslXG1xg5l9K5zS9BMEixGtMbM14XFfM7N7zWyjmV06kmuEgcc/AIea2bHh+XaE36ea2c/C1osHzOzPzWwZwVLK683surB14CEz+yrBTGvTCz7FjzGzq8NP17dkWzxyjzGzOWFrxgzg74ALwvP/uZkdbGa3mtmvwq+54WteZmZ3hu/PFUQvGANwDmHgY2avC8uxv5mND9+vY8L34S7ghYL33wimmL0l3FS4vPJ3PbAW6LBgnYRiy7eXs1TzSuDsmLqJNCQFByLVsz/wHeBd7j6LYBW1v3f3/yRYCGW+u88Pj73I3ecQtAL8hZm9ZiQXcvcB4H7gyIJdfwOsClszjgXWu/tioC9s0TgnPG4mwY1ytrs/UXCOmcCVYSvF8xT5FOzuj5PfavK/wOXh89cBZwLfCA+/BPi5B6tRrgQOjTntXGBdeP5fhcd+Afg34Fp3L9bt8TKg1933hM9zl6+NW9q22JK3I16q2d23AfuZ2cuKlFOkoSg4EKmeFMHKhL8Jn18NvDHm2Hea2X1AD0HT9FExxxUT9cn7V8D7zWwJMMvdX4g4BuCJ8NNzlC3ufnf4+FqC9TtG4i+Br5jZeoIb+wFmNpHgvbgWwN3vIGjyjzK5oNz/DJwKzCEIEIoptnxt3L5ylrwt9ZpnCVqLRJqCggOR6tmZ5CALVk77LHBK+On8DoJWh8TC/u1ZBCsf7uXuPyO4CWeAa8zsvWWUtfDGmH2+h6H/IcXK2wa8Pif/ojPnZp9kcZc9Zpb7v2oyMAGYWOK6EKxS12FmY8LnucvXxi1tW2zJ23KXat4f6CtRVpGGoeBApHr2B2aY2avD5+8Bfho+foHg5gZwAMHNebuZTSFIhEvMzNLAUoJP+L8u2HcY8Ky7X0WwlHc2I78/fF0Sh5rZ68PHZwM/Dx8/DhwfPj4z5/jcugHcCXwsp0zHhQ9/RpBPgJm9mWA1yiibgFfmPL8S+DxwHUGyYSwPVpZbA7wj3FS4vPJ7wyTMk4DtYVdBseXbR7xUc5j38AqC90ukKSg4EKmeF4H3Azeb2QZgkKA/HoIb3I/MbI2730/QnbAR+BZwd9TJIlxnZr8mWLJ1PENJc7nmAevNrIfgBn55zvV/bWbXJbjOQ8B54bUmE2b1EyzJfLmZ/S8wkHP894G/ziYkAp8A5oSJhA8SJCxmX//GsDvlr4DNMde/I6wHYcvHHne/HlgGvM7Msmva/y9wM3CKmT2ZM5zwc8CnzexRghyEb4bbfwj8jiB58CrCXIowP+FjwKqw7je5+8bwNcuAU83sEYKujWXhazYCNwEPAj8GPhrmgUAQQK3NyXsQaXhasllEGlrYfP9ddz+13mUph5ldDqwMR1OINAW1HIhIQwub+q+yEpMgNbAHFBhIs1HLgYiIiORRy4GIiIjkUXAgIiIieRQciIiISB4FByIiIpJHwYGIiIjk+f/2vjH9iHK4IAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(600*px, 400*px))\n",
"\n",
"ax.scatter(data.total_distributed, data.total_vaccinations)\n",
"\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Total Distributed (x100000)' )\n",
"ax.set_ylabel( 'Total Vaccinations (x100000)' )\n",
"plt.title( 'Distributed vs. Vaccinated per State' )\n",
"ax.grid()\n",
"\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )"
]
},
{
"attachments": {
"barchart.PNG": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Grouped Bar Chart with Labels — Matplotlib 3.3.4 Documentation. https://matplotlib.org/stable/gallery/lines_bars_and_markers/barchart.html. Accessed 14 Mar. 2021.\n",
""
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mTwIt5NvbVOEREREREZGBYrWVHjPbB/glsDHRw2PA9mY2H/gPd7+72REUERERERFZE9319JwLfMrd76hPNLMDgN8Cr2xSvERERERERBqiu7e3bdixwgPg7rcDGzYnSiIiIiIiIo3TXU/PdWZ2DXA+1dvbdgA+ClzfzIiJiIiIiIg0Qndvb/ucmb0dOIxV3972M3e/di3ET0REREREZI305O1t1wHXrYW4iIiIiIiINFx3b28bBhwHvIfo6XHgaeBK4NfuvrLZERQREREREVkT3fX0XADMB04hhrUBbA8cA/wO+GDTYiYiIiIiItIA3VV6Xu3uL+0wbTpwu5k91qQ4iYiIiIiINEx3r6yeZ2ZHmNnzy5nZEDP7IDCvuVETERERERFZc91Veo4EDgdmmdljZvY48AzwvpwnIiIiIiLSr3X3yuop5HM7ZrYZYO7+7FqIl4iIiIiISEN0+8pqM9sYeBv59jYzexq4wd3nNzluIiIiIiIia2y1w9vM7KPA3cAbgQ2ADYGDgQk5T0REREREpF/rrqfnv4DXdOzVMbNNgDuA85sULxERERERkYbo7kUGRvwgaUftOa9XzOwLZvaQmT1oZhea2Ugz29TMbjKzx/P/Jr3dvoiIiIiISNFdT8+pwN1mdiMwLaftCLwF+E5vAjSz7YDPAXu6+zIzu4R4E9yewM3ufpqZnQScBHylN2GIiIiIiIgUq+3pcffzgH2BW4AVQAswDtjX3c9dg3CHAeub2TDiWaGngcOA83L+ecB71mD7IiIiIiIiQA/e3ubu84CLzGzT+Opr9KOk7j7DzH4ATAWWATe6+41mtpW7z8xlZprZlp2tb2afBD4JsOOOO65JVEREREREZB3Q3dvbdjSzi8xsNvHigrvMbHZOG9ubAPNZncOAnYFtgQ3N7CM9Xd/dz3b3fd193y222KI3URARERERkXVIdy8yuBi4HNjG3Xd3992AbYArgIt6GeabgSfdfY67rwQuAw4EZpnZNgD5f3Yvty8iIiIiIvK87io9m7v7xe7eVia4e5u7XwRs1sswpwIHmNkGZmbAIcAjwFXAMbnMMcCVvdy+iIiIiIjI87p7pmeCmf2ceLFAeXvbDkSl5J7eBOjud5jZpcSPnrbmds4GRgGXmNlxRMXoiN5sX0REREREpK67Ss9HgeOAU4DtiN/mmQb8Cfh1bwN195OBkztMXkH0+oiIiIiIdOoUe+FPRZ7snf2spEhltZUed28BfpF/IiIiIiIiA053z/R0ycy+2ciIiIiIiIiINEOvKz3A8Q2LhYiIiIiISJOsdnibmS3sahawfuOjIyIiIiIi0ljdvchgPvBad5/VcYaZTXvh4iIiIiIiIv1Ld8Pbzgd26mLeHxocFxERERERkYbr7u1tX1/NvK80PjoiIiIiIiKN1aMXGeQPhta/DzWzjr+zIyIiIiIi0u/09O1th5jZtWa2jZntDdwOjG5ivERERERERBqiuxcZAODuHzKzDwIPAEuBo9z9H02NmYiIiIiISAP0dHjb7sDngT8CU4CjzWyDJsZLRERERESkIXo6vO1PwDfc/VPAG4DHgbuaFisREREREZEG6dHwNmA/d18I4O4OnG5mVzUvWiIiIiIiIo2x2p4eM/tXgFLhqXP3x81so3yxgYiIiIiISL/UXU/P+83s+8D1wARgDjAS2A04mPjh0hObGkMREREREZE10N2Pk37BzDYBDgeOALYBlgGPAGe5+9+bH0UREREREZHe6/aZHnefB/wq/0RERERERAaUnr69TUREREREZEBSpUdERERERAY1VXpERERERGRQ61Glx8yOMLPR+fnrZnaZmb26uVETERERERFZcz3t6fmGuy/K3+15K3Ae8IvmRUtERERERKQxelrpacv/7wR+4e5XAiOaEyUREREREZHG6WmlZ4aZnQV8ALjWzNZ7EeuKiIiIiIj0mZ5WXD4A3AC8zd3nA5sCX25WpERERERERBqlR5Ued18KXAksMbMdgeHAo82MmIiIiIiISCMM68lCZvZZ4GRgFtCekx14RZPiJTJgnWL2gmknu/dBTEREREQEeljpAT4PvNTd5zYzMiIiIiIiIo3W02d6pgELmhkRERERERGRZuhpT89kYJyZXQOsKBPd/Ye9CdTMxgDnAHsTw+Q+DkwELgbGAlOAD7j7vN5sX0REREREpOhpT89U4Cbit3lG1/566wzgenffA3gl8AhwEnCzu+8O3JzfRURERERE1kiPenrc/RQAMxsdX31xbwM0s42A1wPH5rZbgBYzOwx4Yy52HjAO+EpvwxEREREREYEe9vSY2d5mdg/wIPCQmU0ws716GeYuwBzgt2Z2j5mdY2YbAlu5+0yA/L9lF3H5pJmNN7Pxc+bM6WUURERERERkXdHT4W1nA190953cfSfgROBXvQxzGPBq4Bfu/ipgCS9iKJu7n+3u+7r7vltssUUvoyAiIiIiIuuKnlZ6NnT3v5Yv7j4O2LCXYU4Hprv7Hfn9UqISNMvMtgHI/7N7uX0REREREZHn9bTSM9nMvmFmY/Pv68CTvQnQ3Z8BppnZS3PSIcDDwFXAMTntGODK3mxfRERERESkrqevrP44cApwGWDArcDH1iDczwK/N7MRxOuwP0ZUwC4xs+OIt8UdsQbbFxERkTV0itkLpp3s3gcxERFZMz19e9s84HONCtTd7wX27WTWIY0KQ0REREREBLqp9JjZj939BDP7E/Ejoqtw93c3LWYiIiIiIiIN0F1PzwX5/wfNjoiIiIiIiEgzrLbS4+4T8uM+7n5GfZ6ZfR64pVkRExERERERaYSevr3tmE6mHdvAeIiIiIiIiDRFd8/0HAV8CNjZzK6qzRoNzG1mxERERERERBqhu2d6bgNmApsDp9emLwLub1akREREREREGqW7Z3qeAp4C/mXtREdERERERKSxevRMj5kdYGZ3mdliM2sxszYzW9jsyImIiIiIiKypnr7I4EzgKOBxYH3geOCnzYqUiIiIiIhIo3T3TM/z3P0JMxvq7m3Ab83stibGS0REREREpCF6WulZamYjgHvN7PvEyw02bF60REREREREGqOnw9uOzmU/AywBdgDe36xIiYiIiIiINEqPenryLW4Ay4FTmhcdERERERGRxupRpcfMDgK+BexUX8fdd2lOtERERERERBqjp8/0/Br4AjABaGtedERERERERBqrp5WeBe5+XVNjIiIiIiIi0gQ9rfT81cz+F7gMWFEmuvvdTYmViIiIiIhIg/S00rN//t+3Ns2BNzU2OiIiIiIiIo3V07e3HdzsiIiIiIiIiDTDais9ZvYRd/+dmX2xs/nu/sPmREtERERERKQxuuvp2TD/j252RERERERERJphtZUedz8r/+sHSUVEREREZEAa0pOFzOw8MxtT+76Jmf2mabESERERERFpkB5VeoBXuPv88sXd5wGvakqMREREREREGqinlZ4hZrZJ+WJmm9Lz112LiIiIiIj0mZ5WXE4HbjOzS4nf5/kAcGrTYiUiIiIiItIgPf2dnvPNbDzxY6QGvM/dH25qzERERERERBqgR5UeMzsAeMjdz8zvo81sf3e/o6mxExERERERWUM9fabnF8Di2vclOU1ERERERKRf62mlx9zdyxd3b0cvMhARERERkQGgp5WeyWb2OTMbnn+fByavScBmNtTM7jGzq/P7pmZ2k5k9nv836W4bIiIiIiIi3elppeffgQOBGcB0YH/gk2sY9ueBR2rfTwJudvfdgZvzu4iIiIiIyBrpUaXH3We7+5HuvqW7b+XuH3L32b0N1My2B94JnFObfBhwXn4+D3hPb7cvIiIiIiJS9PTtbSOB44C9gJFlurt/vJfh/hj4f8Do2rSt3H1mbnemmW3ZRVw+SfYy7bjjjr0MXkRERERE1hU9Hd52AbA18FbgFmB7YFFvAjSzQ4HZ7j6hN+u7+9nuvq+777vFFlv0ZhMiIiIiIrIO6WmlZzd3/wawxN3PI4amvbyXYR4EvNvMpgAXAW8ys98Bs8xsG4D83+vhcyIiIiIiIkVPKz0r8/98M9sb2BgY25sA3f2r7r69u48FjgT+4u4fAa4CjsnFjgGu7M32RURERERE6nr6Wztn5yukv0FUTkbl50Y6DbjEzI4DpgJHNHj7ItJgp5i9YNrJ1U96iYiIiPQLq630mNnDwO+Bi9x9HvE8zy6NCtzdxwHj8vNc4JBGbVtERESkv1AjkUjf6m5421FEr86NZnaHmZ1QnrsREREREREZCFZb6XH3+/IZnF2JHxPdCbjDzP5iZp9YKzEUERERERFZAz19kQHufru7fwH4KLAJcGbTYiUiIiIiItIgPf1x0tcSQ93eD0wBzgb+r3nREhERERERaYzuXmTwPeCDwDziN3UOcvfpayNiIiIiIiIijdBdT88K4O3u/tjaiIyIiIiIiEijrbbS4+6nrK2IiIiIiDSSXhMtIkWPX2QgIiIiIiIyEKnSIyIiIiIig1p3LzJ49ermu/vdjY2OiIiIiIhIY3X3IoPTVzPPgTc1MC4iIiIiIiIN192LDA5eWxERERERERFphh79OCmAme0N7AmMLNPc/fxmREpEREQGHr0tTUT6qx5VeszsZOCNRKXnWuDtwN8BVXpERERERKRf6+nb2w4HDgGecfePAa8E1mtarERERERERBqkp8Pblrl7u5m1mtlGwGxglybGS0REBhANaxIRkf6sp5We8WY2BvgVMAFYDNzZrEiJiIhIz3SscKqyKSLyQj2q9Lj7f+THX5rZ9cBG7n5/86IlIiIiIiLSGD16psfMbi6f3X2Ku99fnyYiIiIiItJfrbanx8xGAhsAm5vZJkDpQ98I2LbJcRMRERERGVT0DGTf6G5426eAE4gKzt216QuBnzUpTiIiIiIiIg2z2kqPu58BnGFmn3X3n66lOImIiIiIiDRMT9/edpaZfQ54fX4fB5zl7iubEisREREREZEG6Wml5+fA8PwPcDTwC+D4ZkRKZF2isb0iIiIizdXdiwyGuXsr8Fp3f2Vt1l/M7L7mRk1ERERERGTNddfTcyfwaqDNzHZ190kAZrYL0NbsyImISN9QD6SISP+g8rgxuqv0lFT+EvBXM5uc38cCH2tWpGTN6QQREREREQndVXq2MLMv5uezgKHAEmAk8Crgr02Mm4iIiIiIyBrrrtIzFBhF1eNDfgcY3ZQYiYiIiIiINFB3lZ6Z7v7tRgZoZjsA5wNbA+3A2e5+hpltClxMDJ2bAnzA3ec1MmwREREREVn3DOlm/gsfDFlzrcCJ7v4y4ADgP81sT+Ak4GZ33x24Ob+LiIiIiIiske4qPYc0OkB3n+nud+fnRcAjwHbAYcB5udh5wHsaHbaIiIiIiKx7Vlvpcffnmhm4mY0lXohwB7CVu8/McGcCW3axzifNbLyZjZ8zZ04zoyciIiIiIoNAd8/0NI2ZjQL+CJzg7gutk1csd8bdzwbOBth33331DmaRQUyvXhcREZFG6G54W1OY2XCiwvN7d78sJ88ys21y/jbA7L6Im4iIiIiIDC5rvafHokvn18Aj7v7D2qyrgGOA0/L/lWs7biIiIiIi64p1aURFXwxvOwg4GnjAzO7NaV8jKjuXmNlxwFTgiD6Im4jIoNTfLmwd4zNYL7IiItI/rPVKj7v/na5fhd3wt8VJ/6AbHBEREemK7hOk2frsRQYiIiLN0N96tUREpO/1yYsMRERERERE1hZVekREREREZFBTpUdERERERAY1VXpERERERGRQ04sMRERERGS19IIQGejU0yMiIiIiIoOaenpERHroxfyOhFpFRQYe/VaMyOClSo/0S7rwiIiIiEijqNIjIiIi0gtqoBMZOFTpaSAVfiIiIiIi/Y9eZCAiIiIiIoOaKj0iIiIiIjKoqdIjIiIiIiKDmp7pEZFBQ6+JFhERkc6o0iMiItJEqoyL9C2dgwKq9IiIiKxT9KZREVkXqdIjgFpBZN2kfD9w6EZdRETWhF5kICIiIiIig5p6ekRkrVHPioiIiPQFVXpERERE+hk1Eok0lio9IiIiL4JuRkWkP9MzkJ3TMz0iIiIiIjKoqadHZJB7MS0+asEWERGRwUiVHhGRfkAVThERkeZRpUdERKQfUQVYRKTxVOkREZF1mioZsi5qdr7Xw/TS36jS00d0kW0cpaWIyMCk8ltE1hZVemSdo4usiIiIyLpFlR4RERERkaTG0a4N5LTpd7/TY2ZvM7OJZvaEmZ3U1/EREREREZGBrV9VesxsKPAz4O3AnsBRZrZn38ZKREREREQGsv42vG0/4Al3nwxgZhcBhwEP92ms+oGB3J040PW3tNcbcURkXdXfymMRUL4cKMz70UExs8OBt7n78fn9aGB/d/9MbZlPAp/Mry8FJq71iHZvc+DZAbp8f4rLQF++P8VloC/fn+Iy0JfvT3EZ6Mv3p7isa8v3p7gM9OX7U1wG+vL9KS79cfm1YSd336LTOe7eb/6AI4Bzat+PBn7a1/HqxX6MH6jL96e4DPTl+1NcBvry/SkuA335/hSXgb58f4rLurZ8f4rLQF++P8VloC/fn+LSH5fv679+9UwPMB3YofZ9e+DpPoqLiIiIiIgMAv2t0nMXsLuZ7WxmI4Ajgav6OE4iIiIiIjKA9asXGbh7q5l9BrgBGAr8xt0f6uNo9cbZA3j5/hSXgb58f4rLQF++P8VloC/fn+Iy0JfvT3FZ15bvT3EZ6Mv3p7gM9OX7U1z64/J9ql+9yEBERERERKTR+tvwNhERERERkYZSpUdERERERAa3vn59XH/4A94LOLBH7fNj3azzRuDqzraR38cCD3ax7r7AT1az7cVdbXd1ca9N2wD4PfAA8TtGS4BdgIuAScSPvV4LtAH31v7G1uMAbA1ckZ/LOjcBC4HWDHch8HjOnwkM6W4fM9yHgVnAHOCasl5tmW2BS/Pzt4BT6+kJHAv8DfgysEFt+p+B64H7Spxrx+NDwOuAh3J/16+tNxb4NPCnjNfDuX+P1NOnftzLMQa2Av4ATAYmAP8E3tvV8e4Qh6eI99x/Dngsw5xbtkE8d7cSuDqPw7uBk4BzgK8BZ3aVd3o4/XrylZO57RX5eT9gQX6eCMyoLXNSbf1VvtemTwE2r+WlNxJ559IenI/1NH438D/l2ANLgXfUlv1WiXN+fweRH3es7zfw8YzTityfw3qaRjnPgatq34cReffqDst1PNYOXFDSg3g75YpO1lvcYZ1rauuWsK4pYRL5/8xaGnypkzh3Or02/7QSRlf7lfMfq33vOP944BminOi4re8A8zscy87yyhjgPzrs/99q32/rEObz28llbwQO7BC/x4A3d9jm6bXvXwK+1XF+xuU0omwZV9Iv598EfLSz9bvJzw78iioPTyLGwa9yfDqJowN3dhXnDss92+H7bR3XI8orB24hypBHibJoJXB5zltSKxeuLeEB5wKHd8xbwLc7pPP7Mp0mAU8Ay4m3sj4CnJ3L7EOew7kdp7oWPQTMyGkfri03tpZ++wI/IX7i4hngSeIat4x42+uNwM+pnSO1ffpqfq5f/x4kzqmrievZM8AZwIjOyojaeg4sIK4V/0dcd6eQ5d6L+cu4tlNdE1qpyq43Ztz+C5iX8+8FrgT2rKXjjJz+MHAUeQ0F7ibKzftz/qfJ8yXXnZzb/EI9rTts80Hge8Q5saJ2zOZTXR873fcOx/Y+4ItU9wljifK4HNtDiPO35J0Zte2/4HjUwjiBuH9bkmG8tZYuVxLlwc10Uv502M44YN/a9+fvQzpZ7q3Aj4ATanFYSuShfXPaBOCK2vybMi6H57TTM471e51Oy+w89j8HzqQq756rbX8ssAg4mVWv0fcS90UPUuWXG1j152FOB77YSZj/TpZ5q0mz5695naUXca+y54s9J5r1p56ecBTwd+JtcUcRb5Ebswbb6JKZDXP38e7+uTXdrpkN7WL+54kb932IE3MGcVM+zt13dfc9iRvmFe6+T+1vSocgLgeud/dRuc7pwBuIm9BHiQLm9cQN5dHAaOKEo+yjmQ3LeNYtAz5LpPNeGceTO6TR0+5+eDdp88rczga1aZOA69z9lRnnk3L6WKLS82HgB7m/y2rrjSUK9ceBu3LdZcAnV5M+xRXAre6+i7u/hjgW29f2pePxfj4OxMUDotIzg0jTqcDHchtvIS4WALj7Ve5+mscP+K72de4WenyOu/tVxA0QwGxgWn5eRlwYnw+/Y3x6GMSKHhzTzuL0i9qkIUTF5gXM7BDgp8QPHE+tTd8e+C6R1nsCryFuAF6MVuDlZrZ+fn8Lcbw6xrfjsV4C7A0Y8XKWvYkbwNVZQlw8yrrvzLA27yzMbnR3/B3YezX7tYSI+5Au5v+Z6ofp2jts6zbiRigC6jqvjAH+o/Z9OfCK2na+Uw+zw3aWAC8nyqF6/B5z9z/XtrkCeJ+Zbd5J+M/PB3YGDiVulDrO3424WX5eJ2VbV9t+G3H8u1uuYxxfspo4Fy3ARrXlWoGXdbHeZOAlucwJwG+J8mUsWXkys62IBq8t4YX7aGbPvwDJ3b9Z0jmnn0FUBHYnyuL7gV+6+8uIcxOy0lPb5AMZn1cRx7KUg5+gk3Pd3ccT17hvExWUOUT5+Yf8Gwkc0Mm+HwAMz228A1iWZfDLc94i4LLc1iiioa2z/S7rLSHK/t8Tx+DfOwnzxWglbiD/mt+H1+aNIfLln4ATgTcDn3b3h2vL/CjjdRhwFpEupwPrEdf+V+R6uwEH5j6V43yiu/+okziVbR4BfAWY6+7rEfv+BPDPcn1czX4tozq2byGO6cmdLejuN3v8qOTxxHXwR7Xrb8tqwjgBWJ+ohC1h1fuhfYDtgAs7K3/q+bmT+HR1H3JhhnEbmZb5fRrVNR0iH43KME4AtmDVe8sDifuVbq+L7r4JkTcOBg7Ma/twokGb2v3JrLKfZrYHcV/2HNDq7g/nepsT917l/D4Q+EcnYf7S3c/vJl7PX/M6Sy93P75DPu1bfV3r6us/IlPOIC4EE/PzwVQt3mOJgnsRUdOeSrQEfpeo0S8gTv4lVAXnbKLGvwI4Bfgx0QvSTnUDOR/4NyIzthE3m08QN8StRIG1jDiB/kRcQP5GFK4rMuzlROVmCVEJ+XZuoyX/5mf85+YyE3Obj+R+eC7Xnp+vIG6kSy9OmT8VeG3G02t/7Rn+yg7Tn8z9qk9r7WTdlg7TVmZ6ttfitBi4GLg9w2/vMN9zn/5KtIIsJ1rN/p7HYlluY2n+lRaq0kPVRrSElW23Zfo+RdXydm8ev+V5XCYA2wDja+vNIApViNaap2rpXcKcmtNKerVnuvwgj9/c2vRlxI3mzJw2K5ddRuTDxUQ+Wp7TW/NzSZsnMsy2TNOSVuOI18CXsJfmMs/ldj3XLesszDCX5D6V9Jmd6Ts/92cFcfG/A7gnt/0YcUOznGitnJDbuTzXXZnhTyEqzpMy3Nn5/8A8lucRrVSlV3Nlrn9DLuv5vT3DKi3Kd+e80jJ5a06fSpXPnGgZHkqVP57JdZZmnOp5dz6wK5F3H85wH81t3UbkqeV5nCfV4tROXFSuqx3fllxmMdU58njOn5P/F2aaL8n/S3N7K/KvbGcFcUN+Z+7ffCJ/PEG0tM/N9Z7K9P49Vd66h2jJX5RxKOGV86Ilp5e8VVoz/0qVX0t+ac1jsjKnr8htPZhxbcv/S3O5qbXj0EpUoEpat2WcSz4s8VuZf8fWjm1Z/hGiHCthlzKgvbbuY1Tn26xa+HNq+7osw36IVc/XpcBnMg3bM50fpcpny4iyYCJV2dmW+9pO9ArPzO8zqcqhJ2thtGealbzYSpW/SxymZhzK+due8WypfW7PY7iiNq3kpxaq8rxjud6xnC55orXD9KeJcuM+ouxYXptf8uXUnF7iODOnLyDK1Wupyp2lRHkxjepcXJhhlHNoKZGHF1NdL1qIvF7Kpl/U9quk2WKqPPFU7Zgur6XFSqoeo1Ju30j04txTi5NT5ffyfy5VPirlbimb22vTyvpTatNLme5U5Vn5ezjjVV93GfBH4Fai12ZBh7AfyDRbmXFYRHVf0PF8KelQrh8rcnuPENex8/MYTKnFb0Et3pNy+/W4HZvpVr9OtxENtC1U53hJ+5W53t1ExXgecY6uIK6xj1CV+0uJ87TEYUUt7WbmcS75tBzvknc6Xndn5fItRI9NudaV5cv+PUF1rbmH6DGclNsr1/PPZPgP5Lq3sOp1t60WdjtRRq2ohdNGnE/z83s55styuSdy/UNr2yxpuwjYLI9VyVMLiN7Qp4m8WfZ9IlWvYvmbWgun5Jlynbkh0/dRqvzyWP5dS+SzpbmdDxGNBuW69TiRD57LML6f6X0qUWbcDmyV1+Rd8/tdxH1sl6Mu1vRPPT3wHqI34zGiRfMu4gLUZmavJjL6l4gD/k7ihDuaaIUfQbRsPUFk1v8lCocPEC0qTvSMbEicENOA/yYyznPEjcbDRPffPKI15AYis/0rccFbStTUlxBDuZ7LeE4hWhvmZzjPESfS8RnXIVQVtI2JG83luc0P5X6TcZqcn9+Q4ZQL5w0Z1jZEC1q5UX0q1zGil+W63E65UIzNOJeLdztRSD9JVUC3ZZrcQJxsbbm9h4gTZjFxYo0kWoZ2yfmPEIXn+IznEmCiux9MXATa8pgcmOvum/t8C/CXjMOPMo4tGecPZnrNIbrX/0lUdJ0oTPbIY7hJxn9P4FO5zhKicLmEOObFmEy3X+b35/L/yEzDB4jWyqHEMZuZ+0fGZwRx8o/Jfbo/lx1aW24skV+3JgqMQzLOlmEsJgq94Znmk4kW8X+jqpgPJwqgiUSBVS5s9+U2PpHTRuSyd2XYexP5fiNi6M77iHz/BqJBoD3Ty4iWxt/W9n96pvGUXG8l0Zr/HuKmcBxRQfoJqxpH5JWziGFfe1D1Ao3KdGsFjjaz0krqxDFaAhxkZn+gaigYk9v7F6KxYUSu82nixvVK4rh/KLf751xmE+I4bEnkq3fn/r6eaKBYQuTjh3O9BUQ+Ox54U36+mSgvfkfV8tdCHOc24pwl08SIY9JCVDSGEBfZp4lzcRJRlhyU6fZN4thfTlS07iHO042JcsWIVsfzMn2mE61+W2d6/DOnlxbMofn9L7nu9Pw7iCh/II4xGfcxtW2cnumwJ1EGPEJ1Q39/xvOQTK9SSS03i8uBHXO75cbsVqJX6BpimMzwTIcHiN6x1ozvPOKY3pVxbiXKKMs02y7TZCJRrpX0X57LPJmftyIaCUrjyXpEi/e2udzXqSqutwGvIM77t+T+jsywP5/L3wRsmnEcQ+Sb8UQ51UqUE4uoeoVKT9uzRDkLkRfGZPyuyfVKmVDKmXKT9yoi35ab/g0yTcqNybxa+rTnuguprgme+zQk/75MVVafS5wfuxDD5NbLtPgy0Ug2NNOpPY/P2UQL81dyu68iyviNc5v75b5tRFTeV2SYhxC9+nOJY+3Eta2UhwvJYZTE8MYj8/sfMuwHc92SdpcS5e0KopwrN59nUF03H8q4vYk4D8bn+qViOSrTrJQzyzMe5SbUM26TqPLVBCJfQVxrSjn9TK4LcS9QethXEo2mRalIW6b7tkSPyYhMvweJc22HnD+XKGNHENeK1lz/vlx+Voa9nMjfXyXK442o8tMriHP9jxmfHxK9ocsyfbbN//9GVTn/CZEHLP+cOJ7/k+lb7hOWUPUEP0X0lB1HXMs+mdt7KVEGTMs0WkqcZztTVYAW5z68gyhrnyQq1B+kul4uzrDPIvJIaZTeONPkcOKafgdVY+/7iTy9fc7/TqbHB4mhhkOIMnwmcSNfGs2NKN8foLqe7pzpN6V2TIZneC/PuPydqFwMJc7jXxHlR2lkKedMay5/BpFvR2b4e1JV3P+P6FXaiuilOzXX+yJRNhlR3h5KlCsjqBoUFuU+zSPO4/WpGt3vJ+6JTiCu9dOAd+UxOYeo5Dxc2/8DiXPpyEy3DYHb3f2VRFn+CcIZwBnu/lq6GcGyxvq6p6Wv/4iLxlvy80PEzevYTPj/JU6KG4mMcC+RMW4lMuKtRKH4DNFav5QoIEqLgRMXqyuIgqYlw1ie3/+Un39CZLIxxIlQatSlpepZomW2tDouybD+QWTcxUSX/P8SLerPEgXI+4jCxomLwF7ETdoMqudHyg1ZaUlZTtViV1r42onMvSKnnU/1zMuztWXqLVTP5PYezu1NIgrh0lrWTpzgT9bWbe9kO577Vwq3qXlM7qyFuzSP33YZx09TtUbPyWPyD+Ki+BxRCD1AVbm7N8OZnOn3IHH8y5jl0nJybx6nOcQFYkXG6XdE68kioqAqPQXzM51L5W9Jhv8s8DOi0CytsXdTteaUlrAVGWZrxr2Vqnex9A7Mzf0rrWUlze4hbrDuzzRrJW462qmeWbqJKHTn5l+5aNdbAEurVwvRwlVaakdRFZC/zfRvIwq/ZzO8m3P6SmI45YSM93giP7USBets4kZsY6rnXxbkMTyWqqfn5RnG3EzHB4jWyHJ8riJal5YRvbXX1fan5O+fU7WClx4Az+2Uzz/PdD824/vvOX1GLvMLqgaEqcB/5r5cTnVuPkoMrWwnLuKl1ftOqtay9+X+lxbBck60EHnMiZvqdqpW0dI7WY972beVmZaXEDcp3yIaPZ4k8tI/gN8QF5j3U91AzsjwyvFvIYZClGNa4rgw592Zx+C+PA4LiAqRE3lrOZEnncgzD+c2rsttLKTKr6XXruSxcrO+OON8NlWP5MqM6xXE84nTavu9nDinvkfc2LRnmKWlt4VoRCj5qvQqfpmqZbgcu3Ic5hNlXb3Mcla9OfgfVu1NKufg/UR5Uhp4rs/9/gZVWVoqIqVVtBzLUu6WYzOBqnW65Oeyf/WegWtZtSW/5KunMoxyLTg106S0cpfegLL9cn6U/R1NlS/q5XKpLPyFGKK8kqjsfom4hj5O5IM/EXmgpM3MDGtrYhTEPKresFIJGJfxepyqUbCEWz93l1MNBz0313+SqseurbZcK5HnD6Lq5Sx/bcRNXUnn+rG8jGicu6V2XDr+Ta6lfemRKOlYeiRKpaPktXaqZ2GvyOlP1I7D4ky7kk/OpTpX2vKYPkI1AuVZqrx6P9WzVDdTtdx7bftLify1kri/uCzPeSfOj29R9ajMzWNRng8rZVDpqan3ArZRXWvK/v6aqhdlbqbHbcS1oIwUmEyVb5+gKgvK+VXS8aZa3EoenU0MY1vQYXrJL/VzuN7DUoZWLiMqQ+OI/LeEqDDMAZ7LdDk2j8UYouF0asbl9zn9TqJ8bcn9vYeqgXtGhj8n0/HK3J8ZtXmlEXZprnNQxu2ujFM7cY4/TdUDuiyX+QdRXi0izveriIaWlozjVRnHr+V8JxrrvkuUca1EpWthfn+MuAaWfPsvmTafyGO4W8ZzGnH/+meqBsSFeTzmZZzGEY0612V8yk/lfJB8rojIE8Py80aop6c5zGwzotJyjplNBV5G3Ij8naglfxD4AnHwbiEO3AhW7SodlcseS9S4hxA14wOISsrVRIv0PCKzvomo2JSL0eNEht6M6pmT+s1me27vvUQLzlwig48gnk3Yk2i9+3LG92PEw6i/dPfLiIttSy7/MaLF4YdUzzRMIG4mIU6gZ/JzK1EoTSRaBUqLmREtctvmcmOIE/kuqsILotAqBckIooK4AVWrcStxk7se1cWiDNl5gjh5H3J3Iy4KdV+gKghX5vZx9xmZ/nvn/DuJmzAjCpjNMi0vJG4KZ+X0fXO7G9fCOI+qRf4q4iHPfYhephXEsX0q0/Y9VGPITyQKjdJS+9lc/n7iwlkuArh7e8ZtIXFsNwXa3H3znDaCyB+FZXr+lTgWEDcZy4kC8Cyqi/wwqq7/0nJXtjWSKOxXEMdxJXGjXMY230lcQNvdfSRVL9Q7c5+HEPmmtOKVcmRIpu3viIvGSF6o7PObiZbYa6jy5xeIY/J54hwc0WHdn+b+XUjcaNV7cyYRzxGMJtL+TUQBXCoO5eb3sQxvkbuvT3Uj+AeqG4HZua1/yX36EpFfv5fbODr/X5Bp844M86+ZLhOBkR7jqsuNz1DiIlpa0ZYRlaeRuZ1yQR7Jqhfrk4mL+BDiRnwsVS9sGea0gBg6MCPj3JLpuzNxHF9DVMh2Jlr9DiMqdpdnOL8i8siITP/TqFp6yzF7hijrWmrTSxzbOkz7J9WN8r8SF0hymxOIsuAholW3VHQmEkOMS0VseIZ5dO77RKqeiPWI1soNqIZVzid6gF4B7J/fL6PqoShKb00ph0rcS/l2ZU4v+79jLruEOGcWUw01XEHVwzGXyIMnEXnlDGLIxrO5nTfkdo8jejumUvXe3ZtpC1Gef74W3w2JPGpE5XkZcXO+iLi2fKOWLt+kOofbiAYciGPaQo7hz3mlkrOCSOv6ubZrbZml7l56wkoZPTW/X0rk70lUZey2te2Um8sJRPlXriM/I/JuKR/Wo7rxnJH7MDKXHUJc164kzrkrcp37qHoWhhIt4MPz8xCq3u1/EHmnXNcs47UFVWPgbVRD4JZnWOVGeQWRJ0tvGKxaWZiR08rohNbc5nSirCyNiiU/fzqXn1n7X+IE0dvwx/w8nLiRL72Mh+ayy4mypvSukvtyKVUF+aWsel6W4bvLqXqSHiFurMv1uK7k/wuIa/uFRNnzOqJsWUak6/JMh8tyO9OIa9H+OW8q1XEcQnW9KPc2W+e0p4ny34n8fTyZ/zItxxD5eCFxHX8zcb+0kOra7qx6PzGfqkLWlmFcQ/SCOPECgpdn2tbVK2+lnCjKtdWIY7tv7vPwjMOcXO/lxPX8QeLcLsfiPKpKgxPlbhlVchqRZ+7OaSty/28h7ltKz1lLfn+KqtK7HVUjlOVxeh1xbn6duLdZP+O7UcblduJ68VKqsvzp3NZ2VD3jUJX7y/N/qcBfnGleKmgnZnr+nLiG18veNuL+xmvfu3yeqlnW6UoP0WV5vrvvRLR+/YooJI8iTugniYpQ6Ro/mlUfRt2P6NqbThQ2/yBaIEu36QbA24kDW7qvP0CV7qOJmvuWREZ5BVUhMJ+4YJbC6m/ECbUecWEZSpzAtxMXph2Ik/BgYIaZbZJhTMjwZxIVqs2JG8ZyIzIf+EgtPqNyeSdOkrE5bzFxkYa4eSsXrFLJe0muNz+nb03VklHCWUw1lKRcaFdS9W6NJE72XfKzmdlxxHCi9kzPhcSFYNcMeyWrHpNWqiFBexEndOlZG02cqDvlfm2TcT66FqdDiAL98NzuZOLG59h84O9lROH2NHFzt5LIHwdTdaNvQnXx/VJue3uiVa8UJAeZ2Ttz3q5UBSBm9sqMa6mUWKbVEOL4O9WQqLG53Kb5vT78jUzPDakuliWcGVR5qaRhKYC2zH30HCZWKoM7kA9EUlV2R2ScX5LL3EXc1G6Y07fIbT9ai9MNxPCAhUQL0d8yjXck8umRRKFbP65kPErL86YZz7KvOxMNA2Myfh+nysefIY7LKGII2kpgPTM7kMhLEBec0or7PSIP7JXLlsrdobnslcS5sD9VjwyZpuPJc8vMynG9m8h3lxDn9MZEPngkt/8hqopRnRMX+llE79emtXlLiLTfOuP3WiL/lmF4TxLn6Ua5Lz/I9GglziPL6RB53YnjMoW44cDM6jdV04ib85JH5hM36Asz3H+pLTuJuOkvF/olRH4oDUsvzbjflvOXZpp8kermsjTAfI1qGNAC4kI/j0jrNuKceIyotJbK6sa5fOlZKun64dz2FCIvtxCVp9bczo5EOdZONaxuzwxzOHGejiIqbGXY1ubE+Tcst3tSfp5LpP+yjP8Duc+XEOfdA0QjxBAir29IHIPPEvmh5OsRVD1sB2ZcDyDOpz0ynLLsbkSDEbncfbnua4hyYERO3zvXu5vIKytZ9V7gnFxvVKZ1UYYFbZdxfSi3816iXB+SYbwh92cUcd69izgmpWwaTpzDRbkJ/gpx3d2QOA53EWV0C3GNXUI0MBhxHpVK1HNEA8Lrqd462k6U3fsT5cT2VDff1NJsGTF0bihxfhlxHR5K9KyU5SYSeast93Gz/PzrnL+Y6iUwo4lrWKm8DacaCl4qtDtkfLbP7+vn/zdRXWdHENf4YUTZPYSqsvqK/L8JkZ+2JPJHOcbl3Bud8S4NZuSyEPmzDEt7C3BLrRwv58x+GfZnM632ocoTGxPHuH7N2YE4J+rX+ZLmpTdoA6I8eVXudyk/d6qlU1n+wUzLEzLclVSNyP9N9SyXEefscxmnUhkuDczlfFxMVAKGAFuZ2agM72mi9xuqY7E6t+b27sv1hlH12ECk+5ZEObmCKj0/lPHdkmqo30kZ/3IfUtKgVHImUqX53VSNNsuJfLBpxvllGY8/EeX+24B57n4H0XDbRlROnsl4vp24Xu5JnGM7Zzq8Ppf9c4bZSlwjINK+9MQPyW1dSNUwN5qqAr1zD9KxuJ0q/Y98Eeu9eH09vKyPh7aNI9709PxnYpjYdcTJ9jniYjqJ6iRbnMt+iqg8zCMuBL8kWo8uphoi0UK0gNxEZKYVRHf+MqrXCD5M9RDkY8AxVMOLSsvRQ8QFoQyvKSf6ZzMu5dWWpRV7aYYxK6ctJi6SC2vxeo6qm720rs4heoHKzXFp6SotOJ117bd3+F56GhbUvi+j6rZvra1Xej1W1NabwAuHMlzPqsPZSutyGernwF8zDZZkGJNr219EtFj9hWo4zHyqVub/pmphKtPLuo9SjW8tY5/vzeNUhhotpcoHSzO9nyFaPUoB05LH6keZNvOphrEdn8uWtC5pdgqRr5xVHwyfR/VihTK8oKRHSbMHqF5tPLd2DJ+rba+FuDlemvEscb2daqhTGZa3kqr7u50oqC/IOMwjuvLLEIW/UT3A/gCrvshgIVFA30HVWjSbKFQn5ToziPyymFWHtx2WYS/KdZ6lGt5zQR7/R6laWz/LqkNxWmv7/RxVRbxjXi7Hf24eq5Ku5cb7y8QNdFm+tPw/lvGcRzVErT3juZi4UT6RqpfgLqqx2uV8mEL1oojW3OflGddJeYzaqIYllTxTboYmE5WLp4ihV2dTPTvTlts9iRjWUM6z3xJlVEtup6TJBKqhLVcTF/kydGcZ0dpcHxrmVEP+St5elJ/HE3m2tHy35jozWbU1tpzbbTmtDIUqZVHJMy3ERbuVqle8lWhkuIGqt/yp2nZXUD2cXBpkfkT1EoGSzotq36+mw7A/qmFOs4lz4HJWfY3/goz3XVTn2/Q8tltRDWl7Kv+WU90wtVMN2SqNX0cS51eZv4QoE5+kGqrixDMHZZjcCiIvlu2UcmoS1fNKy4hrS1vGs5StK2vbbCFuxMv1oEwrx3oZcb18KLf7YIfjWMrocozbM82WUf0MQskri6layktZMomqxb4tP5f0K+k0l+qa20qUOWX4WDlXplPdNI9n1ZfGPMeqQ/rK55I2ZxLl0N1U18D6MDUnrs/X1tK6vbZs/bpV/2shbp5XUr1Y6CGqB/edyGNP17ZRtlcaQz5NNQSt7Esr0dBTH17XWlu3xKv0ZrUR+fVBqnJ8BdWzu0uIa97trDp0bGUeuyc77OvsXLb0npVKR1tt/fY8Hg/n9OXEdXgFVVnXSlz3S0WhpNnc2nYXZPzK9eAOVi3TPcP4TYf9bs9w/kw1LP0OquG3M4nK23PEG+sg8sDCnG4Zx1lUZcV3icazZUTFYxHVcLt6Gd1GNay/9Pa2UD1ftYSo6Oyfy0+nulfZPtO27Mf83MZjue5kqmvcTCJfPUB1b9hGnH/lvCzl6UlUw4Xbct/Wy3nziHN8MXFdvouqsWdmTpuR899L1Rv8YKbXOKKH6WrizYfl/vtw4Nz8vHum/53E6IYZzbrvL2PrRKQfMrNR7r44h2LeCRzk7s90t54MDGa2L/Fa1tc1OZwNiIvfq919QTPD6iL8ko+NGN70uHf+itxmhD2F+N2MZztMP5f47Z9L10Y8msXMDiN+G2N4twuvWThfAjZ29280M5yBKEcBDHf35dnDezPwEndv6ZjPzGxb4kZwjxziLH0sy8dl7u5mdiRwlLsfNgDD6FU5W1tvB6LS/VGPxyPWirWRNsVaH08nIi/K1WY2hhi28B1VeAYPMzuJaKn9cJPDeTPR0vnDvqjwpE+Y2TFEPr6HeP5M1pCZfZvoDVzZ3bJrGM7lxPC+NzUznAFsA+CvORzYiN/Qaem4kJl9lBhK/0VVePqV1wBnZmVhPjE8eiCG0dty9ltmdgQxGuEmovd6bVobaQOgnh4RERERERnc1vUXGYiIiIiIyCCnSo+IiIiIiAxqqvSIiIiIiMigpkqPiIisFWbW8YcAG7XdMWb2H7Xv25rZgH4rm4iINJZeZCAiImuFmS1291FN2O5Y4rXAezd62yIiMjiop0dERPqMme1jZreb2f1mdrmZbZLTdzOzP5vZfWZ2t5ntamajzOzm/P5A/kYNxI8C7mpm95rZ/5rZWDN7MLcz0sx+m8vfY2YH5/RjzewyM7vezB43s+/n9KFmdq6ZPZjrfKEv0kVERBpLv9MjIiJ96Xzgs+5+S/7uzMnACcDvgdPc/XIzG0k00rUA73X3hWa2OXC7mV1F/KL43u6+Dzzf81P8J4C7v9zM9gBuNLOX5Lx9gFcRvyI+0cx+CmwJbFd6jfJ3skREZIBTT4+IiPQJM9sYGOPut+Sk84DXm9loouJxOYC7L3f3pcQPP37PzO4H/gxsB2zVTTD/ClyQ23kUeAoolZ6b3X2Buy8HHgZ2AiYDu5jZT83sbcDCBu2uiIj0IVV6RESkv7Eupn8Y2AJ4TfbqzAJG9nJbED08RRswzN3nAa8ExhG9ROf0IL4iItLPqdIjIiJ9wt0XAPPM7HU56WjgFndfCEw3s/cAmNl6ZrYBsDEw291X5rM5O+V6i4DRXQRzK1FZIoe17QhM7CpOOWxuiLv/EfgG8Oo12EUREekn9EyPiIisLRuY2fTa9x8CxwC/zErNZOBjOe9o4Kx8zmclcATxnM+fzGw8cC/wKIC7zzWzf+TLC64DflYL4+e5/QeAVuBYd19h1mUH0HbAb82sNAp+dU12WERE+ge9slpERERERAY1DW8TEREREZFBTZUeEREREREZ1FTpERERERGRQU2VHhERERERGdRU6RERERERkUFNlR4RERERERnUVOkREREREZFB7f8DWZXWRGNhwSIAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# creating the bar plot\n",
"yData = data[data.date==yesterdaysDate]\n",
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(1000*px, 300*px))\n",
"ax.bar(yData.location, yData.total_vaccinations, color ='maroon', width = 0.4)\n",
"\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Locations' )\n",
"ax.set_ylabel( 'Total Vaccinations (x100000)' )\n",
"plt.title( 'Vaccinations Yesterday per Location' )\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# creating the bar plot\n",
"top10 = [\"California\",\"Texas\",\"Florida\",\"New York State\",\"Illinois\",\"Pennsylvania\",\"Ohio\",\"Georgia\",\"North Carolina\",\"Michigan\"]\n",
"yData = data[data.date==yesterdaysDate]\n",
"\n",
"top10Yest = yData[yData.location.isin(top10)]\n",
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(1000*px, 300*px))\n",
"ax.bar(top10Yest.location, top10Yest.total_vaccinations, color ='maroon', width = 0.4)\n",
"\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Locations' )\n",
"ax.set_ylabel( 'Total Vaccinations (x100000)' )\n",
"plt.title( 'Vaccinations Yesterday per Location' )\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# creating the bar plot\n",
"top10 = [\"California\",\"Texas\",\"Florida\",\"New York State\",\"Illinois\",\"Pennsylvania\",\"Ohio\",\"Georgia\",\"North Carolina\",\"Michigan\"]\n",
"yData = data[data.date==yesterdaysDate]\n",
"\n",
"sortedData = yData.sort_values(by=['total_vaccinations'])\n",
"top10Yest = sortedData[sortedData.location.isin(top10)]\n",
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(1000*px, 300*px))\n",
"ax.bar(top10Yest.location, top10Yest.total_vaccinations, color ='maroon', width = 0.4)\n",
"\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Locations' )\n",
"ax.set_ylabel( 'Total Vaccinations (x100000)' )\n",
"plt.title( 'Vaccinations Yesterday per Location' )\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Paired Bar Chart"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"# creating the bar plot\n",
"top10 = [\"California\",\"Texas\",\"Florida\",\"New York State\",\"Illinois\",\"Pennsylvania\",\"Ohio\",\"Georgia\",\"North Carolina\",\"Michigan\"]\n",
"yData = data[data.date==yesterdaysDate]\n",
"sortedData = yData.sort_values(by=['total_vaccinations'])\n",
"top10Yest = sortedData[sortedData.location.isin(top10)]\n",
"\n",
"twoData = data[data.date==twoDays]\n",
"sortedData = twoData.sort_values(by=['total_vaccinations'])\n",
"top102days = sortedData[sortedData.location.isin(top10)]\n",
"\n",
"x = np.arange(len(sortedData[sortedData.location.isin(top10)].location)) # the label locations\n",
"width = 0.35 # the width of the bars\n",
"\n",
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(1000*px, 300*px))\n",
"ax.bar(x - width/2, top102days.total_vaccinations, color ='steelblue', width = 0.4, label=\"Yesterday\")\n",
"ax.bar(x + width/2, top10Yest.total_vaccinations, color ='maroon', width = 0.4, label=\"Two Days\")\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Locations' )\n",
"ax.set_ylabel( 'Total Vaccinations (x100000)' )\n",
"ax.set_xticks(x)\n",
"ax.set_xticklabels(sortedData[sortedData.location.isin(top10)].location)\n",
"\n",
"ax.legend()\n",
"\n",
"plt.title( 'Vaccinations Yesterday per Location' )\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"# creating the bar plot\n",
"top10 = [\"California\",\"Texas\",\"Florida\",\"New York State\",\"Illinois\",\"Pennsylvania\",\"Ohio\",\"Georgia\",\"North Carolina\",\"Michigan\"]\n",
"yData = data[data.date==yesterdaysDate]\n",
"sortedData = yData.sort_values(by=['total_vaccinations'])\n",
"top10Yest = sortedData[sortedData.location.isin(top10)]\n",
"\n",
"twoData = data[data.date==twoDays]\n",
"sortedData = twoData.sort_values(by=['total_vaccinations'])\n",
"top102days = sortedData[sortedData.location.isin(top10)]\n",
"\n",
"x = np.arange(len(sortedData[sortedData.location.isin(top10)].location)) # the label locations\n",
"width = 0.35 # the width of the bars\n",
"\n",
"px = 1/plt.rcParams['figure.dpi'] # pixel in inches\n",
"fig, ax = plt.subplots(1,figsize=(1000*px, 300*px))\n",
"rects1 = ax.bar(x - width/2, top102days.total_vaccinations, color ='steelblue', width = 0.4, label=\"Two Days\")\n",
"rects2 = ax.bar(x + width/2, top10Yest.total_vaccinations, color ='maroon', width = 0.4, label=\"Yesterday\")\n",
"# Add labels, a title and grid lines to the plot\n",
"ax.set_xlabel( 'Locations' )\n",
"ax.set_ylabel( 'Total Vaccinations' )\n",
"ax.set_xticks(x)\n",
"ax.set_xticklabels(sortedData[sortedData.location.isin(top10)].location)\n",
"\n",
"ax.legend()\n",
"\n",
"def autolabel(rects):\n",
" \"\"\"Attach a text label above each bar in *rects*, displaying its height.\"\"\"\n",
" for rect in rects:\n",
" height = rect.get_height()\n",
" ax.annotate('{:.1f}'.format(height),\n",
" xy=(rect.get_x() + rect.get_width() / 2, height),\n",
" xytext=(0, 3), # 3 points vertical offset\n",
" textcoords=\"offset points\",\n",
" ha='center', va='bottom')\n",
"\n",
"\n",
"autolabel(rects1)\n",
"autolabel(rects2)\n",
"\n",
"\n",
"plt.title( 'Vaccinations Yesterday per Location' )\n",
"# Show the figure (here in Jupyter)\n",
"plt.show( fig )\n",
"plt.close( fig )"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}