Python Pandas outlines for data analysis for World Development Indicators. The data is [here][Pandas analysis].
World Development Indicators |
Source code
The following outlines the Python code used:
import numpy as np import pandas as pd import sys import matplotlib.pyplot as plt xval = 'Violent Crime'; yval = 'Murder'; file='1111' ver=pd.read_csv("city.csv") plt.xlabel(xval) plt.ylabel(yval) plt.scatter(ver[xval],ver[yval]) plt.show() f2= file+".svg" plt.savefig(f2,format='SVG') f2= file+".png" plt.savefig(f2,format='PNG')
Data
The data used is [here]
,Population,Surface area,Population density,GDP,GDP per capita,Purchasing power,Purchasing power per capita,GDP growth ,GDP % growth per capita Afghanistan,32.5,652.9,50.0,20.4,630.0,64.8,1990.0,1.5,-1.3 Albania,2.9,28.8,105.0,12.4,4290.0,32.2,11140.0,2.6,2.7 Algeria,39.7,2381.7,17.0,193.0,4870.0,566.6,14280.0,3.9,2.0 American Samoa,0.1,0.2,278.0,0,0,0,0,0, Andorra,0.1,0.5,150.0,3.3,43270.0,0.0,0.0,-0.1,4.4 Angola,25.0,1246.7,20.0,104.5,4180.0,161.5,6450.0,3.0,-0.3 Antigua and Barbuda,0.1,0.4,209.0,1.2,13390.0,2.0,22220.0,3.7,2.6 Argentina,43.4,2780.4,16.0,586.2,13640.0,0.0,0.0,0.5,-0.6 Armenia,3.0,29.7,106.0,11.7,3880.0,26.3,8720.0,3.0,2.6 Aruba,0.1,0.2,577.0,0.0,0.0,0.0,0.0,0.0,0.0 Australia,23.8,7741.2,3.0,1428.6,60070.0,1060.0,44570.0,2.3,0.9 Austria,8.6,83.9,104.0,405.7,47120.0,409.1,47510.0,0.9,0.0 Azerbaijan,9.7,86.6,117.0,63.3,6560.0,165.4,17140.0,1.1,-0.1 "Bahamas, The",0.4,13.9,39.0,8.3,21310.0,8.9,22930.0,1.2,-0.1 Bahrain,1.4,0.8,1789.0,28.0,20350.0,53.9,39140.0,2.9,1.8 Bangladesh,161.0,148.5,1237.0,191.3,1190.0,571.4,3550.0,6.6,5.3 Barbados,0.3,0.4,661.0,4.2,14800.0,4.5,15930.0,1.0,0.7 Belarus,9.5,207.6,47.0,61.4,6460.0,160.2,16840.0,-3.9,-4.2 Belgium,11.3,30.5,373.0,500.6,44360.0,497.7,44100.0,1.4,0.9 Belize,0.4,23.0,16.0,1.6,4420.0,2.8,7880.0,1.9,-0.2 Benin,10.9,114.8,96.0,9.4,860.0,22.9,2100.0,5.2,2.5 Bermuda,0.1,0.1,1305.0,6.9,106140.0,4.3,66680.0,-2.5,-2.8 Bhutan,0.8,38.4,20.0,1.8,2370.0,5.9,7610.0,3.3,1.9 Bolivia,10.7,1098.6,10.0,33.0,3080.0,73.4,6840.0,4.0,2.4 Bosnia and Herzegovina,3.8,51.2,74.0,17.8,4680.0,40.4,10610.0,3.2,3.4 Botswana,2.3,581.7,4.0,14.7,6510.0,35.3,15600.0,-0.3,-2.1 Brazil,207.8,8515.8,25.0,2047.1,9850.0,3122.7,15020.0,-3.8,-4.7 Brunei Darussalam,0.4,5.8,80.0,0.0,0.0,0.0,0.0,-0.5,-1.9 Bulgaria,7.2,111.0,66.0,51.8,7220.0,120.5,16790.0,3.0,3.6 Burkina Faso,18.1,274.2,66.0,12.0,660.0,29.6,1640.0,4.0,1.0 Burundi,11.2,27.8,435.0,2.9,260.0,8.2,730.0,-2.5,-5.7 Cambodia,15.6,181.0,88.0,16.7,1070.0,51.3,3290.0,7.0,5.3 Cameroon,23.3,475.4,49.0,31.1,1330.0,71.8,3080.0,6.2,3.6 Canada,35.9,9984.7,4.0,1702.9,47500.0,1576.5,43970.0,1.1,0.2 Cabo Verde,0.5,4.0,129.0,1.7,3290.0,3.3,6390.0,2.5,1.2 Cayman Islands,0.1,0.3,250.0,0.0,0.0,0.0,0.0,0.0,0.0 Central African Republic,4.9,623.0,8.0,1.6,320.0,2.9,600.0,5.5,3.4 Chad,14.0,1284.0,11.0,12.3,880.0,29.6,2110.0,1.8,-1.5 Channel Islands,0.2,0.2,862.0,0.0,0.0,0.0,0.0,0.0,0.0 Chile,17.9,756.1,24.0,252.4,14060.0,390.2,21740.0,2.1,1.0 China,1371.2,9562.9,146.0,10724.0,7820.0,19418.0,14160.0,6.9,6.4 "Hong Kong SAR, China",7.3,1.1,6958.0,299.5,41000.0,421.2,57650.0,2.4,1.5 "Macao SAR, China",0.6,0.0,19393.0,44.1,76300.0,69.9,120890.0,-20.3,-21.7 Colombia,48.2,1141.7,43.0,344.1,7130.0,651.9,13520.0,3.1,2.1 Comoros,0.8,1.9,424.0,0.6,790.0,1.1,1430.0,2.1,-0.4 "Congo, Dem. Rep.",77.3,2344.9,34.0,31.8,410.0,55.7,720.0,6.9,3.6 "Congo, Rep.",4.6,342.0,14.0,11.7,2540.0,29.1,6300.0,2.6,0.1 Costa Rica,4.8,51.1,94.0,49.1,10210.0,71.5,14880.0,2.8,1.7 Cote d'Ivoire,22.7,322.5,71.0,32.1,1410.0,73.5,3240.0,8.4,5.8 Croatia,4.2,56.6,75.0,53.6,12690.0,91.8,21730.0,1.6,2.0 Cuba,11.4,109.9,107.0,0.0,0.0,0.0,0.0,2.7,2.5 Curacao,0.2,0.4,356.0,0.0,0.0,0.0,0.0,0.0,0.0 Cyprus,1.2,9.3,126.0,21.8,25930.0,26.0,30840.0,1.6,2.9 Czech Republic,10.6,78.9,137.0,190.5,18050.0,320.9,30420.0,4.2,3.9 Denmark,5.7,43.1,134.0,332.6,58590.0,271.3,47810.0,1.2,0.6 Djibouti,0.9,23.2,38.0,0.0,0.0,0.0,0.0,6.0,4.6 Dominica,0.1,0.8,97.0,0.5,6760.0,0.8,10420.0,2.8,2.3 Dominican Republic,10.5,48.7,218.0,64.5,6130.0,142.8,13570.0,7.0,5.7 Ecuador,16.1,256.4,65.0,97.1,6010.0,180.7,11190.0,0.3,-1.2 "Egypt, Arab Rep.",91.5,1001.5,92.0,305.9,3340.0,978.3,10690.0,4.2,2.0 El Salvador,6.1,21.0,296.0,24.1,3940.0,50.4,8220.0,2.5,2.1 Equatorial Guinea,0.8,28.1,30.0,6.6,7790.0,13.9,16450.0,-12.2,-14.7 Eritrea,0.0,117.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0 Estonia,1.3,45.2,31.0,24.2,18480.0,36.1,27510.0,1.1,1.3 Ethiopia,99.4,1104.3,99.0,58.9,590.0,160.9,1620.0,9.6,6.9 Faroe Islands,0.0,1.4,35.0,0.0,0.0,0.0,0.0,0.0,0.0 Fiji,0.9,18.3,49.0,4.3,4800.0,7.8,8700.0,3.4,2.8 Finland,5.5,338.4,18.0,254.2,46360.0,223.9,40840.0,0.5,0.2 France,66.8,549.1,122.0,2711.4,40580.0,2703.8,40470.0,1.2,0.7 French Polynesia,0.3,4.0,77.0,0.0,0.0,0.0,0.0,0.0,0.0 Gabon,1.7,267.7,7.0,15.9,9210.0,32.5,18810.0,3.9,1.6 "Gambia, The",2.0,11.3,197.0,0.9,460.0,3.0,1580.0,0.9,-2.3 Georgia,3.7,69.7,64.0,15.3,4160.0,34.6,9410.0,2.8,4.1 Germany,81.4,357.2,234.0,3727.8,45790.0,3929.3,48260.0,1.7,1.1 Ghana,27.4,238.5,120.0,40.6,1480.0,111.7,4070.0,3.9,1.5 Greece,10.8,132.0,84.0,219.6,20290.0,290.0,26790.0,-0.2,0.4 Greenland,0.1,410.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0 Grenada,0.1,0.3,314.0,0.9,8430.0,1.3,12520.0,3.4,3.0 Guam,0.2,0.5,315.0,0.0,0.0,0.0,0.0,0.0,0.0 Guatemala,16.3,108.9,153.0,58.6,3590.0,122.8,7510.0,4.1,2.1 Guinea,12.6,245.9,51.0,6.0,470.0,14.1,1120.0,0.1,-2.5 Guinea-Bissau,1.8,36.1,66.0,1.1,590.0,2.7,1450.0,4.8,2.3 Guyana,0.8,215.0,4.0,3.1,4090.0,5.8,7520.0,3.0,2.6 Haiti,10.7,27.8,389.0,8.8,820.0,18.9,1760.0,1.7,0.3 Honduras,8.1,112.5,72.0,18.4,2270.0,38.2,4740.0,3.6,2.2 Hungary,9.8,93.0,109.0,127.9,12990.0,242.4,24630.0,2.9,3.2 Iceland,0.3,103.0,3.0,16.5,49730.0,15.3,46120.0,4.0,2.9 India,1311.1,3287.3,441.0,2084.4,1590.0,7890.0,6020.0,7.6,6.3 Indonesia,257.6,1910.9,142.0,887.0,3440.0,2749.8,10680.0,4.8,3.5 "Iran, Islamic Rep.",79.1,1745.2,49.0,511.8,6550.0,1360.0,17400.0,4.3,3.0 Iraq,36.4,435.2,84.0,202.0,5550.0,540.9,14850.0,2.1,-1.1 Ireland,4.6,70.3,67.0,216.6,46680.0,215.4,46410.0,7.8,7.3 Isle of Man,0.1,0.6,154.0,7.3,83920.0,0.0,0.0,4.5,3.7 Israel,8.4,22.1,387.0,297.0,35440.0,292.8,34940.0,2.5,0.5 Italy,60.8,301.3,207.0,1993.9,32790.0,2179.9,35850.0,0.8,0.7 Jamaica,2.7,11.0,252.0,13.7,5010.0,24.2,8860.0,0.9,0.7 Japan,127.0,378.0,348.0,4656.4,36680.0,4934.4,38870.0,0.5,0.6 Jordan,7.6,89.3,86.0,35.5,4680.0,81.6,10740.0,2.4,0.0 Kazakhstan,17.5,2724.9,6.0,203.2,11580.0,425.6,24260.0,1.2,-0.3 Kenya,46.1,580.4,81.0,61.8,1340.0,141.0,3060.0,5.6,2.9 Kiribati,0.1,0.8,139.0,0.4,3230.0,0.5,4150.0,3.1,1.4 "Korea, Dem. People's Rep.",25.2,120.5,209.0,0.0,0.0,0.0,0.0,0.0,0.0 "Korea, Rep.",50.6,100.3,519.0,1389.0,27440.0,1756.3,34700.0,2.6,2.2 Kosovo,1.8,10.9,165.0,7.1,3950.0,17.7,9840.0,3.6,4.5 Kuwait,3.9,17.8,218.0,159.3,40930.0,311.3,79970.0,-0.4,-4.0 Kyrgyz Republic,6.0,199.9,31.0,7.0,1170.0,19.7,3300.0,3.5,1.4 Lao PDR,6.8,236.8,29.0,11.8,1730.0,36.6,5380.0,7.0,5.2 Latvia,2.0,64.5,32.0,29.5,14900.0,47.9,24220.0,1.9,2.7 Lebanon,5.9,10.5,572.0,46.4,7930.0,82.6,14120.0,1.5,-2.6 Lesotho,2.1,30.4,70.0,2.8,1330.0,6.7,3160.0,3.6,2.4 Liberia,4.5,111.4,47.0,1.7,380.0,3.3,720.0,0.3,-2.1 Libya,6.3,1759.5,4.0,37.8,6030.0,95.1,15140.0,-10.2,-10.5 Liechtenstein,0.0,0.2,235.0,0.0,0.0,0.0,0.0,0.0,0.0 Lithuania,2.9,65.3,46.0,43.7,15000.0,77.6,26660.0,1.6,2.4 Luxembourg,0.6,2.6,220.0,43.9,77000.0,40.3,70750.0,4.8,2.4 "Macedonia, FYR",2.1,25.7,82.0,10.7,5140.0,28.2,13570.0,3.7,3.5 Madagascar,24.2,587.3,42.0,10.3,420.0,34.0,1400.0,3.0,0.2 Malawi,17.2,118.5,183.0,6.0,350.0,19.7,1140.0,3.0,-0.2 Malaysia,30.3,330.8,92.0,320.7,10570.0,792.9,26140.0,5.0,3.5 Maldives,0.4,0.3,1364.0,2.7,6670.0,4.6,11310.0,1.5,-0.5 Mali,17.6,1240.2,14.0,13.9,790.0,41.5,2360.0,7.6,4.5 Malta,0.4,0.3,1348.0,8.9,21000.0,11.6,27390.0,2.9,1.9 Marshall Islands,0.1,0.2,294.0,0.2,4390.0,0.2,4710.0,-1.0,-1.2 Mauritania,4.1,1030.7,4.0,5.4,1370.0,14.7,3710.0,4.2,1.7 Mauritius,1.3,2.0,622.0,12.1,9610.0,24.4,19290.0,3.5,3.4 Mexico,127.0,1964.4,65.0,1233.7,9710.0,2178.0,17150.0,2.5,1.2 "Micronesia, Fed. Sts.",0.1,0.7,149.0,0.3,3200.0,0.4,3600.0,-3.4,-3.7 Moldova,3.6,33.9,124.0,7.9,2220.0,19.0,5350.0,-0.5,-0.4 Monaco,0.0,0.0,18866.0,0.0,0.0,0.0,0.0,0.0,0.0 Mongolia,3.0,1564.1,2.0,11.3,3830.0,32.8,11070.0,2.3,0.6 Montenegro,0.6,13.8,46.0,4.5,7240.0,9.9,15890.0,3.4,3.3 Morocco,34.4,446.6,77.0,106.1,3040.0,268.4,7680.0,4.4,3.0 Mozambique,28.0,799.4,36.0,16.4,580.0,32.7,1170.0,6.3,3.4 Myanmar,53.9,676.6,83.0,68.2,1280.0,0.0,0.0,7.0,6.1 Namibia,2.5,824.3,3.0,12.8,5210.0,25.5,10380.0,5.7,3.3 Nepal,28.5,147.2,199.0,20.8,730.0,71.2,2500.0,3.4,2.1 Netherlands,16.9,41.5,503.0,828.8,48940.0,819.8,48400.0,2.0,1.6 New Caledonia,0.3,18.6,15.0,0.0,0.0,0.0,0.0,0.0,0.0 New Zealand,4.6,267.7,17.0,184.2,40080.0,164.0,35680.0,3.4,1.5 Nicaragua,6.1,130.4,51.0,11.8,1940.0,30.7,5050.0,4.9,3.8 Niger,19.9,1267.0,16.0,7.8,390.0,18.8,950.0,3.6,-0.5 Nigeria,182.2,923.8,200.0,514.0,2820.0,1056.3,5800.0,2.7,0.0 Northern Mariana Islands,0.1,0.5,120.0,0.0,0.0,0.0,0.0,0.0,0.0 Norway,5.2,385.2,14.0,487.5,93820.0,335.6,64590.0,1.6,0.5 Oman,4.5,309.5,15.0,76.0,16920.0,167.7,37340.0,3.5,-2.4 Pakistan,188.9,796.1,245.0,272.6,1440.0,1010.9,5350.0,5.5,3.4 Palau,0.0,0.5,46.0,0.3,12180.0,0.3,14700.0,9.4,8.4 Panama,3.9,75.4,53.0,47.3,12050.0,81.4,20710.0,5.8,4.1 Papua New Guinea,7.6,462.8,17.0,16.7,2240.0,20.9,2800.0,8.5,6.3 Paraguay,6.6,406.8,17.0,28.0,4220.0,57.6,8670.0,3.0,1.7 Peru,31.4,1285.2,25.0,194.6,6200.0,375.3,11960.0,3.3,1.9 Philippines,100.7,300.0,338.0,357.0,3540.0,895.9,8900.0,5.8,4.2 Poland,38.0,312.7,124.0,508.2,13370.0,965.0,25400.0,3.6,3.7 Portugal,10.3,92.2,113.0,212.5,20530.0,295.9,28590.0,1.5,2.0 Puerto Rico,3.5,8.9,392.0,69.4,19320.0,86.3,24030.0,-0.6,0.6 Qatar,2.2,11.6,193.0,191.0,85430.0,314.6,140720.0,3.6,0.7 Romania,19.8,238.4,86.0,188.4,9500.0,414.6,20900.0,3.7,4.1 Russian Federation,144.1,17098.3,9.0,1668.6,11400.0,3482.5,23790.0,-3.7,-3.9 Rwanda,11.6,26.3,471.0,8.1,700.0,20.0,1720.0,6.9,4.4 Samoa,0.2,2.8,68.0,0.8,3930.0,1.1,5720.0,1.6,0.9 San Marino,0.0,0.1,530.0,0.0,0.0,0.0,0.0,0.0,0.0 Sao Tome and Principe,0.2,1.0,198.0,0.3,1670.0,0.6,3160.0,4.5,2.3 Saudi Arabia,31.5,2149.7,15.0,742.7,23550.0,1726.1,54730.0,3.5,1.3 Senegal,15.1,196.7,79.0,15.1,1000.0,36.2,2390.0,6.5,3.3 Serbia,7.1,88.4,81.0,39.0,5500.0,90.9,12800.0,0.7,1.2 Seychelles,0.1,0.5,204.0,1.4,14760.0,2.4,25760.0,3.5,1.8 Sierra Leone,6.5,72.3,89.0,4.0,630.0,10.1,1560.0,-20.3,-22.0 Singapore,5.5,0.7,7829.0,288.3,52090.0,449.4,81190.0,2.0,0.8 Sint Maarten (Dutch part),0.0,0.0,1142.0,0.0,0.0,0.0,0.0,0.0,0.0 Slovak Republic,5.4,49.0,113.0,93.9,17310.0,153.0,28200.0,3.6,3.5 Slovenia,2.1,20.3,102.0,46.7,22610.0,63.6,30830.0,2.9,2.8 Solomon Islands,0.6,28.9,21.0,1.1,1940.0,1.3,2180.0,3.3,1.2 Somalia,10.8,637.7,17.0,0.0,0.0,0.0,0.0,0.0,0.0 South Africa,55.0,1219.1,45.0,332.6,6050.0,705.3,12830.0,1.3,-0.4 South Sudan,12.3,644.3,0.0,9.7,790.0,20.1,1630.0,-6.3,-9.6 Spain,46.4,505.9,93.0,1324.1,28520.0,1601.2,34490.0,3.2,3.4 Sri Lanka,21.0,65.6,334.0,79.6,3800.0,240.6,11480.0,4.8,3.8 St. Kitts and Nevis,0.1,0.3,214.0,0.9,15560.0,1.3,23700.0,4.6,3.4 St. Lucia,0.2,0.6,303.0,1.4,7390.0,2.0,10820.0,1.8,1.0 St. Martin (French part),0.0,0.1,584.0,0.0,0.0,0.0,0.0,0.0,0.0 St. Vincent and the Grenadines,0.1,0.4,281.0,0.7,6670.0,1.2,11000.0,1.5,1.4 Sudan,40.2,1879.4,22.0,74.0,1840.0,164.3,4080.0,3.4,1.2 Suriname,0.5,163.8,3.0,5.0,9300.0,9.2,16870.0,1.5,0.6 Swaziland,1.3,17.4,75.0,4.2,3230.0,10.3,8040.0,1.7,0.2 Sweden,9.8,447.4,24.0,566.5,57810.0,464.4,47390.0,4.1,3.0 Switzerland,8.3,41.3,210.0,697.6,84180.0,513.2,61930.0,0.9,-0.3 Syrian Arab Republic,18.5,185.2,101.0,0.0,0.0,0.0,0.0,0.0,0.0 Tajikistan,8.5,142.6,61.0,10.5,1240.0,28.2,3320.0,4.2,1.9 Tanzania,53.5,947.3,60.0,47.3,910.0,136.1,2620.0,7.0,3.7 Thailand,68.0,513.1,133.0,381.6,5620.0,1033.9,15210.0,2.8,2.5 Timor-Leste,1.2,14.9,84.0,2.4,1920.0,4.8,3820.0,4.3,1.5 Togo,7.3,56.8,134.0,3.9,540.0,9.7,1320.0,5.5,2.7 Tonga,0.1,0.8,147.0,0.4,4260.0,0.6,5290.0,2.1,1.7 Trinidad and Tobago,1.4,5.1,265.0,25.3,18600.0,40.3,29630.0,1.0,0.6 Tunisia,11.1,163.6,71.0,44.1,3970.0,122.8,11060.0,0.8,-0.2 Turkey,78.7,783.6,102.0,783.0,9950.0,1522.8,19360.0,4.0,2.5 Turkmenistan,5.4,488.1,11.0,40.3,7510.0,84.7,15760.0,6.5,5.2 Turks and Caicos Islands,0.0,1.0,36.0,0.0,0.0,0.0,0.0,0.0,0.0 Tuvalu,0.0,0.0,331.0,0.1,5720.0,0.1,5430.0,2.0,1.8 Uganda,39.0,241.6,195.0,26.2,670.0,69.3,1780.0,5.0,1.7 Ukraine,45.2,603.6,78.0,112.4,2620.0,334.7,7810.0,-9.9,-9.6 United Arab Emirates,9.2,83.6,110.0,395.3,43170.0,646.2,70570.0,3.2,2.4 United Kingdom,65.1,243.6,269.0,2823.3,43340.0,2641.7,40550.0,2.3,1.5 United States,321.4,9831.5,35.0,17663.6,54960.0,18138.3,56430.0,2.4,1.6 Uruguay,3.4,176.2,20.0,53.9,15720.0,69.9,20360.0,1.0,0.6 Uzbekistan,31.3,447.4,74.0,67.3,2150.0,191.1,6110.0,8.0,6.1 Vanuatu,0.3,12.2,22.0,0.8,3160.0,0.8,3040.0,2.3,0.0 "Venezuela, RB",31.1,912.1,35.0,356.7,11780.0,536.7,17730.0,-5.7,-7.0 Vietnam,91.7,331.0,296.0,181.8,1980.0,521.6,5690.0,6.7,5.5 Virgin Islands (U.S.),0.1,0.4,296.0,0.0,0.0,0.0,0.0,0.0,0.0 West Bank and Gaza,4.4,6.0,735.0,13.3,3090.0,21.8,5070.0,12.4,9.2 "Yemen, Rep.",26.8,528.0,51.0,33.3,1300.0,93.5,3660.0,4.2,1.5 Zambia,16.2,752.6,22.0,24.2,1490.0,59.9,3700.0,1.7,-1.4 Zimbabwe,15.6,390.8,40.0,13.2,850.0,26.5,1700.0,1.1,-1.2 World,7346.6,134325.4,57.0,76678.8,10437.0,113250.2,15415.0,2.5,1.3 East Asia & Pacific,2279.2,24825.2,93.0,21885.8,9602.0,35788.2,15702.0,3.9,3.2 Europe & Central Asia,907.9,28460.4,33.0,21924.1,24147.0,26763.8,29477.0,1.5,1.0 Latin America & Caribbean,633.0,20425.5,32.0,5645.2,8919.0,9628.0,15211.0,-0.9,-2.0 Middle East & North Africa,424.1,11370.8,38.0,3480.1,8207.0,7984.3,18828.0,2.9,1.0 North America,357.3,19816.2,20.0,19373.6,54217.0,19719.4,55185.0,2.3,1.5 South Asia,1744.2,5136.2,366.0,2673.7,1533.0,9859.4,5653.0,7.2,5.8 Sub-Saharan Africa,1001.0,24291.1,42.0,1629.8,1628.0,3565.6,3562.0,3.0,0.2 Low income,638.3,14471.5,48.0,395.5,620.0,1028.5,1611.0,4.7,1.9 Lower middle income,2927.4,21951.4,135.0,5955.9,2035.0,18735.5,6400.0,5.5,4.0 Upper middle income,2550.3,58215.4,45.0,20691.6,8113.0,39431.0,15461.0,3.0,2.2 High income,1187.2,36906.7,34.0,49109.7,41366.0,53413.2,44991.0,1.9,1.3