{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
All INDIA YOUTH SYMPOSIOM 2020 (Level 1)
\n", "##
Hospital Beds Capacity (for covid-19)
\n", "###
[India and USA]
\n", "\n", "####
Dataset:[Global Hospital Beds Capacity (for covid-19)](https://www.kaggle.com/ikiulian/global-hospital-beds-capacity-for-covid19?select=hospital_beds_per_india_v1.csv)
- Project by Omkar Dhekane (PICT)
\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrystatecountylatlngtypemeasurebedspopulationyearsourcesource_url
0INANNaN11.74010092.658600TOTAL1000HAB2.8250813805202016nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
1INAPNaN15.91290079.740000TOTAL1000HAB0.436072530600002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
2INARNaN28.21800094.727800TOTAL1000HAB1.42789316836002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
3INASNaN26.20060092.937600TOTAL1000HAB0.497753344387562017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
4INBRNaN25.09610085.313100TOTAL1000HAB0.0948381229886912018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
5INCHNaN30.73330076.779400TOTAL1000HAB3.30522711363822018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
6INCTNaN21.27870081.866100TOTAL1000HAB0.333759282000002016nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
7INDNNaN20.18090073.016900TOTAL1000HAB1.5017934121742018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
8INDDNaN20.42830072.839700TOTAL1000HAB0.8151902944102015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
9INDLNaN28.70410077.102500TOTAL1000HAB0.927110263000002015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
10INGANaN15.29930074.124000TOTAL1000HAB1.99661115085562018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
11INGJNaN22.25870071.192400TOTAL1000HAB0.296420680520002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
12INHRNaN29.05880076.085600TOTAL1000HAB0.396725283320002016nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
13INHPNaN31.10480077.173400TOTAL1000HAB1.69918472970342017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
14INJKNaN33.77820076.576200TOTAL1000HAB0.509006143240002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
15INJHNaN23.61020085.279900TOTAL1000HAB0.298536361229772015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
16INKANaN15.31730075.713900TOTAL1000HAB1.031376676000002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
17INKLNaN10.85050076.271100TOTAL1000HAB1.018546373120002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
18INLDNaN8.29544173.048973TOTAL1000HAB3.614458830002016nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
19INMPNaN22.97340078.656900TOTAL1000HAB0.390610796344002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
20INMHNaN19.75150075.713900TOTAL1000HAB0.4334121187000002015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
21INMNNaN24.66370093.906300TOTAL1000HAB0.49206929000002014nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
22INMLNaN25.46700091.366200TOTAL1000HAB1.28443834700002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
23INMZNaN23.16450092.937600TOTAL1000HAB1.32251715100002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
24INNLNaN26.15840094.562400TOTAL1000HAB0.64383629200002015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
25INORNaN20.95170085.098500TOTAL1000HAB0.402674459900002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
26INPYNaN11.94160079.808300TOTAL1000HAB2.60510913700002016nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
27INPBNaN31.14710075.341200TOTAL1000HAB0.599285299240002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
28INRJNaN27.02380074.217900TOTAL1000HAB0.621999756496002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
29INSKNaN27.53300088.512200TOTAL1000HAB2.4273966426642017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
30INTNNaN11.12710078.656900TOTAL1000HAB0.971725797882017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
31INTGNaN18.11240079.019300TOTAL1000HAB0.536375391200002017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
32INTRNaN23.94080091.988200TOTAL1000HAB1.20647336710322018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
33INUPNaN26.84670080.946200TOTAL1000HAB0.3449542210731682017nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
34INUTNaN30.06680079.019300TOTAL1000HAB0.832877102200002015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
35INWBNaN22.98680087.855000TOTAL1000HAB0.834920941000002015nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
36ININNaN20.59370078.962900TOTAL1000HAB0.52770613530000002018nhphttp://www.cbhidghs.nic.in/showfile.php?lid=1147
\n", "
" ], "text/plain": [ " country state county lat lng type measure beds \\\n", "0 IN AN NaN 11.740100 92.658600 TOTAL 1000HAB 2.825081 \n", "1 IN AP NaN 15.912900 79.740000 TOTAL 1000HAB 0.436072 \n", "2 IN AR NaN 28.218000 94.727800 TOTAL 1000HAB 1.427893 \n", "3 IN AS NaN 26.200600 92.937600 TOTAL 1000HAB 0.497753 \n", "4 IN BR NaN 25.096100 85.313100 TOTAL 1000HAB 0.094838 \n", "5 IN CH NaN 30.733300 76.779400 TOTAL 1000HAB 3.305227 \n", "6 IN CT NaN 21.278700 81.866100 TOTAL 1000HAB 0.333759 \n", "7 IN DN NaN 20.180900 73.016900 TOTAL 1000HAB 1.501793 \n", "8 IN DD NaN 20.428300 72.839700 TOTAL 1000HAB 0.815190 \n", "9 IN DL NaN 28.704100 77.102500 TOTAL 1000HAB 0.927110 \n", "10 IN GA NaN 15.299300 74.124000 TOTAL 1000HAB 1.996611 \n", "11 IN GJ NaN 22.258700 71.192400 TOTAL 1000HAB 0.296420 \n", "12 IN HR NaN 29.058800 76.085600 TOTAL 1000HAB 0.396725 \n", "13 IN HP NaN 31.104800 77.173400 TOTAL 1000HAB 1.699184 \n", "14 IN JK NaN 33.778200 76.576200 TOTAL 1000HAB 0.509006 \n", "15 IN JH NaN 23.610200 85.279900 TOTAL 1000HAB 0.298536 \n", "16 IN KA NaN 15.317300 75.713900 TOTAL 1000HAB 1.031376 \n", "17 IN KL NaN 10.850500 76.271100 TOTAL 1000HAB 1.018546 \n", "18 IN LD NaN 8.295441 73.048973 TOTAL 1000HAB 3.614458 \n", "19 IN MP NaN 22.973400 78.656900 TOTAL 1000HAB 0.390610 \n", "20 IN MH NaN 19.751500 75.713900 TOTAL 1000HAB 0.433412 \n", "21 IN MN NaN 24.663700 93.906300 TOTAL 1000HAB 0.492069 \n", "22 IN ML NaN 25.467000 91.366200 TOTAL 1000HAB 1.284438 \n", "23 IN MZ NaN 23.164500 92.937600 TOTAL 1000HAB 1.322517 \n", "24 IN NL NaN 26.158400 94.562400 TOTAL 1000HAB 0.643836 \n", "25 IN OR NaN 20.951700 85.098500 TOTAL 1000HAB 0.402674 \n", "26 IN PY NaN 11.941600 79.808300 TOTAL 1000HAB 2.605109 \n", "27 IN PB NaN 31.147100 75.341200 TOTAL 1000HAB 0.599285 \n", "28 IN RJ NaN 27.023800 74.217900 TOTAL 1000HAB 0.621999 \n", "29 IN SK NaN 27.533000 88.512200 TOTAL 1000HAB 2.427396 \n", "30 IN TN NaN 11.127100 78.656900 TOTAL 1000HAB 0.971725 \n", "31 IN TG NaN 18.112400 79.019300 TOTAL 1000HAB 0.536375 \n", "32 IN TR NaN 23.940800 91.988200 TOTAL 1000HAB 1.206473 \n", "33 IN UP NaN 26.846700 80.946200 TOTAL 1000HAB 0.344954 \n", "34 IN UT NaN 30.066800 79.019300 TOTAL 1000HAB 0.832877 \n", "35 IN WB NaN 22.986800 87.855000 TOTAL 1000HAB 0.834920 \n", "36 IN IN NaN 20.593700 78.962900 TOTAL 1000HAB 0.527706 \n", "\n", " population year source source_url \n", "0 380520 2016 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "1 53060000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "2 1683600 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "3 34438756 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "4 122988691 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "5 1136382 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "6 28200000 2016 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "7 412174 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "8 294410 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "9 26300000 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "10 1508556 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "11 68052000 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "12 28332000 2016 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "13 7297034 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "14 14324000 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "15 36122977 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "16 67600000 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "17 37312000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "18 83000 2016 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "19 79634400 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "20 118700000 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "21 2900000 2014 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "22 3470000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "23 1510000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "24 2920000 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "25 45990000 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "26 1370000 2016 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "27 29924000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "28 75649600 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "29 642664 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "30 79788 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "31 39120000 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "32 3671032 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "33 221073168 2017 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "34 10220000 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "35 94100000 2015 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 \n", "36 1353000000 2018 nhp http://www.cbhidghs.nic.in/showfile.php?lid=1147 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "from statsmodels.graphics.mosaicplot import mosaic\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "df = pd.read_csv(\"datasets_600600_1109547_hospital_beds_per_india_v1.csv\")\n", "df.iloc[30:31,7:8] = (df.iloc[30:31,7:8]/1000)\n", "df " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The cell above shows the pandas library has sucessfully imported.\n", "* Dataframe is created and the **.csv file** has read.The dataset shown is about country **India**.\n", "* Dataframe has sucessfully displayed." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrystatelatlngbedspopulationyear
0INAN11.74010092.6586002.8250813805202016
1INAP15.91290079.7400000.436072530600002017
2INAR28.21800094.7278001.42789316836002018
3INAS26.20060092.9376000.497753344387562017
4INBR25.09610085.3131000.0948381229886912018
5INCH30.73330076.7794003.30522711363822018
6INCT21.27870081.8661000.333759282000002016
7INDN20.18090073.0169001.5017934121742018
8INDD20.42830072.8397000.8151902944102015
9INDL28.70410077.1025000.927110263000002015
10INGA15.29930074.1240001.99661115085562018
11INGJ22.25870071.1924000.296420680520002018
12INHR29.05880076.0856000.396725283320002016
13INHP31.10480077.1734001.69918472970342017
14INJK33.77820076.5762000.509006143240002018
15INJH23.61020085.2799000.298536361229772015
16INKA15.31730075.7139001.031376676000002018
17INKL10.85050076.2711001.018546373120002017
18INLD8.29544173.0489733.614458830002016
19INMP22.97340078.6569000.390610796344002018
20INMH19.75150075.7139000.4334121187000002015
21INMN24.66370093.9063000.49206929000002014
22INML25.46700091.3662001.28443834700002017
23INMZ23.16450092.9376001.32251715100002017
24INNL26.15840094.5624000.64383629200002015
25INOR20.95170085.0985000.402674459900002018
26INPY11.94160079.8083002.60510913700002016
27INPB31.14710075.3412000.599285299240002017
28INRJ27.02380074.2179000.621999756496002018
29INSK27.53300088.5122002.4273966426642017
30INTN11.12710078.6569000.971725797882017
31INTG18.11240079.0193000.536375391200002017
32INTR23.94080091.9882001.20647336710322018
33INUP26.84670080.9462000.3449542210731682017
34INUT30.06680079.0193000.832877102200002015
35INWB22.98680087.8550000.834920941000002015
\n", "
" ], "text/plain": [ " country state lat lng beds population year\n", "0 IN AN 11.740100 92.658600 2.825081 380520 2016\n", "1 IN AP 15.912900 79.740000 0.436072 53060000 2017\n", "2 IN AR 28.218000 94.727800 1.427893 1683600 2018\n", "3 IN AS 26.200600 92.937600 0.497753 34438756 2017\n", "4 IN BR 25.096100 85.313100 0.094838 122988691 2018\n", "5 IN CH 30.733300 76.779400 3.305227 1136382 2018\n", "6 IN CT 21.278700 81.866100 0.333759 28200000 2016\n", "7 IN DN 20.180900 73.016900 1.501793 412174 2018\n", "8 IN DD 20.428300 72.839700 0.815190 294410 2015\n", "9 IN DL 28.704100 77.102500 0.927110 26300000 2015\n", "10 IN GA 15.299300 74.124000 1.996611 1508556 2018\n", "11 IN GJ 22.258700 71.192400 0.296420 68052000 2018\n", "12 IN HR 29.058800 76.085600 0.396725 28332000 2016\n", "13 IN HP 31.104800 77.173400 1.699184 7297034 2017\n", "14 IN JK 33.778200 76.576200 0.509006 14324000 2018\n", "15 IN JH 23.610200 85.279900 0.298536 36122977 2015\n", "16 IN KA 15.317300 75.713900 1.031376 67600000 2018\n", "17 IN KL 10.850500 76.271100 1.018546 37312000 2017\n", "18 IN LD 8.295441 73.048973 3.614458 83000 2016\n", "19 IN MP 22.973400 78.656900 0.390610 79634400 2018\n", "20 IN MH 19.751500 75.713900 0.433412 118700000 2015\n", "21 IN MN 24.663700 93.906300 0.492069 2900000 2014\n", "22 IN ML 25.467000 91.366200 1.284438 3470000 2017\n", "23 IN MZ 23.164500 92.937600 1.322517 1510000 2017\n", "24 IN NL 26.158400 94.562400 0.643836 2920000 2015\n", "25 IN OR 20.951700 85.098500 0.402674 45990000 2018\n", "26 IN PY 11.941600 79.808300 2.605109 1370000 2016\n", "27 IN PB 31.147100 75.341200 0.599285 29924000 2017\n", "28 IN RJ 27.023800 74.217900 0.621999 75649600 2018\n", "29 IN SK 27.533000 88.512200 2.427396 642664 2017\n", "30 IN TN 11.127100 78.656900 0.971725 79788 2017\n", "31 IN TG 18.112400 79.019300 0.536375 39120000 2017\n", "32 IN TR 23.940800 91.988200 1.206473 3671032 2018\n", "33 IN UP 26.846700 80.946200 0.344954 221073168 2017\n", "34 IN UT 30.066800 79.019300 0.832877 10220000 2015\n", "35 IN WB 22.986800 87.855000 0.834920 94100000 2015" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dropna(axis = 1,inplace = True)\n", "df.drop(['source','source_url','type','measure'],axis = 'columns',inplace = True)\n", "df1 = np.split(df,[36],axis = 0)\n", "india_states = df1[0]\n", "india = df1[1]\n", "india_states # india_states as dataframe" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countrystatelatlngbedspopulationyear
36ININ20.593778.96290.52770613530000002018
\n", "
" ], "text/plain": [ " country state lat lng beds population year\n", "36 IN IN 20.5937 78.9629 0.527706 1353000000 2018" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "india #india as dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* Above dataframes shows the cleaning of unnecessory data.The column with null values is discarded with the help of **pandas.dropna()** function.\n", "* The last two columns(source and source_url) are discarded with **pandas.drop()** function.\n", "* We have created two dataframes.One containing all states of india and other as india." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "st = india_states['state']\n", "pop = india_states['population']\n", "\n", "plt.figure(figsize=(7,9))\n", "\n", "plt.xlabel(\"States\")\n", "plt.ylabel(\"Population\")\n", "plt.title(\"Population Per State\")\n", "\n", "plt.bar(st,pop,width=0.9,align='center')\n", "plt.subplots_adjust(bottom=0.15)\n", "plt.xticks(st,rotation =-90)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The bar graph shows the population for each state during the year 2014-2018." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearbedspopulation
020140.4920692900000
120154.785881288657387
220169.77513258365520
3201711.138245427927410
4201812.784920482650435
\n", "
" ], "text/plain": [ " year beds population\n", "0 2014 0.492069 2900000\n", "1 2015 4.785881 288657387\n", "2 2016 9.775132 58365520\n", "3 2017 11.138245 427927410\n", "4 2018 12.784920 482650435" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "byyear = india_states.groupby('year')\n", "byear = byyear[['beds','population']].sum()\n", "by_year = byear.reset_index()\n", "by_year" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The dataframe is created in which data is grouped according to year.This is done using **df.groupby()** function.\n", "* The above dataframe displayes the total number of beds per 1000 inhabitants and corresponding population per year.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,3))\n", "\n", "plt.subplot(121)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Beds Capacity\")\n", "plt.title(\"No.of Beds/year\")\n", "plt.plot(by_year.year,by_year.beds,linewidth =3)\n", "\n", "plt.subplot(122)\n", "plt.title(\"Population/year\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Population (10^8)\")\n", "plt.plot(by_year.year,by_year.population,'b')\n", "\n", "plt.xticks(by_year[\"year\"].tolist())\n", "plt.subplots_adjust(wspace=0.3)\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "### Graph 1: No. of Beds per year:\n", "* The graph shows increase in number of beds per year from 2014 to 2018.We can observe that till 2016, the rate of change in the number of beds is constantly increasing.It is a linear graph.After 2016,the **slope of the line has decreased**.but still the number of beds per year are increasing.This shows, there is a need to increase the rate of production for beds.\n", "\n", "### Graph 2: Population per year:\n", " * The graph simply shows the total Population corresponding to source year." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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statebedsyear
0MP0.3906102018
1BR0.0948382018
2MH0.4334122015
3UP0.3449542017
4WB0.8349202015
\n", "
" ], "text/plain": [ " state beds year\n", "0 MP 0.390610 2018\n", "1 BR 0.094838 2018\n", "2 MH 0.433412 2015\n", "3 UP 0.344954 2017\n", "4 WB 0.834920 2015" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top = india_states.iloc[[19,4,20,33,35]]\n", "top_five = top[['state','beds','year']].reset_index(drop = True)\n", "top_five" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(x = 'state',y = 'beds',data=top_five,hue = 'year',palette=\"Reds_d\").set_title('Bed capacity in top five States of india')\n", "plt.xlabel(\"States\")\n", "plt.ylabel(\"Bed Capacity (per 1000HAB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* In cell[7], we have abstracted top five states from India with their bed capacities and source year.\n", "* The graph above clearly shows the bed capacities for different states during diffrent source years.We can see that by 2015, West Bengal almost has capacity of 0.8 per 1000 inhabitants.while by 2018, the Bihar has less capacity as compare to other top five populated states in the India. \n", "* This graph is using seaborn library." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
bedspopulation
beds1.000000-0.493583
population-0.4935831.000000
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" ], "text/plain": [ " beds population\n", "beds 1.000000 -0.493583\n", "population -0.493583 1.000000" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat = india_states[['beds','population']]\n", "stat.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The cell above shows the **correlation** between the bed capacities and population in India.we can conclude here that, they have **Negetive Correlation** in between them.thus, there is a need for more production of beds in each state." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
year
20141.00.4920690.8217420.4920690.4920690.4920690.4920690.492069
20157.00.6836970.2360240.2985360.5386240.8151900.8338990.927110
20165.01.9550261.4991770.3337590.3967252.6051092.8250813.614458
201711.01.0125680.6391810.3449540.5170640.9717251.3034782.427396
201812.01.0654100.9125850.0948380.3996580.8266881.4463683.305227
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "year \n", "2014 1.0 0.492069 0.821742 0.492069 0.492069 0.492069 0.492069 \n", "2015 7.0 0.683697 0.236024 0.298536 0.538624 0.815190 0.833899 \n", "2016 5.0 1.955026 1.499177 0.333759 0.396725 2.605109 2.825081 \n", "2017 11.0 1.012568 0.639181 0.344954 0.517064 0.971725 1.303478 \n", "2018 12.0 1.065410 0.912585 0.094838 0.399658 0.826688 1.446368 \n", "\n", " max \n", "year \n", "2014 0.492069 \n", "2015 0.927110 \n", "2016 3.614458 \n", "2017 2.427396 \n", "2018 3.305227 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "statistics = byyear.describe()\n", "bed_stat = statistics['beds'].fillna(statistics['beds']['std'].mean())\n", "bed_stat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above dataframe shows the statistical analysis of bed capacity in India, during period 2014-2018.\n", "* We can see the increase in number of beds in during this period. We can observe that ,till 2015 ,there is a negative standard deviation while, from 2016, there is inceasing standard deviation.also, The mean value of bed capacity is around 1.038 per 1000 inhabitants for this duration." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
year
20141.02.900000e+064.180366e+072900000.02900000.02900000.02900000.02900000.0
20157.04.123677e+074.681670e+07294410.06570000.026300000.065111488.5118700000.0
20165.01.167310e+071.515474e+0783000.0380520.01370000.028200000.028332000.0
201711.03.890249e+076.333505e+0779788.02490000.029924000.038216000.0221073168.0
201812.04.022087e+074.190817e+07412174.01639839.030157000.069951400.0122988691.0
\n", "
" ], "text/plain": [ " count mean std min 25% 50% \\\n", "year \n", "2014 1.0 2.900000e+06 4.180366e+07 2900000.0 2900000.0 2900000.0 \n", "2015 7.0 4.123677e+07 4.681670e+07 294410.0 6570000.0 26300000.0 \n", "2016 5.0 1.167310e+07 1.515474e+07 83000.0 380520.0 1370000.0 \n", "2017 11.0 3.890249e+07 6.333505e+07 79788.0 2490000.0 29924000.0 \n", "2018 12.0 4.022087e+07 4.190817e+07 412174.0 1639839.0 30157000.0 \n", "\n", " 75% max \n", "year \n", "2014 2900000.0 2900000.0 \n", "2015 65111488.5 118700000.0 \n", "2016 28200000.0 28332000.0 \n", "2017 38216000.0 221073168.0 \n", "2018 69951400.0 122988691.0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_stat = statistics['population'].fillna(statistics['population']['std'].mean())\n", "pop_stat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above dataframe shows the statistical analysis of Population of India, during period 2014-2018.\n", "* We can observe the minimum,maximum and mean population of indian states during survey." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = [i for i in range(2014,2019,1)]\n", "y = [i for i in range(0,13,2)]\n", "plt.xlabel('Year')\n", "plt.ylabel('Value')\n", "plt.title(\"Lineplot representation of bed's statistics\")\n", "plt.plot(x,bed_stat['count'],label = 'count',marker='o', linewidth=3,mfc = 'k')\n", "plt.plot(x,bed_stat['mean'],label = 'mean',marker='o', linewidth=3,)\n", "plt.plot(x,bed_stat['std'],label = 'std',marker='o', linewidth=3)\n", "plt.plot(x,bed_stat['min'],label = 'min',marker='o',linestyle = ':', linewidth=3)\n", "plt.plot(x,bed_stat['50%'],label = '50%',marker='o', linewidth=3)\n", "plt.plot(x,bed_stat['max'],label = 'max',marker='o',linestyle = '--', linewidth=3)\n", "plt.legend(loc = 'best')\n", "plt.xticks(x)\n", "plt.grid(alpha = 0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above linplot shows the statistical analysis for bed capacities in india during their corresponding source year.\n", "* The linplot clearly shows increase in the capacity of beds from 2014 to 2018. also, we can see there is increase in number of states having more bed capacities." ] }, { "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": [ "x = [i for i in range(2014,2019,1)]\n", "#y = [i for i in range(0,1,0)]\n", "\n", "plt.xlabel('Year')\n", "plt.ylabel('Value (In 10^8)')\n", "plt.title(\"Lineplot representation of Population statistics\")\n", "plt.plot(x,pop_stat['count'],label = 'count',marker='o',linewidth=3)\n", "plt.plot(x,pop_stat['mean'],label = 'mean',marker='o',linewidth=3)\n", "plt.plot(x,pop_stat['std'],label = 'std',marker='o',linewidth=3)\n", "plt.plot(x,pop_stat['min'],label = 'min',marker='o',linestyle = ':', linewidth=3)\n", "plt.plot(x,pop_stat['50%'],label = '50%',marker='o', linewidth=3)\n", "plt.plot(x,pop_stat['max'],label = 'max',marker='o',linestyle = '--', linewidth=3)\n", "plt.legend(loc = 'best')\n", "plt.xticks(x)\n", "plt.grid(alpha = 0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above linplot shows the statistical analysis for Population in indian states during their corresponding source year.\n", "* We can conclude that, with increase in population, there is need for increase the production rate for beds in each and every state of India." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
BEDS CAPACITY ANALYSIS FOR COUNTRY USA
" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrystatecountylatlngtypemeasurebedspopulationyearsourcesource_url
0USAKaleutians east63.588753-154.493062ICU1000HABNaN33382019khnhttps://khn.org/news/as-coronavirus-spreads-wi...
1USAKaleutians west63.588753-154.493062ICU1000HABNaN57842019khnhttps://khn.org/news/as-coronavirus-spreads-wi...
2USAKanchorage63.588753-154.493062ACUTE1000HAB2.1829162982252018arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
3USAKanchorage63.588753-154.493062ICU1000HAB0.2447822982252019khnhttps://khn.org/news/as-coronavirus-spreads-wi...
4USAKanchorage63.588753-154.493062OTHER1000HAB0.1911312982252019arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
.......................................
5708USWYuinta43.075968-107.290284ACUTE1000HAB2.023316207582018arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
5709USWYuinta43.075968-107.290284ICU1000HAB0.289045207582019khnhttps://khn.org/news/as-coronavirus-spreads-wi...
5710USWYuinta43.075968-107.290284PSYCHIATRIC1000HAB8.815878207582018arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
5711USWYwashakie43.075968-107.290284ICU1000HAB2.18102582532018arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
5712USWYweston43.075968-107.290284ICU1000HAB1.68610471172018arcgishttps://services1.arcgis.com/Hp6G80Pky0om7QvQ/...
\n", "

5713 rows × 12 columns

\n", "
" ], "text/plain": [ " country state county lat lng type \\\n", "0 US AK aleutians east 63.588753 -154.493062 ICU \n", "1 US AK aleutians west 63.588753 -154.493062 ICU \n", "2 US AK anchorage 63.588753 -154.493062 ACUTE \n", "3 US AK anchorage 63.588753 -154.493062 ICU \n", "4 US AK anchorage 63.588753 -154.493062 OTHER \n", "... ... ... ... ... ... ... \n", "5708 US WY uinta 43.075968 -107.290284 ACUTE \n", "5709 US WY uinta 43.075968 -107.290284 ICU \n", "5710 US WY uinta 43.075968 -107.290284 PSYCHIATRIC \n", "5711 US WY washakie 43.075968 -107.290284 ICU \n", "5712 US WY weston 43.075968 -107.290284 ICU \n", "\n", " measure beds population year source \\\n", "0 1000HAB NaN 3338 2019 khn \n", "1 1000HAB NaN 5784 2019 khn \n", "2 1000HAB 2.182916 298225 2018 arcgis \n", "3 1000HAB 0.244782 298225 2019 khn \n", "4 1000HAB 0.191131 298225 2019 arcgis \n", "... ... ... ... ... ... \n", "5708 1000HAB 2.023316 20758 2018 arcgis \n", "5709 1000HAB 0.289045 20758 2019 khn \n", "5710 1000HAB 8.815878 20758 2018 arcgis \n", "5711 1000HAB 2.181025 8253 2018 arcgis \n", "5712 1000HAB 1.686104 7117 2018 arcgis \n", "\n", " source_url \n", "0 https://khn.org/news/as-coronavirus-spreads-wi... \n", "1 https://khn.org/news/as-coronavirus-spreads-wi... \n", "2 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "3 https://khn.org/news/as-coronavirus-spreads-wi... \n", "4 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "... ... \n", "5708 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "5709 https://khn.org/news/as-coronavirus-spreads-wi... \n", "5710 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "5711 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "5712 https://services1.arcgis.com/Hp6G80Pky0om7QvQ/... \n", "\n", "[5713 rows x 12 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "udf = pd.read_csv(\"datasets_600600_1109547_hospital_beds_USA_v1.csv\",na_values={'beds':'0'})\n", "udf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The cell above shows the **pandas library** has sucessfully imported.\n", "* Dataframe is created and the **.csv file** has read.The dataset shown is about country **USA**.\n", "* The dataframe containing null values are replaced with **NAN**.Thus, missing data has successfully handled.\n", "* Dataframe has successfully displayed." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "udf.drop(['measure','source','source_url'],axis = 1,inplace = True)\n", "udf.rename(columns={'county':'city'} ,inplace = True)\n", "udf.dropna(inplace=True)\n", "udf.reset_index(drop = True,inplace = True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrystatecitylatlngtypebedspopulationyear
0USAKanchorage63.588753-154.493062ACUTE2.1829162982252018
1USAKanchorage63.588753-154.493062ICU0.2447822982252019
2USAKanchorage63.588753-154.493062OTHER0.1911312982252019
3USAKanchorage63.588753-154.493062PSYCHIATRIC0.9388882982252018
4USAKbethel63.588753-154.493062ICU2.060478179572018
..............................
4690USWYuinta43.075968-107.290284ACUTE2.023316207582018
4691USWYuinta43.075968-107.290284ICU0.289045207582019
4692USWYuinta43.075968-107.290284PSYCHIATRIC8.815878207582018
4693USWYwashakie43.075968-107.290284ICU2.18102582532018
4694USWYweston43.075968-107.290284ICU1.68610471172018
\n", "

4695 rows × 9 columns

\n", "
" ], "text/plain": [ " country state city lat lng type beds \\\n", "0 US AK anchorage 63.588753 -154.493062 ACUTE 2.182916 \n", "1 US AK anchorage 63.588753 -154.493062 ICU 0.244782 \n", "2 US AK anchorage 63.588753 -154.493062 OTHER 0.191131 \n", "3 US AK anchorage 63.588753 -154.493062 PSYCHIATRIC 0.938888 \n", "4 US AK bethel 63.588753 -154.493062 ICU 2.060478 \n", "... ... ... ... ... ... ... ... \n", "4690 US WY uinta 43.075968 -107.290284 ACUTE 2.023316 \n", "4691 US WY uinta 43.075968 -107.290284 ICU 0.289045 \n", "4692 US WY uinta 43.075968 -107.290284 PSYCHIATRIC 8.815878 \n", "4693 US WY washakie 43.075968 -107.290284 ICU 2.181025 \n", "4694 US WY weston 43.075968 -107.290284 ICU 1.686104 \n", "\n", " population year \n", "0 298225 2018 \n", "1 298225 2019 \n", "2 298225 2019 \n", "3 298225 2018 \n", "4 17957 2018 \n", "... ... ... \n", "4690 20758 2018 \n", "4691 20758 2019 \n", "4692 20758 2018 \n", "4693 8253 2018 \n", "4694 7117 2018 \n", "\n", "[4695 rows x 9 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "udf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above datafame shows the cleaned data.\n", "* The files containing source and source url's has sucessfully removed.\n", "* The NAN values are droped using **dropna()** function.also, the variable (county) name has updated.\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "***********************************************BED CAPACITY IN EVERY CITY OF USA (PER STATE)************************************************\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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BP1vQTNLc/PioNKckT6+qDyx6DmmlvEYgze93ktx3z0KS+yX5i0UOJM3DEEjz21xV39uzUFXfBZ60wHmkuRgCaX7rxj8umuSegB8f1ZrjxWJpfhcDH0nyLpa/R+P53P6Ne9Ka4cViaQWSbAZ+j+VPDv1rVV2+4JGkmRkCSWrOU0PSjJJ8sqoem+QWfvmrVQNUVd17QaNJc/GIQJKa81ND0hyS3C3Jlxc9h3QwGAJpDlV1G/CFJMcsehZppbxGIM3vgcDVST4L/HDPyqo6bXEjSbMzBNL8Xr/oAaSDwRBI83tSVb16fEWSNwOfWNA80ly8RiDN75QJ6zav+hTSCnlEIM0oyYuAFwPHJfni2KbDgCsWM5U0P+8jkGaU5D7A/YA3AlvHNt1SVd9ZzFTS/AyBNKckxwG7quqnSR4PnAi8Z/zR1NJa4DUCaX4fAG5NcjxwIbABeO9iR5JmZwik+d1WVbuBpwFvq6pXsHxvgbSmGAJpfj9PchbwbOBDo3V3X+A80lwMgTS/5wEnA2+oqq8n2cDyl9VIa4oXiyWpOe8jkGaU5NKqemaSL/HL30cAQFWduICxpLl5RCDNKMkDq+pbSY6dtL2qvrHaM0krYQgkqTlPDUkzmvAVlb/Er6rUWmMIpBlV1WEASc4D/ge4iOXvKz6b5ecNSWuKp4akOSX5TFU98kDrpDs77yOQ5ndrkrOTrBt9h/HZwK2LHkqalSGQ5vdHwDOB/x3994zROmlN8dSQJDXnEYEkNWcIJKk5QyBJzRkCaU5J7p/kwiQfHi1vTHLOoueSZmUIpPm9G7gceNBo+avAyxc2jTQnQyDN74iquhS4DWD0bWXeR6A1xxBI8/thksMZPXcoyaOAmxc7kjQ7nzUkze+VwDbguCRXAEvAGYsdSZqdN5RJK5DkEOAhLD907tqq+vmCR5JmZgikFUjyaGA9Y0fXVfWehQ0kzcFTQ9KcklwEHAd8ntsvEhdgCLSmeEQgzSnJV4CN5T8irXF+akia35eBByx6CGmlPDUkzSjJB1k+BXQYcE2SzwI/3bO9qk5b1GzSPAyBNLu/XvQA0sHkNQJpTkneXFWvPtA66c7OawTS/E6ZsG7zqk8hrZCnhqQZJXkR8GLgwUm+OLbpMOCKxUwlzc9TQ9KMktwHuB/wRmDr2KZbquo7i5lKmp8hkKTmvEYgSc0ZAklqzhBIK5DkhUmePXr93CQPOtDfke5svEYgHSRJPg68qqp2LHoWaRaGQJrB6Lf/V7H8iIkvAv8F/AC4nuXvMP5v4MfAa4AXVNVTR3/vFOBFVfW01Z9a2j9PDUlTSvKbLP8P/glV9VDgZXu2VdVlwA7g7Kp6GLAd+I0kS6Ndnge8a5VHlqZiCKTpPQG4rKq+DbC/ewZGj6a+CHhWkvsCJwMfXpUppRl5Z7E0vTD6ovopvQv4IPAT4P1VtXuQqaQV8ohAmt5HgGcmORwgya/ttf0Wlh8zAUBV3QjcCLyW5esH0p2SRwTSlKrq6iRvAD6R5FbgcyxfJN7j3cDbk/wYOLmqfgz8I7BUVdes9rzStPzUkDSgJH8PfK6qLlz0LNK+GAJpIEmuAn4InFJVPz3Q/tKiGAJJas6LxZLUnCGQpOYMgSQ1ZwgkqTlDIEnN/T9sq9jHxywrCwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n"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\n", 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p55LOlHRa93ZqD6WfJelFtpfb/oikm5PcqldfyxCvsyR/lPTymjXmYnvK9v+wfaztD47ehmrPuImbRWP77ZJ2lnSSpN+Nnk/y2R5qX5xkd9vPlPQMSa+UdFaS3XqovVLSPpLOTrJH99ylSR5aue45kv5W0v8dq/udJA+pWber8wNJT0tyee1as9R+VJJf9lTvbmMPt5X0OUkXSPqfkpTkVz21Y6jX2Rsk3Sjpk1r/57r69237q5LOk7RS0tqx2p+pXXs+VefBL1J3k/RLlRfhSCRVD3hJW3R/7i/p40l+1ePFxJok1w1w8bJVkm9Mq7ump9o/HyLcOz+VdF2P9VaqvI7H/6EP6N4iacee2jHU6+yw7s+XjT3X1/e9VZLX9lBng01cwCc5dMDyp9i+QqWn8VLbU5Ju6qn2d2z/N0lLbO8s6UhJX+2h7rW2d1L5YZPt50j6WQ91JWmF7U+q9GZ/P3qyj6s1SVdKOtv2adNqv6NGsSQPqPF1b4NBXmcDf/+n2t6/W9i5qEzMEI3t1yT5R9vvVhc245Ic2VM77irpt0nW2t5K0nZJrumh7laSXi/pSd1Tp0v6+yRVf8HY3lFldd9jJP1a0o8kHZRkVc26Xe3jZ3g6SQ6b4fmNXfuNMz2f5M2V654n6VyVIYMLklxfs94M9cdfZ1Z5nb21h9fZVpJeJWmHJId3v1x2SVL9voft6yVtrfKL/A8q33eSbFe79nwmKeCfluQU24fM9P4kH+6hDUtULpmXauzqqVavbpY2bJ3kd/N/5MavK2mzvgNnaLa3Vflhv6GnejtKeqykP5O0p0ronJfklX3UH0p3pbZS0sFJHmL7TpK+lmT3gZs2qIkZoklySvdn9SCfwykqQzLflvTHPgvbfoykD0jaRtIOtneT9JdJXlq57lGSjpd0vaT3236YpKOTnFGzbld7e0nvlrSXylXb+ZKOSnJVD7UfIumjKvd8ZPtalfCpuuFekitt3yjp5u5tb0kPrllznO0HSnq1bt2J2We2z9lIdkryfNvLu3o39jlbrrsy31nSlqPnkpzbV/3ZTEzAj3Tj3q9VOSd2/D+j9gtQkravPZtgDu+U9GR1WzYnucT2n/dQ97Ak77L9ZEn3lHSoSuBXD/iuzomSnts9Pqh77ok91D5W0quSnCVJth8v6f0qQ1XV2P6hyoETJ0o6TtIR3TTCvpwk6X0qnYm183zsxnRz12sf3evZSWP3Pmqy/RJJR6mceXGxypXT17T+RI5BTNQ8+M4Jki6X9ABJb5a0SmXv+j580faT5v+wOpL8dNpTffwAjnpR+0s6PsklY8/VNpXk+CRrurcPqb9FP1uPwl2SkpytMk5b2z9L+omk5So3OA/pwq4va5K8N8k3kqwcvfVQ940qc+/vZ/sESV+W9Joe6kol3B8h6cdJ9pa0h6TVPdWe08T14CXdPclxto9Kco6kc7q52n24UNLJtjdT/zdjftoN08TlAJYjVX7R1bbS9hkqv1Bf141J99WjHC0k+3j3eLnKFNk+XNnNzf5o9/gglRvMVSV5l6R32d5G5WrpTSo9yyW1a3dOsf1SSSdr/dlDVeejJznT9rdUes9WGYrr6+i8m5LcZFu275jkij5X8s5lYm6yjti+MMmetk9X6e1cLenTSar3cmxfqbLA6dvp+R/e9j0kvUvSvio/AGeo/BBUDbzul9nukq5M8hvbd5d03ySX1qzb1d5B0r9IenT31AUq3/OPe6h9V5UrxMd2T50r6U1JflO57tu7mtuoDBOcp3KT9cqadcfqz/RLLEmqz0e3/VDdeuy/jwWMJ6v8Mn2FyrDMryVtkWT/2rXnM4kB/1SVF/39VG7AbSfpzUn6WLZ/uqT9eh4THdW+2/RelO0HJKneq7T9dEmj8f5zRje8W2b7uUlOmu+5GnUlnZvk5zXrLDbd1gAPlfRdrbtC7GVK7LR2PE7SnSV9KcnNfdaesT2TFvBDsv0hlZV1X1QPi1+m1b5A5ZfLb7vHD5Z0Uu0tA1x2MnyEyr0PqQyTrEjyupp1u9o7qly17Kly8+1rkl7ZR2/W9reSPGy+5yrVHmxGh+0tJP211v1CP1tlm4o/VK57WZJda9aYp/4SSffS+lcPPxmqPSMTMwY/2wKnkZ4WOv2oe7tD99ant6mMjx4gaRdJH5F04NyfslHsL2n30VWL7Q9LukhS9YBXmUnyHknP7B6/QGU8/lG1CtreT+V7vq/tfx5713bqYYuGRTCj470qW3L8a/f4hd1zL6lc92u2d01yWeU6t+KysdwbVTaXu+XqQeWKYlATE/CSVnR/7qUyRfKT3ePnqiyQqK72KsZ5ap/W9a7OUNmM6hlJvt9T+btIGg0P3bmnmlK5Qv3o2OOPuRwEX9PVKq+1p2v919X1KpvL1Taa0XFhkr1tP0jlXkBfHpH1N8/7iu1Leqj7YZWQv0bl6ng0gaGPkD1KZdVsXzfwF2xiAn60wMn2iyTtPbpktP0+9TMnezQH/zWS/kQ9zcGf4cplO5V9Uo6w3ceVy/+SdJHts1R+6P5clXvvXrez4lm2j5b0CZV/g+erbNtbTTcN9BLbJ9YelpjF0DM61treKckPpVuGyfqYjvtBlauF3hcRqv+N5RZsYgJ+zH1UerCjHuU23XN9OEHlyuGpkv5K0iGqP192xbTHvVytjCT5uO2zVXqVlvTaHvbemb6z4l+ON0nSWyvXl6RH2n6TpPur/JyNepS1Z5NcZfsuKhusnWn71ypXFX35W5VfrFeqfM/3V5lhUttP+pgoMYteN5bbEBN3k9X2aG7waBHK41Smr/WxF83KJA/32P7Yts9J8rjatYc0obNorlAZkpm+R3hvl/FDzeiwfUeV+zyWdEWS6itKXU6uuovKdiC97hzqgTaWW4iJC3hJsn0flcu5yyVtJenqPmYZDDwHf2eV4ZLpWzRU7VEOPIvm4JmeT/KRHmp/PUm1m7nz1B5sRseAs2gG2zl0MZu4gJ9tlkEfe9EMPAf/fJU7/e+U9DSVy2YnmbH3sRHrXqr1Z9EskXRRHze/uvsPI1tKeoKkbyV5Tg+1j1FZPfpZrd+j/FblujPO6OjpZqNsf0BlFs3oiviFktYmqT2LZjBD3FtbqEkM+G9r3SyD3UezDJI8f+CmVTU2PPTtJH/aPXdekj+rXPdSSY8fLbLqboCe3VfgTGvLnSV9NMnTe6h11gxPp/YPvXs+KnCG+pdMm0Uz43MV6j5QZTrmvVK2C36opKcn+fuadbvaZ6jcW3u1xu6tZRGc8jSJN1l7n2WwSObg39RtG/D9bqrgf6js7lhb77No5vCfKguAqkvZdGoIQ8/oGGoWzfvVnf0rSUkutX2ipOoBr2H3t5rTJAb8ELMMBp+Dr7JPxlYqm4y9VWXhy4yHn2xMA82ikSTZPkXrfrFupvJv/6meat9LZXHZfZLsZ3tXSY9Oclyleq/q/jr0jI7xWTRS2Rumj1k0Q579O7q/8LNuIeHVKkPAg5u4IZpxfc8y6HqxTxqbg7+FpDMG7O31wvZ9tW66oKR+ls53/78ja1S2c61+2EdX+4sqe8+/PslutjdXuffwp5XqzXkvpa8ZHba3lPQ3Kvc7JOlMSe9M/SP7vijp5SrbbzzM5ezfFyfZr2bdrvZg99bmM9EB3zfb31PpxY3Go++qci+g+kIU28tUzsqcHrRVx8Jt/2+VBUbTN4GqPg4+JNvfTPII2xcl2aN77uI0foSc7U9J+q3WnzV11yTPnf2zNkrdmc7+PTA97By6mE3iEM2QjtG68Wipm4PfU+0TVC6f+17p9wyVZdy9nK4jSS6HIM91z6OP/fd/57I18uiEoT21SFc7bmS7TLuhelbtrQq6e0vLkuzrAc7+7WbR/HfdeqviwadoEvA9SnJ8Nwd+NAf/S+pvleHqgS4Zr1SZNtdbwCfZVpJsv0XSNSqHblhlc7Vte2rGq1SOR9zRZSfPKUnVp2cuAhfZ3jPJhZJk+1Eq+/BXk+SP3cSBT2WAA+Ul/ZvKEM2/q99jCufFEE2PBp6D/wSVy+Uvq8eVfrY/I2m3GepWnzk002KjvhYgdWPRL1c5B/d6lR0d393DWPQg+/5304+j8st8F5VjA6MyJHhZ6m9L/QZJN6pMYLgl5Kf/W1SqvWiH3ujB92vInf4OlfQglR/A8S1Nay/l/nz3NoS1tg/Uus3Glqu/HtZHVMai39Y9Xq5yJVF1LFplS+jxff9HM4eqBqzK/kpDOkzl//il056vfpKUpFNt75/kCz3U2iD04Hs0duPtYpXFKL/v67f/+AKnSWF7qcqBH3up/PBfIOkVSVb1UHuoBT8HqKyqXG/f/yQX16w7NNt3Ugn3x6r8X58n6X1JbqxYc3SvxyoHqv9e/Z+1PCd68P0acqe/Cz3AgQhD7YHT1Vgl6S9q15lF72PR0uD7/g/pwypXTKNDVpZ3zz2vVsHRvZ7FjB78QAaYg3+5pJ1Upo/1diDCUHvgdLWP1wyzaWrObhhqLHqG1dL7qNzgXiX1tlp6MENdMXV1ninpK0mu6x7fRWV7js/Vrj0fevAD6ZY09+kpPdcbuVOSL9t2Nyf5TbbPUwn92k4d+/uWKkf31b5iGmosetB9/xeBQa6YOm9McvLoQZLfdAvPCHj0Y7Tgw/Y9NTZU0oOh9sBRks+MP7b9cZWpbDVrDrKwJutOLNtaZb+ltd3jJZLuOESb+jDtiulg2+tdMfXUjM1meG5RZOuiaATqczl04+0qp1f9QuUH4HKVLU5rGmQPnFnsLGmHgWr35cuS9pV0Q/f4Tirj8Y8ZrEV1DT17R5JW2H6HygHvkXSEFskVFAE/Od6qMu/+35PsYXtvlRtRVSX5pnTLasMje15hOL6iNSp7pL+mr/oD2TLJKNyV5AbbWw3ZoJoWyVYER0h6g8ocfKv8Qn3ZoC3qEPCT4w9Jfml7M9ubJTmr2yemqm4PnOPVrSC1fZ2kw5JU7+Ek2dZl//mdtW5YqvVZBb+z/bB0B4vYfrjKAiBU0q2ePXrodsyEgJ8cv7G9jaRzJZ1g+xfqZzvVD0p6aZLzJMn2Y1UCv48TnWZcOawyTNSqV0g6yfboZvK9VTZ7QyXd3lIzzdYa/HXGNMkJMbr5pnV7stxZ0gmpfPKP7QuS7DXfc5VqT+rpXaMpmqNDr6uehzrpuqukkS0lPVvSmiSDDwcS8KjK9jtVbrJ+XKWX83yV7Vw/I9U9o3TIlcNDsv0Q3XphWfWDxrGO7XOSPG7+j6yLIZrGzbF1bl/LqUdhOn3e+2NU2lXzMnbIlcOD6OZfP14l4L8gaT9J56tsWYAKuvs8I5tJWibpvwzUnPXQg8dE6Hvl8FC6YandVE6P2s3l6MAPJHnawE1rlu0faV0nao3K6uG3JDl/sEZ16ME3blrv4lZqb6faHXrxRq3bBOp8lRd/1bH/6QZYOTyUG7v90dfY3k5lzUMfOypOsl11643Opq8sHgQB376VWrfj3cjocVT/h/8TKjN3nt09PlBlvvC+letOqhXdsNT7Vf7vb5D0jWGb1LyZNjrrY2voeTFEM0FmmBNevWdre2WSh097bkWSZTXr4pbtkrdLcunATWnakBudzYce/ISYZU74VyU9oXLps2y/QOXQCakcW3da5ZoTx/bD5npfzdlKGHSjsznRg58QQ80J72bxbK11Jykt0boj1RbFoQgt8LqD3GeSxbDopjVDH1O4EPTgJ8dNSW6yLdt3THKF7V1qF51lu4BJuunZiyR7D92GCbQYNjqbEwE/OQaZEz7g0NBE6g77nunouqqHfU+iRbLR2ZwYoplAfc4Jn9TtAoZi+1OSrpf0se6p5ZLummTwGR3oHz34CdTz8MggQ0MTbJdpszfOsn3JYK3BoAh41DZx2wUMbNHO6ED/GKJBbyZlu4AhbAozOtA/Ah5ogO37z/X+TeGGIDY+Ah4AGjXTaeAAgAYQ8ADQKAIemIHtv7J9cPf3F9m+z9BtAjYUY/DAPGyfLenVSRbFHt/AQhHwgKSut/5qlamFl0r6ocpe6qskfUjSf0i6UdLrJb0kyTO7z3uipL9O8qz+Ww3MjSEaTDzbf6IS3Pt0q0CPGr0vyadVTuc5sDus+wuSHmx7qvuQQyUd33OTgQUh4IFy8Penk1wrzX2MYbEHqJIAAADASURBVMol70clHdSt0H20pC/20kpgA7FVAbDu+MKFOl7SKZJuknRSkjVVWgXcTvTgAenLkp7XHRA+00Hl10vadvQgydUq++n8ncr4PLAo0YPHxEvyXdv/IOkc22slXaRyc3XkQ5LeZ/tGSY9OcqOkEyRNJbms7/YCC8UsGuA2sP0vki5KctzQbQFmQ8ADG8j2SpVzZZ+Y5PdDtweYDQEPAI3iJisANIqAB4BGEfAA0CgCHgAaRcADQKMIeABo1P8HG4VMSCpiPHsAAAAASUVORK5CYII=\n", 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\n", 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B/Seo87Ykvwq8GbhhPLSmGZ/8YJIfqapLJqi1mfF6CIcDz2L4pPRi4HTgJxhO/rtvw/Lrk7wReAub/5u37lUez9CbPa+q/jXJ/sCnWhYch6OWfBj4w/FrJTlygucMq+t9vZmFG4OHGz7CXV1V1yfZE9i7qv59grp3Bo5j6NEB/DPwoinCLsklDC8+GLaOWAMcX1WvaFz3iq3cXTV8tG0qyWXAvYErGIJuaSz64AlqfwY4Gzilqj64xfdeVlXPa1j71K3cXbVsjLoXN/Fcl0zynLd4XxfD+/r4iTox27RwAb+sZ7WWzSfe/nKuNk0hyb2WHW4EvlJVG+dqzxS2eM43qKrPTlD79lX1n63rrCbjhPorge+rqvsnOZhhLuBPZm5aM2OenFBVU80r3SyLGPDvZBiSuQT43tL9VfWiCWrfF/gdbvzLpfmKkmVtuCtw22W1P9e43pFbufubwCVV9dWWtZe1YdLnPNa8LfAc4Ie3qD1Fj/IewMuBwxh6lB8AjqmqLzSuey7DBPqrq+qQ8b6PVdX9W9Yd68zynMfaZ035Hr45FnEM/h5TfES/CW9imAQ6mWEly2SSHMEwDnw34KsMyxYvZwiglp4DHMowXAHwU8D5wH2THF9Vr29VeMbnDPB64OPAzzKMTT9trD2FU4G/Bp40Hh813vfoxnX3rKoPJ1l+31SfEud6zgAXJTmT4f19wyqticb/t2kRl0m+K8nPzFR7Y1W9sqo+XFUXLN0mqv3HwEOAT9awPveRwHkT1P0e8ENV9YSqegLDBdi/AzwY+L3Gted6zjCslPlD4FtV9VqGYcEfmaj2mqo6tao2jrfTGOZcWrsqyQGMcz1Jngh8eYK6MN9zBrgzw6TqI4DHjrfHTFR7mxaxB38+8OYkuwDfZaKTQEZzrij5blX9R5JdkuxSVWcnOXGCumur6ivLjr8K3Leqvpbku41rz/WcYXhtAXwjyf2Bf2ea8w5gCNqjgL8Zj5/KNKs6fo1hu9z7Jfkiw+T2URPUhfmeM1X1rCnq3BKLGPAvZhgyuKSmn4B45vh1+YRMMc1yxW+MZ/e9Hzg9yVeZ5uPz+5O8neHjKwxnlv5zkr2AbzSuvfSc/5lpnzPASeNqrT9kuJLZ7YGtnk3cwLOBVwD/m+H19UGG5ZpNVdVngEeN/7e7VNU1rWsus/w5w/BJbZJVQ3OO/2/PIk6yvgf4+ar63nYf3JHxTfdthmG5pwF3BE6vqqa9nAwDsk9gePGH4cX/91P8ch2f87Vj3cme89ySHFZV523vvh1Yb5tbESzACrV/ZBj/X5pPOgp4WlVNMf6/TYsY8Kcx9JjfxebDJM1fhEl2B36FTevgz2FYcdB6qGKp/r2A+1TVP43r/3eduJfVvdUQdkkurKof2959O7Decdv6/kQr1OZcRXNxVf3o9u6bwyIO0Vwx3m4z3qb0SmB34P+Mx08f73tu68JJfgk4mmFC6ADg7gwreppsxpTkA1X1sCTXsOkEK5hgzmPO2sAdxq9Lm1At17Q3leRQ4KHAmi1+0ezNcHJbE1ME+ArMuYpmtvH/7Vm4Hvycknykqh6wvfsa1b4YeBDwoWVrlC+pqqlWdiyUJK9l6EF+Yzy+E/DiluvgkzycYRnqLzP88l5yDfC2qmq9bcBC9qKT3JNh/P9QNs15HDPFCXXbs3A9+HHvmd/lxiegTHGiwvVJDqiqfxvbsj/TrYf/TlVdt7RGOcluNO5RLjfTyUavr6qnb+++Rg5eCneAqvp6kkNaFqyqc4Fzk5w2U7gsVC86yYlV9XvAg6vqiJa1bqlFXAd/OsMJKPsBLwKuZNh9bgovAM5Ock6GvbPPAn57otrnJvnvwO2SPJphVcvbWhdNckSSTzEMi53L8O/9rtZ1R5ud0DT+UvvxiWrvMvbal2rfmek6VHskOSnJe5OctXSboO6ca9GfDTyZYTnql4En0n7l0C+M82q/37jOLbZwPXjgLlV1SpJjlvV4zp2o9nnAq9k07v1q4F8mqn0sw1mllwD/jWFHw5MnqLt0stE/VdUhSX6aoXfVTJLfB5Z+mV29dDdwHcM67Sm8mGE3yzMYPik9GfjTiWrPdcb0nGPRfww8s6q+Djf8Qv0L2i6VfDdwFbDX+DoLm+Zepjq3ZpsWbgw+yflV9ZBxueTLgC8BZ1TVARPU/jvgaoZPETC8Ae5UVU+66b+1Q+ruCry2qqY66WR57fVVtS7JR4BDqup7ST5cVQ+aoPafVdVsvaskBzGc3RjgfTXRlZ2SXFDDxTYmdRNj0c+baDjuoqW5pW3d16j2W6vqca3r3BKL2IP/kyR3ZBgaeTnDCoPnT1T7wC0mVM8eg6+pGrZFXpPkNlV1Xet6W5jrBCuAtyfZq6q+NfYsfwx46VTj02OgT3q5vtFcZ0zP0YteskuSO21Re6p8OzPJvavq0xPVW7GF68HPaVyD/6qqOn88fjDDG+JXJ6j9aoaAO5PNN0Rqui57zpONknyU4Zq7BzOchHIKcGRVPbx17Tllpj34Z+5FP4NhLHyzIbFquJndstrHAw9j2IpiPUNn5v1VdXHr2tuzMD34JC9nG6tGqu0FGJYutrE78IwknxuP78V0Pbwvjbdd2LRWu7mx9/z9DEs0v8ZwmcCpxmU3VlUleRxDz/2UJM/c7t/aydV8F3uerRddVa9Lsp5NQ2JHTjUkVlV/BJDkdsAvMSymeAkNzz1YqYUJeIbfrDCs0T0IeON4/CSg9Y6Os+8sN9fJKEmey7AHy1kMb7yXZ9gm+DUTlL9mnHA9CvjJcS5i9wnqziLJI6rqrGx9D/4ptq+dc2J5tiGxDJfrO4xhv6GLGK758P6p27E1CzdEk+Rs4GeWtgcYlzm9t6p+et6WtTU+7xv9Z7de/5/kE8BDl3rtSe4CfLCqDmxZd6z1/cB/Bf61qt4/TgL+VFW9rnXtOSR5UVUdlxkv2TfXxPKcklzIMK/0DoalwOdX1VTXed6mRQz4TwCHLk04jWuVz58icOaUZPmqitsybAC2sap+t3Hd9zFs7nbdeHwb4J1V9aiWdaUpJbkDwzj8wxg+uXylqh42b6sWa4hmyQkMV2BZusLQw4EXztecadSNLyxy3kTr/78IfCjJWxk+QTwO+PDSXiktJnkz7140s8kq2OhsEWXY7/8nGLJkHfB5VskQzcIFfFWdOq6BfzrDJdTezTD52LVxwmvJLgwvxO+foPS/jbclbx2/NpvoXeo5VdVkk8mrxLae72J9VJ/WiQzXHHgZw3DgJLvDrsQiDtE8FzgGuAdwMcNZlv8y0V40sxmXzi39Z29k2DLg+Kr6wGyNaijDFbs+WhNc8Hm1yQwbnWl1WsS9aI4BHgh8dpxYPQTYMG+TJnEQ8FfAR4CPMewHs36bf2MHSLIuyZuTXJjko0u31nVruKDLR8aJ1UVzo43OGF7naiDJfZKckeSyJJ9Zus3dLljAIRrg2qq6NglJ9qiqjyfpeoJ19FqGbRJeNh4/leHkn6bbJDBsy/AChj1wpr6K1g8Alyb5MJuf3LUqd/7bgeY8q3MRnQocx3C5wJ9m2ORsy2sBzGIR/9O/kGQf4C3APyb5OgswBs9M2yQAG6rqzAnqbM1quBDFHGZdj76AbldV70uScRuMFyZ5P0Poz2rhAr6qHj/+8YXjSpo7Mky09u6iJA/ZYpuEJtfo3MJxSU4G3sfm+6K0PulmaX/0hTPnWZ0L6tpxzudTSX6dYeXYXWduE7CAk6yLZottEg4ENtsmofUkZJI3APcDLmXTEM1UJ90cybDC4a4MQdf1MknNI8kDGVbk7cOw4drewP9a6kzNyYDvXIYLbd+k1jsrZsbLAib5NPDYqrp8jvrq37j9xQlV9YK527I1CzdEs2im2hp3G85PctBMQwRfMdzV0rgV94+P4++rrrdsD15NJbkcOIDhkn3fYdMwycENay5ttvVwhpO53sLE4/9aHEleDNyH4Upay1drzf46M+DV1E0NEbX8ZLFss62ly6dtUdoTfrTjzLm52/Y4RKOmloI8yV0ZNjmbouazxppbPaNzijZooezCKn2dLeKZrJpQkiOSfIphiOZchi0S3jVRec/o1BRW7evMgFdrf8yw388nxysNPZJp1t/DeEbn0oFndKqRVfs6WxWNUNe+W1X/kWSXJLtU1dlJTpyotmd0agqr9nXmJKuaSvJPwH8B/gzYF/gq8MCqeuhE9RfuCkOa3mp9nRnwairJXsC1DC/8pzFsDXH6hBfelhaWAS9JnXKSVU0lOTLJp5J8M8nVSa5JcvXc7ZIWgT14NeV+MNJ87MGrNfeDkWZiD15NuB+MND8DXk24H4w0P090UhPuByPNzzF4tbZq9+mQemfAq7VVu0+H1DvfaGpt1e7TIfXOSVY1t1r36ZB6Z8BLUqccg5ekThnwktQpA17aiiS/nOQZ459/Mcnd5m6TdHM5Bi9tR5JzgN+pqvVzt0W6OQx4CRh767/DsJTzo8C/Af/JcJHw04AvAt8G/gfw3Kp6/Pj3Hg38SlUdeeOfKs3LIRotvCQ/zBDcj6iqBwDHLH2vqs4A1gNPq6ofBd4J/FCSNeNDngWcirQKGfDSsEb/jKq6CqCqvnZTD6zhI+/rgaOS7AMcCrxrklZKN5NnskrDCVg3Z6zyVOBtDNeafVNVbWzSKulWsgcvwfuAJye5C9ywX85y1wB3WDqoqi8BXwL+gGF8XlqV7MFr4VXVpUn+FDg3yfXARQyTq0tOA16V5NvAoVX1beB0YI3bLmg1cxWNdAskeQVwUVWdMndbpJtiwEs3U5ILgG8Bj66q72zv8dJcDHhJ6pSTrJLUKQNekjplwEtSpwx4SeqUAS9JnTLgJalT/x/D2HGQLf4W8gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print('BED CAPACITY IN EVERY CITY OF USA (PER STATE)'.center(140,\"*\"))\n", "bystate = udf.loc[:,('state','city','beds','year','population')].groupby('state')\n", "state_list = list(udf['state'].unique())\n", "\n", "for a,b, in bystate:\n", " state_list = list(udf['state'].unique())\n", " fig = plt.figure(figsize=(6,6))\n", " bycity = bystate.get_group(str(a)).groupby('city')\n", " bed_city = bycity.sum().head(10).reset_index()\n", " \n", " plt.xlabel(\"city\")\n", " plt.ylabel(\"beds\")\n", " plt.title(str(a))\n", " plt.bar(bed_city.city,bed_city.beds,width=0.9,align='center')\n", " plt.xticks(bed_city.city,rotation =90)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(x ='population',y ='beds',data=udf,hue='year',palette=\"Set1\",legend_out=False)\n", "plt.title('Beds capacity (2012-2020) ')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above plot gives a visualization about the total beds in USA per its population during year 2012-2020.\n", "* We can see during 2018, with population around 2lac, their is a better situation for bed capacity.during 2019 the bed capacity has decreased.Thus, their is a need improvement." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = bystate.mean().reset_index()\n", "plt.figure(figsize=(15,5))\n", "ax = sns.scatterplot(x=\"state\", y='beds', hue=\"year\",data=sp)\n", "ax.set_title('Bed capacities per state for diffrent durations')\n", "plt.xticks(sp['state'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The scatterplot shows the beds capacity in each state during it's source year.\n", "* We can see the minimum capacity is in **The district of columbia** while, high capacity of beds is in **Kansas** state" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bytype = udf.loc[:,('type','beds')].groupby('type')\n", "bp = bytype.mean().reset_index()\n", "plt.figure(figsize = (10, 6))\n", "ax = sns.barplot(x='type',y='beds',data=bp,ci='sd')\n", "#plt.setp(ax.artists, alpha=.5, linewidth=2, edgecolor=\"k\")\n", "ax.set_title(\"Barplot for bed capacity in USA\")\n", "plt.yticks(fontsize = 12)\n", "plt.xticks(rotation=45,fontsize = 12)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The barplot shows the bed capacity for each type of beds.We observe that the **ACUTE** type has more responses as compare to other types of beds required.The **OTHER** type includes ‘SPECIAL’, ‘CHRONIC DISEASE’, ‘CHILDREN’, ‘LONG TERM CARE’, ‘REHABILITATION’, ‘WOMEN’, ‘MILITARY’ which has around 0.68 per 1000 inhabitants." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,6))\n", "sns.lineplot(x= 'year',y = 'beds',hue='type',data=udf,palette=\"Set1\", lw=2,style='type',estimator=None)\n", "plt.title(\"Lineplot for types of beds in USA\")\n", "plt.legend(loc='upper left')\n", "plt.grid(alpha=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* We can observe that, during year 2018-19, the beds capacity is highest.while, by the time of 2020, it has suddenly decreased due due to COVID-19.thus, their is a need to increase the production rate by the manufacturing companies." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.heatmap(udf[['beds','population']].corr(),annot=True)\n", "plt.title(\"CORRELATION\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Their is a **NEGETIVE** correlation between bed capacity and population in USA." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
beds4695.02.0048973.3153370.016220.2830271.1355382.6940959.046635e+01
population4695.0204881.866454503932.9327951084.0000024307.50000058480.000000176423.0000001.010572e+07
\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "beds 4695.0 2.004897 3.315337 0.01622 0.283027 \n", "population 4695.0 204881.866454 503932.932795 1084.00000 24307.500000 \n", "\n", " 50% 75% max \n", "beds 1.135538 2.694095 9.046635e+01 \n", "population 58480.000000 176423.000000 1.010572e+07 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stt = udf[['beds','population']].describe().T\n", "stt\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", "* The above dataframe shows the general statistics for beds capacity in USA during 2012-2020.\n", "* Here we come to the conclusion that, minimum bed capacity in USA is 0.01 per 1000 inhabitants while maximum of 9.046 per 1000 inhabitants.We can see the average bed capacity is of 2 per 1000 people.also, we can see the mean population of country during the surveys." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
COMPARATIVE BED ANALYSIS BETWEEN INDIA AND USA
\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stt_india = india_states[['beds','population']].describe()\n", "stt_india_bed = stt_india.iloc[:,:1].reset_index()\n", "ind = pd.Series(['india']*8,name=\"country\")\n", "bed_conty = pd.concat([stt_india_bed,ind],axis=1)\n", "\n", "bystate = udf.loc[:,('state','beds','population')].groupby('state') \n", "stt_usa = bystate.sum().describe()\n", "stt_usa_bed =stt_usa.iloc[:,:1].reset_index()\n", "ind = pd.Series(['USA']*8,name=\"country\")\n", "bed_conty_1 = pd.concat([stt_usa_bed,ind],axis=1)\n", "\n", "final_comp = pd.concat([bed_conty,bed_conty_1])\n", "plt.title(\"Beds capacity between india and USA \")\n", "sns.lineplot(x='index',y='beds',hue='country',data=final_comp)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion:\n", " * Above lineplot shows comparitive analysis of beds capacity between countries India and USA during year 2012-2020.\n", " Although, their is a count difference in states of two countries, We come to the conclusion that in 2018-19, USA has more bed capacity than india.The maxima and minima for both the countries are differing a lot.\n", " Thus, their is a need to fill this gap for the betterment of future.\n", " * In this notebook,the analysis for bed capacity for country India as well as USA has done successfully.also, the comparitive study between two countries has done successfully.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
- THANK YOU -
" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }