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Weaponised Autism
2023-03-31 11:58:42 +02:00
parent 70a904509d
commit 1e19d2534e
2 changed files with 42 additions and 33 deletions
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@@ -40,13 +40,13 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1975,TN01901,"Nashville, TN",449600,3158,93,110,952,2003,12,702.4,20.69,24.47,211.74,445.51 1975,TN01901,"Nashville, TN",449600,3158,93,110,952,2003,12,702.4,20.69,24.47,211.74,445.51
1975,NY02900,"Nassau County, NY",1100426,993,18,33,256,686,12,90.24,1.64,3,23.26,62.34 1975,NY02900,"Nassau County, NY",1100426,993,18,33,256,686,12,90.24,1.64,3,23.26,62.34
1975,LANPD00,"New Orleans, LA",571934,5993,158,237,2002,3596,12,1047.85,27.63,41.44,350.04,628.74 1975,LANPD00,"New Orleans, LA",571934,5993,158,237,2002,3596,12,1047.85,27.63,41.44,350.04,628.74
1975,NY03030,"New York City, NY",7422506,132182,1645,3866,43481,83190,12,1780.83,22.16,52.08,585.8,1120.78 1975,NY03030,"New York City, NY",7422506,1321,1645,3866,43481,83190,12,1780.83,22.16,52.08,585.8,1120.78
1975,NJNPD00,"Newark, NJ",372663,7136,122,297,2444,4273,12,1914.87,32.74,79.7,655.82,1146.61 1975,NJNPD00,"Newark, NJ",372663,7136,122,297,2444,4273,12,1914.87,32.74,79.7,655.82,1146.61
1975,CA00109,"Oakland, CA",337748,5900,111,316,2288,3185,12,1746.86,32.86,93.56,677.43,943.01 1975,CA00109,"Oakland, CA",337748,5900,111,316,2288,3185,12,1746.86,32.86,93.56,677.43,943.01
1975,OK05506,"Oklahoma City, OK",384081,2666,61,249,1364,992,12,694.12,15.88,64.83,355.13,258.28 1975,OK05506,"Oklahoma City, OK",384081,2666,61,249,1364,992,12,694.12,15.88,64.83,355.13,258.28
1975,NB02802,"Omaha, NE",391389,2540,36,178,1115,1211,12,648.97,9.2,45.48,284.88,309.41 1975,NB02802,"Omaha, NE",391389,2540,36,178,1115,1211,12,648.97,9.2,45.48,284.88,309.41
1975,FL04804,"Orlando, FL",118457,1116,21,86,705,304,12,942.11,17.73,72.6,595.15,256.63 1975,FL04804,"Orlando, FL",118457,1116,21,86,705,304,12,942.11,17.73,72.6,595.15,256.63
1975,PAPEP00,"Philadelphia, PA",1883253,16332,435,716,4776,10405,12,867.22,23.1,38.02,253.6,552.5 1975,PAPEP00,"Philadelphia, PA",1883253,1632,435,716,4776,10405,12,867.22,23.1,38.02,253.6,552.5
1975,AZ00723,"Phoenix, AZ",668046,4649,75,311,2325,1938,12,695.91,11.23,46.55,348.03,290.1 1975,AZ00723,"Phoenix, AZ",668046,4649,75,311,2325,1938,12,695.91,11.23,46.55,348.03,290.1
1975,PAPPD00,"Pittsburgh, PA",479083,4967,63,237,1923,2744,12,1036.77,13.15,49.47,401.39,572.76 1975,PAPPD00,"Pittsburgh, PA",479083,4967,63,237,1923,2744,12,1036.77,13.15,49.47,401.39,572.76
1975,OR02602,"Portland, OR",373126,4076,48,287,1898,1843,12,1092.39,12.86,76.92,508.68,493.94 1975,OR02602,"Portland, OR",373126,4076,48,287,1898,1843,12,1092.39,12.86,76.92,508.68,493.94
@@ -67,7 +67,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1975,VA12800,"Virginia Beach, VA",217192,452,22,38,198,194,12,208.11,10.13,17.5,91.16,89.32 1975,VA12800,"Virginia Beach, VA",217192,452,22,38,198,194,12,208.11,10.13,17.5,91.16,89.32
1975,DCMPD00,"Washington, DC",716000,12704,235,520,2812,9137,12,1774.3,32.82,72.63,392.74,1276.12 1975,DCMPD00,"Washington, DC",716000,12704,235,520,2812,9137,12,1774.3,32.82,72.63,392.74,1276.12
1975,KS08703,"Wichita, KS",259240,1137,36,53,408,640,12,438.59,13.89,20.44,157.38,246.88 1975,KS08703,"Wichita, KS",259240,1137,36,53,408,640,12,438.59,13.89,20.44,157.38,246.88
1975,,United States,,1039710,20510,,,,,487.8,9.6,,, ,,,,,,,,,,,,,,
1976,NM00101,"Albuquerque, NM",292265,2420,28,186,1335,871,12,828.02,9.58,63.64,456.78,298.02 1976,NM00101,"Albuquerque, NM",292265,2420,28,186,1335,871,12,828.02,9.58,63.64,456.78,298.02
1976,TX22001,"Arlington, TX",107470,274,5,30,140,99,12,254.95,4.65,27.91,130.27,92.12 1976,TX22001,"Arlington, TX",107470,274,5,30,140,99,12,254.95,4.65,27.91,130.27,92.12
1976,GAAPD00,"Atlanta, GA",457300,7529,154,477,3518,3380,12,1646.4,33.68,104.31,769.3,739.12 1976,GAAPD00,"Atlanta, GA",457300,7529,154,477,3518,3380,12,1646.4,33.68,104.31,769.3,739.12
@@ -98,7 +98,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1976,CA01941,"Long Beach, CA",340900,2950,69,200,978,1703,12,865.36,20.24,58.67,286.89,499.56 1976,CA01941,"Long Beach, CA",340900,2950,69,200,978,1703,12,865.36,20.24,58.67,286.89,499.56
1976,CA01900,"Los Angeles County, CA",1027865,10104,155,564,6662,2723,12,983.01,15.08,54.87,648.14,264.92 1976,CA01900,"Los Angeles County, CA",1027865,10104,155,564,6662,2723,12,983.01,15.08,54.87,648.14,264.92
1976,CA01942,"Los Angeles, CA",2739100,31960,501,2047,15187,14225,12,1166.81,18.29,74.73,554.45,519.33 1976,CA01942,"Los Angeles, CA",2739100,31960,501,2047,15187,14225,12,1166.81,18.29,74.73,554.45,519.33
1976,KY05680,"Louisville, KY",,,,,,,,,,,, ,,,,,,,,,,,,,,
1976,TNMPD00,"Memphis, TN",649819,4780,113,472,1766,2429,12,735.59,17.39,72.64,271.77,373.8 1976,TNMPD00,"Memphis, TN",649819,4780,113,472,1766,2429,12,735.59,17.39,72.64,271.77,373.8
1976,AZ00717,"Mesa, AZ",100763,311,5,15,202,89,12,308.65,4.96,14.89,200.47,88.33 1976,AZ00717,"Mesa, AZ",100763,311,5,15,202,89,12,308.65,4.96,14.89,200.47,88.33
1976,FL01300,"Miami-Dade County, FL",649499,6787,70,216,4562,1939,12,1044.96,10.78,33.26,702.39,298.54 1976,FL01300,"Miami-Dade County, FL",649499,6787,70,216,4562,1939,12,1044.96,10.78,33.26,702.39,298.54
@@ -136,7 +136,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1976,VA12800,"Virginia Beach, VA",216176,481,12,59,253,157,12,222.5,5.55,27.29,117.03,72.63 1976,VA12800,"Virginia Beach, VA",216176,481,12,59,253,157,12,222.5,5.55,27.29,117.03,72.63
1976,DCMPD00,"Washington, DC",702000,10399,188,508,2659,7044,12,1481.34,26.78,72.36,378.77,1003.42 1976,DCMPD00,"Washington, DC",702000,10399,188,508,2659,7044,12,1481.34,26.78,72.36,378.77,1003.42
1976,KS08703,"Wichita, KS",256455,1114,19,111,470,514,12,434.38,7.41,43.28,183.27,200.43 1976,KS08703,"Wichita, KS",256455,1114,19,111,470,514,12,434.38,7.41,43.28,183.27,200.43
1976,,United States,,1004210,18780,,,,,467.8,8.7,,, ,,,,,,,,,,,,,,
1977,NM00101,"Albuquerque, NM",292341,2390,31,207,1398,754,12,817.54,10.6,70.81,478.21,257.92 1977,NM00101,"Albuquerque, NM",292341,2390,31,207,1398,754,12,817.54,10.6,70.81,478.21,257.92
1977,TX22001,"Arlington, TX",112994,389,4,34,266,85,12,344.27,3.54,30.09,235.41,75.23 1977,TX22001,"Arlington, TX",112994,389,4,34,266,85,12,344.27,3.54,30.09,235.41,75.23
1977,GAAPD00,"Atlanta, GA",440300,7595,138,510,3593,3354,12,1724.96,31.34,115.83,816.03,761.75 1977,GAAPD00,"Atlanta, GA",440300,7595,138,510,3593,3354,12,1724.96,31.34,115.83,816.03,761.75
@@ -167,7 +167,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1977,CA01941,"Long Beach, CA",346662,3391,75,226,1094,1996,12,978.19,21.63,65.19,315.58,575.78 1977,CA01941,"Long Beach, CA",346662,3391,75,226,1094,1996,12,978.19,21.63,65.19,315.58,575.78
1977,CA01900,"Los Angeles County, CA",1040180,10589,173,631,6822,2963,12,1018,16.63,60.66,655.85,284.85 1977,CA01900,"Los Angeles County, CA",1040180,10589,173,631,6822,2963,12,1018,16.63,60.66,655.85,284.85
1977,CA01942,"Los Angeles, CA",2785393,33676,576,2339,15515,15246,12,1209.02,20.68,83.97,557.01,547.36 1977,CA01942,"Los Angeles, CA",2785393,33676,576,2339,15515,15246,12,1209.02,20.68,83.97,557.01,547.36
1977,KY05680,"Louisville, KY",,,,,,,,,,,, ,,,,,,,,,,,,,,
1977,TNMPD00,"Memphis, TN",667150,5231,105,581,1796,2749,12,784.08,15.74,87.09,269.2,412.05 1977,TNMPD00,"Memphis, TN",667150,5231,105,581,1796,2749,12,784.08,15.74,87.09,269.2,412.05
1977,AZ00717,"Mesa, AZ",116400,385,4,34,264,83,12,330.76,3.44,29.21,226.8,71.31 1977,AZ00717,"Mesa, AZ",116400,385,4,34,264,83,12,330.76,3.44,29.21,226.8,71.31
1977,FL01300,"Miami-Dade County, FL",657954,7204,90,277,4676,2161,12,1094.91,13.68,42.1,710.69,328.44 1977,FL01300,"Miami-Dade County, FL",657954,7204,90,277,4676,2161,12,1094.91,13.68,42.1,710.69,328.44
@@ -205,7 +205,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1977,VA12800,"Virginia Beach, VA",235324,463,16,80,215,152,12,196.75,6.8,34,91.36,64.59 1977,VA12800,"Virginia Beach, VA",235324,463,16,80,215,152,12,196.75,6.8,34,91.36,64.59
1977,DCMPD00,"Washington, DC",690000,9843,192,402,2594,6655,12,1426.52,27.83,58.26,375.94,964.49 1977,DCMPD00,"Washington, DC",690000,9843,192,402,2594,6655,12,1426.52,27.83,58.26,375.94,964.49
1977,KS08703,"Wichita, KS",261732,1397,34,121,527,715,12,533.75,12.99,46.23,201.35,273.18 1977,KS08703,"Wichita, KS",261732,1397,34,121,527,715,12,533.75,12.99,46.23,201.35,273.18
1977,,United States,,1029580,19120,,,,,475.9,8.8,,, ,,,,,,,,,,,,,,
1978,NM00101,"Albuquerque, NM",291834,2434,37,187,1516,694,12,834.04,12.68,64.08,519.47,237.81 1978,NM00101,"Albuquerque, NM",291834,2434,37,187,1516,694,12,834.04,12.68,64.08,519.47,237.81
1978,TX22001,"Arlington, TX",121750,450,6,43,269,132,12,369.61,4.93,35.32,220.94,108.42 1978,TX22001,"Arlington, TX",121750,450,6,43,269,132,12,369.61,4.93,35.32,220.94,108.42
1978,GAAPD00,"Atlanta, GA",456000,8845,144,592,3990,4119,12,1939.69,31.58,129.82,875,903.29 1978,GAAPD00,"Atlanta, GA",456000,8845,144,592,3990,4119,12,1939.69,31.58,129.82,875,903.29
@@ -412,7 +412,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1980,VA12800,"Virginia Beach, VA",260680,530,11,105,204,210,12,203.31,4.22,40.28,78.26,80.56 1980,VA12800,"Virginia Beach, VA",260680,530,11,105,204,210,12,203.31,4.22,40.28,78.26,80.56
1980,DCMPD00,"Washington, DC",635233,12772,200,439,3236,8897,12,2010.6,31.48,69.11,509.42,1400.59 1980,DCMPD00,"Washington, DC",635233,12772,200,439,3236,8897,12,2010.6,31.48,69.11,509.42,1400.59
1980,KS08703,"Wichita, KS",279352,1823,32,202,763,826,12,652.58,11.46,72.31,273.13,295.68 1980,KS08703,"Wichita, KS",279352,1823,32,202,763,826,12,652.58,11.46,72.31,273.13,295.68
1980,,United States,,1344520,23040,,,,,596.6,10.2,,, ,,,,,,,,,,,,,,
1981,NM00101,"Albuquerque, NM",336840,2985,45,213,1620,1107,12,886.18,13.36,63.23,480.94,328.64 1981,NM00101,"Albuquerque, NM",336840,2985,45,213,1620,1107,12,886.18,13.36,63.23,480.94,328.64
1981,TX22001,"Arlington, TX",167848,699,12,102,373,212,12,416.45,7.15,60.77,222.22,126.3 1981,TX22001,"Arlington, TX",167848,699,12,102,373,212,12,416.45,7.15,60.77,222.22,126.3
1981,GAAPD00,"Atlanta, GA",435626,10608,181,644,5246,4537,12,2435.12,41.55,147.83,1204.24,1041.49 1981,GAAPD00,"Atlanta, GA",435626,10608,181,644,5246,4537,12,2435.12,41.55,147.83,1204.24,1041.49
@@ -481,7 +481,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1981,VA12800,"Virginia Beach, VA",265704,606,12,93,266,235,12,228.07,4.52,35,100.11,88.44 1981,VA12800,"Virginia Beach, VA",265704,606,12,93,266,235,12,228.07,4.52,35,100.11,88.44
1981,DCMPD00,"Washington, DC",636000,14468,223,414,3432,10399,12,2274.84,35.06,65.09,539.62,1635.06 1981,DCMPD00,"Washington, DC",636000,14468,223,414,3432,10399,12,2274.84,35.06,65.09,539.62,1635.06
1981,KS08703,"Wichita, KS",282465,1729,43,202,668,816,12,612.11,15.22,71.51,236.49,288.89 1981,KS08703,"Wichita, KS",282465,1729,43,202,668,816,12,612.11,15.22,71.51,236.49,288.89
1981,,United States,,1361820,22520,,,,,593.5,9.8,,, ,,,,,,,,,,,,,,
1982,NM00101,"Albuquerque, NM",344962,2659,26,199,1508,926,12,770.81,7.54,57.69,437.15,268.44 1982,NM00101,"Albuquerque, NM",344962,2659,26,199,1508,926,12,770.81,7.54,57.69,437.15,268.44
1982,TX22001,"Arlington, TX",173821,607,7,67,342,191,12,349.21,4.03,38.55,196.75,109.88 1982,TX22001,"Arlington, TX",173821,607,7,67,342,191,12,349.21,4.03,38.55,196.75,109.88
1982,GAAPD00,"Atlanta, GA",441103,10486,152,613,5722,3999,12,2377.22,34.46,138.97,1297.2,906.59 1982,GAAPD00,"Atlanta, GA",441103,10486,152,613,5722,3999,12,2377.22,34.46,138.97,1297.2,906.59
@@ -550,7 +550,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1982,VA12800,"Virginia Beach, VA",268887,646,15,97,276,258,12,240.25,5.58,36.07,102.65,95.95 1982,VA12800,"Virginia Beach, VA",268887,646,15,97,276,258,12,240.25,5.58,36.07,102.65,95.95
1982,DCMPD00,"Washington, DC",631000,13397,194,421,3645,9137,12,2123.14,30.74,66.72,577.65,1448.02 1982,DCMPD00,"Washington, DC",631000,13397,194,421,3645,9137,12,2123.14,30.74,66.72,577.65,1448.02
1982,KS08703,"Wichita, KS",285665,1695,31,197,790,677,12,593.35,10.85,68.96,276.55,236.99 1982,KS08703,"Wichita, KS",285665,1695,31,197,790,677,12,593.35,10.85,68.96,276.55,236.99
1982,,United States,,1322390,21010,,,,,570.8,9.1,,, ,,,,,,,,,,,,,,
1983,NM00101,"Albuquerque, NM",355163,2954,24,206,1815,909,12,831.73,6.76,58,511.03,255.94 1983,NM00101,"Albuquerque, NM",355163,2954,24,206,1815,909,12,831.73,6.76,58,511.03,255.94
1983,TX22001,"Arlington, TX",178871,585,7,75,317,186,12,327.05,3.91,41.93,177.22,103.99 1983,TX22001,"Arlington, TX",178871,585,7,75,317,186,12,327.05,3.91,41.93,177.22,103.99
1983,GAAPD00,"Atlanta, GA",448635,9326,141,619,5014,3552,12,2078.75,31.43,137.97,1117.61,791.73 1983,GAAPD00,"Atlanta, GA",448635,9326,141,619,5014,3552,12,2078.75,31.43,137.97,1117.61,791.73
@@ -619,7 +619,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
1983,VA12800,"Virginia Beach, VA",271775,587,11,73,251,252,12,215.99,4.05,26.86,92.36,92.72 1983,VA12800,"Virginia Beach, VA",271775,587,11,73,251,252,12,215.99,4.05,26.86,92.36,92.72
1983,DCMPD00,"Washington, DC",623000,11933,183,406,3646,7698,12,1915.41,29.37,65.17,585.23,1235.63 1983,DCMPD00,"Washington, DC",623000,11933,183,406,3646,7698,12,1915.41,29.37,65.17,585.23,1235.63
1983,KS08703,"Wichita, KS",287807,1385,26,161,664,534,12,481.23,9.03,55.94,230.71,185.54 1983,KS08703,"Wichita, KS",287807,1385,26,161,664,534,12,481.23,9.03,55.94,230.71,185.54
1983,,United States,,1258087,19308,,,,,538.1,8.3,,, ,,,,,,,,,,,,,,
1984,NM00101,"Albuquerque, NM",356366,3615,28,210,2162,1215,12,1014.41,7.86,58.93,606.68,340.94 1984,NM00101,"Albuquerque, NM",356366,3615,28,210,2162,1215,12,1014.41,7.86,58.93,606.68,340.94
1984,TX22001,"Arlington, TX",191475,765,13,93,459,200,12,399.53,6.79,48.57,239.72,104.45 1984,TX22001,"Arlington, TX",191475,765,13,93,459,200,12,399.53,6.79,48.57,239.72,104.45
1984,GAAPD00,"Atlanta, GA",442951,10525,135,632,5729,4029,12,2376.11,30.48,142.68,1293.37,909.58 1984,GAAPD00,"Atlanta, GA",442951,10525,135,632,5729,4029,12,2376.11,30.48,142.68,1293.37,909.58
@@ -1792,7 +1792,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2000,VA12800,"Virginia Beach, VA",425257,943,11,101,380,451,12,221.75,2.59,23.75,89.36,106.05 2000,VA12800,"Virginia Beach, VA",425257,943,11,101,380,451,12,221.75,2.59,23.75,89.36,106.05
2000,DCMPD00,"Washington, DC",572059,8622,239,251,4579,3553,12,1507.19,41.78,43.88,800.44,621.09 2000,DCMPD00,"Washington, DC",572059,8622,239,251,4579,3553,12,1507.19,41.78,43.88,800.44,621.09
2000,KS08703,"Wichita, KS",344284,2081,31,176,1279,595,12,604.44,9,51.12,371.5,172.82 2000,KS08703,"Wichita, KS",344284,2081,31,176,1279,595,12,604.44,9,51.12,371.5,172.82
2000,,United States,,1425486,15586,,,,,506.5,5.5,,, ,,,,,,,,,,,,,,
2001,NM00101,"Albuquerque, NM",451098,5259,34,219,3396,1610,12,1165.82,7.54,48.55,752.83,356.91 2001,NM00101,"Albuquerque, NM",451098,5259,34,219,3396,1610,12,1165.82,7.54,48.55,752.83,356.91
2001,TX22001,"Arlington, TX",340525,2129,15,145,1282,687,12,625.21,4.4,42.58,376.48,201.75 2001,TX22001,"Arlington, TX",340525,2129,15,145,1282,687,12,625.21,4.4,42.58,376.48,201.75
2001,GAAPD00,"Atlanta, GA",426511,10807,143,367,5956,4341,12,2533.82,33.53,86.05,1396.45,1017.79 2001,GAAPD00,"Atlanta, GA",426511,10807,143,367,5956,4341,12,2533.82,33.53,86.05,1396.45,1017.79
@@ -1861,7 +1861,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2001,VA12800,"Virginia Beach, VA",431819,838,12,111,349,366,12,194.06,2.78,25.71,80.82,84.76 2001,VA12800,"Virginia Beach, VA",431819,838,12,111,349,366,12,194.06,2.78,25.71,80.82,84.76
2001,DCMPD00,"Washington, DC",571822,9192,231,181,5003,3777,12,1607.49,40.4,31.65,874.92,660.52 2001,DCMPD00,"Washington, DC",571822,9192,231,181,5003,3777,12,1607.49,40.4,31.65,874.92,660.52
2001,KS08703,"Wichita, KS",345081,2443,17,183,1501,742,12,707.95,4.93,53.03,434.97,215.02 2001,KS08703,"Wichita, KS",345081,2443,17,183,1501,742,12,707.95,4.93,53.03,434.97,215.02
2001,,United States,,1439480,16037,,,,,504.5,5.6,,, ,,,,,,,,,,,,,,
2002,NM00101,"Albuquerque, NM",457488,4889,51,293,3250,1295,12,1068.66,11.15,64.05,710.4,283.07 2002,NM00101,"Albuquerque, NM",457488,4889,51,293,3250,1295,12,1068.66,11.15,64.05,710.4,283.07
2002,TX22001,"Arlington, TX",347789,2202,14,152,1242,794,12,633.14,4.03,43.7,357.11,228.3 2002,TX22001,"Arlington, TX",347789,2202,14,152,1242,794,12,633.14,4.03,43.7,357.11,228.3
2002,GAAPD00,"Atlanta, GA",435494,9969,152,276,5373,4168,12,2289.12,34.9,63.38,1233.77,957.07 2002,GAAPD00,"Atlanta, GA",435494,9969,152,276,5373,4168,12,2289.12,34.9,63.38,1233.77,957.07
@@ -1930,7 +1930,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2002,VA12800,"Virginia Beach, VA",438175,960,3,138,376,443,12,219.09,0.68,31.49,85.81,101.1 2002,VA12800,"Virginia Beach, VA",438175,960,3,138,376,443,12,219.09,0.68,31.49,85.81,101.1
2002,DCMPD00,"Washington, DC",570898,9109,262,262,4854,3731,12,1595.56,45.89,45.89,850.24,653.53 2002,DCMPD00,"Washington, DC",570898,9109,262,262,4854,3731,12,1595.56,45.89,45.89,850.24,653.53
2002,KS08703,"Wichita, KS",347801,2368,20,208,1344,796,12,680.85,5.75,59.8,386.43,228.87 2002,KS08703,"Wichita, KS",347801,2368,20,208,1344,796,12,680.85,5.75,59.8,386.43,228.87
2002,,United States,,1423677,16229,,,,,494.4,5.6,,, ,,,,,,,,,,,,,,
2003,NM00101,"Albuquerque, NM",468764,4439,51,263,3045,1080,12,946.96,10.88,56.1,649.58,230.39 2003,NM00101,"Albuquerque, NM",468764,4439,51,263,3045,1080,12,946.96,10.88,56.1,649.58,230.39
2003,TX22001,"Arlington, TX",355385,1863,9,167,1089,598,12,524.22,2.53,46.99,306.43,168.27 2003,TX22001,"Arlington, TX",355385,1863,9,167,1089,598,12,524.22,2.53,46.99,306.43,168.27
2003,GAAPD00,"Atlanta, GA",431043,8490,148,281,4360,3701,12,1969.64,34.34,65.19,1011.5,858.62 2003,GAAPD00,"Atlanta, GA",431043,8490,148,281,4360,3701,12,1969.64,34.34,65.19,1011.5,858.62
@@ -1999,7 +1999,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2003,VA12800,"Virginia Beach, VA",439454,932,24,121,378,409,12,212.08,5.46,27.53,86.02,93.07 2003,VA12800,"Virginia Beach, VA",439454,932,24,121,378,409,12,212.08,5.46,27.53,86.02,93.07
2003,DCMPD00,"Washington, DC",563384,8839,248,273,4482,3836,12,1568.91,44.02,48.46,795.55,680.89 2003,DCMPD00,"Washington, DC",563384,8839,248,273,4482,3836,12,1568.91,44.02,48.46,795.55,680.89
2003,KS08703,"Wichita, KS",356123,2229,18,220,1435,556,12,625.91,5.05,61.78,402.95,156.13 2003,KS08703,"Wichita, KS",356123,2229,18,220,1435,556,12,625.91,5.05,61.78,402.95,156.13
2003,,United States,,1383676,16528,,,,,475.8,5.7,,, ,,,,,,,,,,,,,,
2004,NM00101,"Albuquerque, NM",479074,4720,41,235,3206,1238,12,985.23,8.56,49.05,669.21,258.42 2004,NM00101,"Albuquerque, NM",479074,4720,41,235,3206,1238,12,985.23,8.56,49.05,669.21,258.42
2004,TX22001,"Arlington, TX",360970,1893,14,200,1017,662,12,524.42,3.88,55.41,281.74,183.39 2004,TX22001,"Arlington, TX",360970,1893,14,200,1017,662,12,524.42,3.88,55.41,281.74,183.39
2004,GAAPD00,"Atlanta, GA",430066,7921,111,267,4427,3116,12,1841.81,25.81,62.08,1029.38,724.54 2004,GAAPD00,"Atlanta, GA",430066,7921,111,267,4427,3116,12,1841.81,25.81,62.08,1029.38,724.54
@@ -2068,7 +2068,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2004,VA12800,"Virginia Beach, VA",443840,1006,15,141,372,478,12,226.66,3.38,31.77,83.81,107.7 2004,VA12800,"Virginia Beach, VA",443840,1006,15,141,372,478,12,226.66,3.38,31.77,83.81,107.7
2004,DCMPD00,"Washington, DC",553523,7336,198,218,3863,3057,12,1325.33,35.77,39.38,697.89,552.28 2004,DCMPD00,"Washington, DC",553523,7336,198,218,3863,3057,12,1325.33,35.77,39.38,697.89,552.28
2004,KS08703,"Wichita, KS",356179,2887,29,241,1990,627,12,810.55,8.14,67.66,558.71,176.04 2004,KS08703,"Wichita, KS",356179,2887,29,241,1990,627,12,810.55,8.14,67.66,558.71,176.04
2004,,United States,,1360088,16148,,,,,463.2,5.5,,, ,,,,,,,,,,,,,,
2005,NM00101,"Albuquerque, NM",490631,4670,53,285,3182,1150,12,951.84,10.8,58.09,648.55,234.39 2005,NM00101,"Albuquerque, NM",490631,4670,53,285,3182,1150,12,951.84,10.8,58.09,648.55,234.39
2005,TX22001,"Arlington, TX",365380,2369,24,178,1399,768,12,648.37,6.57,48.72,382.89,210.19 2005,TX22001,"Arlington, TX",365380,2369,24,178,1399,768,12,648.37,6.57,48.72,382.89,210.19
2005,GAAPD00,"Atlanta, GA",430666,7213,90,223,4039,2861,12,1674.85,20.9,51.78,937.85,664.32 2005,GAAPD00,"Atlanta, GA",430666,7213,90,223,4039,2861,12,1674.85,20.9,51.78,937.85,664.32
@@ -2137,7 +2137,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2005,VA12800,"Virginia Beach, VA",446448,1139,19,100,399,621,12,255.12,4.26,22.4,89.37,139.1 2005,VA12800,"Virginia Beach, VA",446448,1139,19,100,399,621,12,255.12,4.26,22.4,89.37,139.1
2005,DCMPD00,"Washington, DC",550521,7716,195,165,3854,3502,12,1401.58,35.42,29.97,700.06,636.12 2005,DCMPD00,"Washington, DC",550521,7716,195,165,3854,3502,12,1401.58,35.42,29.97,700.06,636.12
2005,KS08703,"Wichita, KS",355011,2644,12,186,1950,496,12,744.77,3.38,52.39,549.28,139.71 2005,KS08703,"Wichita, KS",355011,2644,12,186,1950,496,12,744.77,3.38,52.39,549.28,139.71
2005,,United States,,1390745,16740,,,,,469,5.6,,, ,,,,,,,,,,,,,,
2006,NM00101,"Albuquerque, NM",500955,4550,34,286,3059,1171,12,908.27,6.79,57.09,610.63,233.75 2006,NM00101,"Albuquerque, NM",500955,4550,34,286,3059,1171,12,908.27,6.79,57.09,610.63,233.75
2006,TX22001,"Arlington, TX",373086,2728,14,192,1632,890,12,731.2,3.75,51.46,437.43,238.55 2006,TX22001,"Arlington, TX",373086,2728,14,192,1632,890,12,731.2,3.75,51.46,437.43,238.55
2006,GAAPD00,"Atlanta, GA",485804,7548,110,171,4308,2959,12,1553.71,22.64,35.2,886.78,609.09 2006,GAAPD00,"Atlanta, GA",485804,7548,110,171,4308,2959,12,1553.71,22.64,35.2,886.78,609.09
@@ -2206,7 +2206,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2006,VA12800,"Virginia Beach, VA",442784,1255,19,116,444,676,12,283.43,4.29,26.2,100.27,152.67 2006,VA12800,"Virginia Beach, VA",442784,1255,19,116,444,676,12,283.43,4.29,26.2,100.27,152.67
2006,DCMPD00,"Washington, DC",581530,8408,169,182,4453,3604,12,1445.84,29.06,31.3,765.74,619.74 2006,DCMPD00,"Washington, DC",581530,8408,169,182,4453,3604,12,1445.84,29.06,31.3,765.74,619.74
2006,KS08703,"Wichita, KS",357372,3325,26,245,2534,520,12,930.4,7.28,68.56,709.07,145.51 2006,KS08703,"Wichita, KS",357372,3325,26,245,2534,520,12,930.4,7.28,68.56,709.07,145.51
2006,,United States,,1435123,17309,,,,,479.3,5.8,,, ,,,,,,,,,,,,,,
2007,NM00101,"Albuquerque, NM",513124,5080,47,307,3287,1439,12,990.01,9.16,59.83,640.59,280.44 2007,NM00101,"Albuquerque, NM",513124,5080,47,307,3287,1439,12,990.01,9.16,59.83,640.59,280.44
2007,TX22001,"Arlington, TX",372073,2588,13,156,1677,742,12,695.56,3.49,41.93,450.72,199.42 2007,TX22001,"Arlington, TX",372073,2588,13,156,1677,742,12,695.56,3.49,41.93,450.72,199.42
2007,GAAPD00,"Atlanta, GA",497290,8075,129,148,4221,3577,12,1623.8,25.94,29.76,848.8,719.3 2007,GAAPD00,"Atlanta, GA",497290,8075,129,148,4221,3577,12,1623.8,25.94,29.76,848.8,719.3
@@ -2275,7 +2275,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2007,VA12800,"Virginia Beach, VA",435943,1084,16,85,431,552,12,248.66,3.67,19.5,98.87,126.62 2007,VA12800,"Virginia Beach, VA",435943,1084,16,85,431,552,12,248.66,3.67,19.5,98.87,126.62
2007,DCMPD00,"Washington, DC",588292,7924,181,192,3566,3985,12,1346.95,30.77,32.64,606.16,677.38 2007,DCMPD00,"Washington, DC",588292,7924,181,192,3566,3985,12,1346.95,30.77,32.64,606.16,677.38
2007,KS08703,"Wichita, KS",358294,3391,40,278,2516,557,12,946.43,11.16,77.59,702.22,155.46 2007,KS08703,"Wichita, KS",358294,3391,40,278,2516,557,12,946.43,11.16,77.59,702.22,155.46
2007,,United States,,1422970,17128,,,,,471.8,5.7,,, ,,,,,,,,,,,,,,
2008,NM00101,"Albuquerque, NM",527464,4718,38,370,2960,1350,12,894.47,7.2,70.15,561.18,255.94 2008,NM00101,"Albuquerque, NM",527464,4718,38,370,2960,1350,12,894.47,7.2,70.15,561.18,255.94
2008,TX22001,"Arlington, TX",375836,2262,23,141,1404,694,12,601.86,6.12,37.52,373.57,184.66 2008,TX22001,"Arlington, TX",375836,2262,23,141,1404,694,12,601.86,6.12,37.52,373.57,184.66
2008,GAAPD00,"Atlanta, GA",533016,7403,105,126,3864,3308,12,1388.89,19.7,23.64,724.93,620.62 2008,GAAPD00,"Atlanta, GA",533016,7403,105,126,3864,3308,12,1388.89,19.7,23.64,724.93,620.62
@@ -2344,7 +2344,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2008,VA12800,"Virginia Beach, VA",434163,1040,14,73,424,529,12,239.54,3.22,16.81,97.66,121.84 2008,VA12800,"Virginia Beach, VA",434163,1040,14,73,424,529,12,239.54,3.22,16.81,97.66,121.84
2008,DCMPD00,"Washington, DC",591833,8135,186,186,3609,4154,12,1374.54,31.43,31.43,609.8,701.89 2008,DCMPD00,"Washington, DC",591833,8135,186,186,3609,4154,12,1374.54,31.43,31.43,609.8,701.89
2008,KS08703,"Wichita, KS",362602,3097,30,282,2303,482,12,854.1,8.27,77.77,635.13,132.93 2008,KS08703,"Wichita, KS",362602,3097,30,282,2303,482,12,854.1,8.27,77.77,635.13,132.93
2008,,United States,,1394461,16465,,,,,458.6,5.4,,, ,,,,,,,,,,,,,,
2009,NM00101,"Albuquerque, NM",530636,4082,56,326,2597,1103,12,769.27,10.55,61.44,489.41,207.86 2009,NM00101,"Albuquerque, NM",530636,4082,56,326,2597,1103,12,769.27,10.55,61.44,489.41,207.86
2009,TX22001,"Arlington, TX",379104,2330,12,152,1494,672,12,614.61,3.17,40.09,394.09,177.26 2009,TX22001,"Arlington, TX",379104,2330,12,152,1494,672,12,614.61,3.17,40.09,394.09,177.26
2009,GAAPD00,"Atlanta, GA",552901,6359,80,135,3419,2725,12,1150.12,14.47,24.42,618.37,492.85 2009,GAAPD00,"Atlanta, GA",552901,6359,80,135,3419,2725,12,1150.12,14.47,24.42,618.37,492.85
@@ -2413,7 +2413,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2009,VA12800,"Virginia Beach, VA",436175,896,19,66,363,448,12,205.42,4.36,15.13,83.22,102.71 2009,VA12800,"Virginia Beach, VA",436175,896,19,66,363,448,12,205.42,4.36,15.13,83.22,102.71
2009,DCMPD00,"Washington, DC",599657,7587,144,150,3295,3998,12,1265.22,24.01,25.01,549.48,666.71 2009,DCMPD00,"Washington, DC",599657,7587,144,150,3295,3998,12,1265.22,24.01,25.01,549.48,666.71
2009,KS08703,"Wichita, KS",367635,3255,25,262,2441,527,12,885.39,6.8,71.27,663.97,143.35 2009,KS08703,"Wichita, KS",367635,3255,25,262,2441,527,12,885.39,6.8,71.27,663.97,143.35
2009,,United States,,1325896,15399,,,,,431.9,5,,, ,,,,,,,,,,,,,,
2010,NM00101,"Albuquerque, NM",545852,4291,42,338,2971,940,12,786.11,7.69,61.92,544.29,172.21 2010,NM00101,"Albuquerque, NM",545852,4291,42,338,2971,940,12,786.11,7.69,61.92,544.29,172.21
2010,TX22001,"Arlington, TX",365438,1925,16,119,1258,532,12,526.77,4.38,32.56,344.24,145.58 2010,TX22001,"Arlington, TX",365438,1925,16,119,1258,532,12,526.77,4.38,32.56,344.24,145.58
2010,GAAPD00,"Atlanta, GA",420003,5749,93,89,3405,2162,12,1368.8,22.14,21.19,810.71,514.76 2010,GAAPD00,"Atlanta, GA",420003,5749,93,89,3405,2162,12,1368.8,22.14,21.19,810.71,514.76
@@ -2482,7 +2482,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2010,VA12800,"Virginia Beach, VA",437994,831,14,53,335,429,12,189.73,3.2,12.1,76.49,97.95 2010,VA12800,"Virginia Beach, VA",437994,831,14,53,335,429,12,189.73,3.2,12.1,76.49,97.95
2010,DCMPD00,"Washington, DC",601723,7468,132,184,3238,3914,12,1241.1,21.94,30.58,538.12,650.47 2010,DCMPD00,"Washington, DC",601723,7468,132,184,3238,3914,12,1241.1,21.94,30.58,538.12,650.47
2010,KS08703,"Wichita, KS",382368,3038,16,251,2290,481,12,794.52,4.18,65.64,598.9,125.8 2010,KS08703,"Wichita, KS",382368,3038,16,251,2290,481,12,794.52,4.18,65.64,598.9,125.8
2010,,United States,,1251248,14722,,,,,404.5,4.8,,, ,,,,,,,,,,,,,,
2011,NM00101,"Albuquerque, NM",551961,4210,38,264,2910,998,12,762.74,6.88,47.83,527.21,180.81 2011,NM00101,"Albuquerque, NM",551961,4210,38,264,2910,998,12,762.74,6.88,47.83,527.21,180.81
2011,TX22001,"Arlington, TX",373128,1874,22,136,1176,540,12,502.24,5.9,36.45,315.17,144.72 2011,TX22001,"Arlington, TX",373128,1874,22,136,1176,540,12,502.24,5.9,36.45,315.17,144.72
2011,GAAPD00,"Atlanta, GA",425533,6097,88,148,3518,2343,12,1432.79,20.68,34.78,826.73,550.6 2011,GAAPD00,"Atlanta, GA",425533,6097,88,148,3518,2343,12,1432.79,20.68,34.78,826.73,550.6
@@ -2551,7 +2551,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2011,VA12800,"Virginia Beach, VA",443226,784,15,65,290,414,12,176.88,3.38,14.67,65.43,93.41 2011,VA12800,"Virginia Beach, VA",443226,784,15,65,290,414,12,176.88,3.38,14.67,65.43,93.41
2011,DCMPD00,"Washington, DC",617996,6985,108,172,2949,3756,12,1130.27,17.48,27.83,477.19,607.77 2011,DCMPD00,"Washington, DC",617996,6985,108,172,2949,3756,12,1130.27,17.48,27.83,477.19,607.77
2011,KS08703,"Wichita, KS",384796,2963,25,245,2203,490,12,770.02,6.5,63.67,572.51,127.34 2011,KS08703,"Wichita, KS",384796,2963,25,245,2203,490,12,770.02,6.5,63.67,572.51,127.34
2011,,United States,,1206031,14661,,,,,387.1,4.7,,, ,,,,,,,,,,,,,,
2012,NM00101,"Albuquerque, NM",553684,4151,41,278,2740,1092,12,749.71,7.4,50.21,494.87,197.22 2012,NM00101,"Albuquerque, NM",553684,4151,41,278,2740,1092,12,749.71,7.4,50.21,494.87,197.22
2012,TX22001,"Arlington, TX",379295,1909,17,135,1225,532,12,503.3,4.48,35.59,322.97,140.26 2012,TX22001,"Arlington, TX",379295,1909,17,135,1225,532,12,503.3,4.48,35.59,322.97,140.26
2012,GAAPD00,"Atlanta, GA",437041,6027,83,113,3555,2276,12,1379.05,18.99,25.86,813.42,520.77 2012,GAAPD00,"Atlanta, GA",437041,6027,83,113,3555,2276,12,1379.05,18.99,25.86,813.42,520.77
@@ -2620,7 +2620,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2012,VA12800,"Virginia Beach, VA",447588,751,21,57,346,327,12,167.79,4.69,12.73,77.3,73.06 2012,VA12800,"Virginia Beach, VA",447588,751,21,57,346,327,12,167.79,4.69,12.73,77.3,73.06
2012,DCMPD00,"Washington, DC",632323,7448,88,236,3399,3725,12,1177.88,13.92,37.32,537.54,589.1 2012,DCMPD00,"Washington, DC",632323,7448,88,236,3399,3725,12,1177.88,13.92,37.32,537.54,589.1
2012,KS08703,"Wichita, KS",386409,2896,23,242,2135,496,12,749.46,5.95,62.63,552.52,128.36 2012,KS08703,"Wichita, KS",386409,2896,23,242,2135,496,12,749.46,5.95,62.63,552.52,128.36
2012,,United States,,1214464,14827,,,,,386.9,4.7,,, ,,,,,,,,,,,,,,
2013,NM00101,"Albuquerque, NM",558165,4325,37,439,2803,1046,12,774.86,6.63,78.65,502.18,187.4 2013,NM00101,"Albuquerque, NM",558165,4325,37,439,2803,1046,12,774.86,6.63,78.65,502.18,187.4
2013,TX22001,"Arlington, TX",378765,1837,18,105,1152,562,12,485,4.75,27.72,304.15,148.38 2013,TX22001,"Arlington, TX",378765,1837,18,105,1152,562,12,485,4.75,27.72,304.15,148.38
2013,GAAPD00,"Atlanta, GA",451020,5516,83,105,2965,2363,12,1223.01,18.4,23.28,657.4,523.92 2013,GAAPD00,"Atlanta, GA",451020,5516,83,105,2965,2363,12,1223.01,18.4,23.28,657.4,523.92
@@ -2689,7 +2689,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2013,VA12800,"Virginia Beach, VA",450687,738,17,147,269,305,12,163.75,3.77,32.62,59.69,67.67 2013,VA12800,"Virginia Beach, VA",450687,738,17,147,269,305,12,163.75,3.77,32.62,59.69,67.67
2013,DCMPD00,"Washington, DC",646449,7880,103,393,3724,3660,12,1218.97,15.93,60.79,576.07,566.17 2013,DCMPD00,"Washington, DC",646449,7880,103,393,3724,3660,12,1218.97,15.93,60.79,576.07,566.17
2013,KS08703,"Wichita, KS",386486,3069,15,250,2337,467,12,794.08,3.88,64.69,604.68,120.83 2013,KS08703,"Wichita, KS",386486,3069,15,250,2337,467,12,794.08,3.88,64.69,604.68,120.83
2013,,United States,,1168298,14319,,,,,369.1,4.5,,, ,,,,,,,,,,,,,,
2014,NM00101,"Albuquerque, NM",558874,4934,30,402,3121,1381,12,882.85,5.37,71.93,558.44,247.1 2014,NM00101,"Albuquerque, NM",558874,4934,30,402,3121,1381,12,882.85,5.37,71.93,558.44,247.1
2014,TX22001,"Arlington, TX",382976,1854,13,206,1142,493,12,484.1,3.39,53.79,298.19,128.73 2014,TX22001,"Arlington, TX",382976,1854,13,206,1142,493,12,484.1,3.39,53.79,298.19,128.73
2014,GAAPD00,"Atlanta, GA",454363,5577,93,151,3004,2329,12,1227.43,20.47,33.23,661.15,512.59 2014,GAAPD00,"Atlanta, GA",454363,5577,93,151,3004,2329,12,1227.43,20.47,33.23,661.15,512.59
@@ -2758,7 +2758,7 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2014,VA12800,"Virginia Beach, VA",451102,667,17,115,285,250,12,147.86,3.77,25.49,63.18,55.42 2014,VA12800,"Virginia Beach, VA",451102,667,17,115,285,250,12,147.86,3.77,25.49,63.18,55.42
2014,DCMPD00,"Washington, DC",658893,7810,105,470,4004,3231,12,1185.32,15.94,71.33,607.69,490.37 2014,DCMPD00,"Washington, DC",658893,7810,105,470,4004,3231,12,1185.32,15.94,71.33,607.69,490.37
2014,KS08703,"Wichita, KS",387493,2939,21,243,2179,496,12,758.47,5.42,62.71,562.33,128 2014,KS08703,"Wichita, KS",387493,2939,21,243,2179,496,12,758.47,5.42,62.71,562.33,128
2014,,United States,,1153022,14164,,,,,361.6,4.4,,, ,,,,,,,,,,,,,,
2015,NM00101,"Albuquerque, NM",559721,5406,43,404,3273,1686,,965.84,7.68,72.18,584.76,301.22 2015,NM00101,"Albuquerque, NM",559721,5406,43,404,3273,1686,,965.84,7.68,72.18,584.76,301.22
2015,TX22001,"Arlington, TX",387565,1946,8,208,1201,529,,502.11,2.06,53.67,309.88,136.49 2015,TX22001,"Arlington, TX",387565,1946,8,208,1201,529,,502.11,2.06,53.67,309.88,136.49
2015,GAAPD00,"Atlanta, GA",464710,5203,94,170,2944,1995,,1119.62,20.23,36.58,633.51,429.3 2015,GAAPD00,"Atlanta, GA",464710,5203,94,170,2944,1995,,1119.62,20.23,36.58,633.51,429.3
@@ -2827,4 +2827,3 @@ report_year,agency_code,agency_jurisdiction,population,violent_crimes,homicides,
2015,VA12800,"Virginia Beach, VA",452797,626,19,103,234,270,,138.25,4.2,22.75,51.68,59.63 2015,VA12800,"Virginia Beach, VA",452797,626,19,103,234,270,,138.25,4.2,22.75,51.68,59.63
2015,DCMPD00,"Washington, DC",672228,8084,162,494,4024,3404,,1202.57,24.1,73.49,598.61,506.38 2015,DCMPD00,"Washington, DC",672228,8084,162,494,4024,3404,,1202.57,24.1,73.49,598.61,506.38
2015,KS08703,"Wichita, KS",389824,3839,27,349,2730,733,,984.8,6.93,89.53,700.32,188.03 2015,KS08703,"Wichita, KS",389824,3839,27,349,2730,733,,984.8,6.93,89.53,700.32,188.03
2015,,United States,,1197704,15696,,,,,372.6,4.9,,,
1 report_year agency_code agency_jurisdiction population violent_crimes homicides rapes assaults robberies months_reported crimes_percapita homicides_percapita rapes_percapita assaults_percapita robberies_percapita
40 1975 TN01901 Nashville, TN 449600 3158 93 110 952 2003 12 702.4 20.69 24.47 211.74 445.51
41 1975 NY02900 Nassau County, NY 1100426 993 18 33 256 686 12 90.24 1.64 3 23.26 62.34
42 1975 LANPD00 New Orleans, LA 571934 5993 158 237 2002 3596 12 1047.85 27.63 41.44 350.04 628.74
43 1975 NY03030 New York City, NY 7422506 132182 1321 1645 3866 43481 83190 12 1780.83 22.16 52.08 585.8 1120.78
44 1975 NJNPD00 Newark, NJ 372663 7136 122 297 2444 4273 12 1914.87 32.74 79.7 655.82 1146.61
45 1975 CA00109 Oakland, CA 337748 5900 111 316 2288 3185 12 1746.86 32.86 93.56 677.43 943.01
46 1975 OK05506 Oklahoma City, OK 384081 2666 61 249 1364 992 12 694.12 15.88 64.83 355.13 258.28
47 1975 NB02802 Omaha, NE 391389 2540 36 178 1115 1211 12 648.97 9.2 45.48 284.88 309.41
48 1975 FL04804 Orlando, FL 118457 1116 21 86 705 304 12 942.11 17.73 72.6 595.15 256.63
49 1975 PAPEP00 Philadelphia, PA 1883253 16332 1632 435 716 4776 10405 12 867.22 23.1 38.02 253.6 552.5
50 1975 AZ00723 Phoenix, AZ 668046 4649 75 311 2325 1938 12 695.91 11.23 46.55 348.03 290.1
51 1975 PAPPD00 Pittsburgh, PA 479083 4967 63 237 1923 2744 12 1036.77 13.15 49.47 401.39 572.76
52 1975 OR02602 Portland, OR 373126 4076 48 287 1898 1843 12 1092.39 12.86 76.92 508.68 493.94
67 1975 VA12800 Virginia Beach, VA 217192 452 22 38 198 194 12 208.11 10.13 17.5 91.16 89.32
68 1975 DCMPD00 Washington, DC 716000 12704 235 520 2812 9137 12 1774.3 32.82 72.63 392.74 1276.12
69 1975 KS08703 Wichita, KS 259240 1137 36 53 408 640 12 438.59 13.89 20.44 157.38 246.88
70 1975 United States 1039710 20510 487.8 9.6
71 1976 NM00101 Albuquerque, NM 292265 2420 28 186 1335 871 12 828.02 9.58 63.64 456.78 298.02
72 1976 TX22001 Arlington, TX 107470 274 5 30 140 99 12 254.95 4.65 27.91 130.27 92.12
73 1976 GAAPD00 Atlanta, GA 457300 7529 154 477 3518 3380 12 1646.4 33.68 104.31 769.3 739.12
98 1976 CA01941 Long Beach, CA 340900 2950 69 200 978 1703 12 865.36 20.24 58.67 286.89 499.56
99 1976 CA01900 Los Angeles County, CA 1027865 10104 155 564 6662 2723 12 983.01 15.08 54.87 648.14 264.92
100 1976 CA01942 Los Angeles, CA 2739100 31960 501 2047 15187 14225 12 1166.81 18.29 74.73 554.45 519.33
101 1976 KY05680 Louisville, KY
102 1976 TNMPD00 Memphis, TN 649819 4780 113 472 1766 2429 12 735.59 17.39 72.64 271.77 373.8
103 1976 AZ00717 Mesa, AZ 100763 311 5 15 202 89 12 308.65 4.96 14.89 200.47 88.33
104 1976 FL01300 Miami-Dade County, FL 649499 6787 70 216 4562 1939 12 1044.96 10.78 33.26 702.39 298.54
136 1976 VA12800 Virginia Beach, VA 216176 481 12 59 253 157 12 222.5 5.55 27.29 117.03 72.63
137 1976 DCMPD00 Washington, DC 702000 10399 188 508 2659 7044 12 1481.34 26.78 72.36 378.77 1003.42
138 1976 KS08703 Wichita, KS 256455 1114 19 111 470 514 12 434.38 7.41 43.28 183.27 200.43
139 1976 United States 1004210 18780 467.8 8.7
140 1977 NM00101 Albuquerque, NM 292341 2390 31 207 1398 754 12 817.54 10.6 70.81 478.21 257.92
141 1977 TX22001 Arlington, TX 112994 389 4 34 266 85 12 344.27 3.54 30.09 235.41 75.23
142 1977 GAAPD00 Atlanta, GA 440300 7595 138 510 3593 3354 12 1724.96 31.34 115.83 816.03 761.75
167 1977 CA01941 Long Beach, CA 346662 3391 75 226 1094 1996 12 978.19 21.63 65.19 315.58 575.78
168 1977 CA01900 Los Angeles County, CA 1040180 10589 173 631 6822 2963 12 1018 16.63 60.66 655.85 284.85
169 1977 CA01942 Los Angeles, CA 2785393 33676 576 2339 15515 15246 12 1209.02 20.68 83.97 557.01 547.36
170 1977 KY05680 Louisville, KY
171 1977 TNMPD00 Memphis, TN 667150 5231 105 581 1796 2749 12 784.08 15.74 87.09 269.2 412.05
172 1977 AZ00717 Mesa, AZ 116400 385 4 34 264 83 12 330.76 3.44 29.21 226.8 71.31
173 1977 FL01300 Miami-Dade County, FL 657954 7204 90 277 4676 2161 12 1094.91 13.68 42.1 710.69 328.44
205 1977 VA12800 Virginia Beach, VA 235324 463 16 80 215 152 12 196.75 6.8 34 91.36 64.59
206 1977 DCMPD00 Washington, DC 690000 9843 192 402 2594 6655 12 1426.52 27.83 58.26 375.94 964.49
207 1977 KS08703 Wichita, KS 261732 1397 34 121 527 715 12 533.75 12.99 46.23 201.35 273.18
208 1977 United States 1029580 19120 475.9 8.8
209 1978 NM00101 Albuquerque, NM 291834 2434 37 187 1516 694 12 834.04 12.68 64.08 519.47 237.81
210 1978 TX22001 Arlington, TX 121750 450 6 43 269 132 12 369.61 4.93 35.32 220.94 108.42
211 1978 GAAPD00 Atlanta, GA 456000 8845 144 592 3990 4119 12 1939.69 31.58 129.82 875 903.29
412 1980 VA12800 Virginia Beach, VA 260680 530 11 105 204 210 12 203.31 4.22 40.28 78.26 80.56
413 1980 DCMPD00 Washington, DC 635233 12772 200 439 3236 8897 12 2010.6 31.48 69.11 509.42 1400.59
414 1980 KS08703 Wichita, KS 279352 1823 32 202 763 826 12 652.58 11.46 72.31 273.13 295.68
415 1980 United States 1344520 23040 596.6 10.2
416 1981 NM00101 Albuquerque, NM 336840 2985 45 213 1620 1107 12 886.18 13.36 63.23 480.94 328.64
417 1981 TX22001 Arlington, TX 167848 699 12 102 373 212 12 416.45 7.15 60.77 222.22 126.3
418 1981 GAAPD00 Atlanta, GA 435626 10608 181 644 5246 4537 12 2435.12 41.55 147.83 1204.24 1041.49
481 1981 VA12800 Virginia Beach, VA 265704 606 12 93 266 235 12 228.07 4.52 35 100.11 88.44
482 1981 DCMPD00 Washington, DC 636000 14468 223 414 3432 10399 12 2274.84 35.06 65.09 539.62 1635.06
483 1981 KS08703 Wichita, KS 282465 1729 43 202 668 816 12 612.11 15.22 71.51 236.49 288.89
484 1981 United States 1361820 22520 593.5 9.8
485 1982 NM00101 Albuquerque, NM 344962 2659 26 199 1508 926 12 770.81 7.54 57.69 437.15 268.44
486 1982 TX22001 Arlington, TX 173821 607 7 67 342 191 12 349.21 4.03 38.55 196.75 109.88
487 1982 GAAPD00 Atlanta, GA 441103 10486 152 613 5722 3999 12 2377.22 34.46 138.97 1297.2 906.59
550 1982 VA12800 Virginia Beach, VA 268887 646 15 97 276 258 12 240.25 5.58 36.07 102.65 95.95
551 1982 DCMPD00 Washington, DC 631000 13397 194 421 3645 9137 12 2123.14 30.74 66.72 577.65 1448.02
552 1982 KS08703 Wichita, KS 285665 1695 31 197 790 677 12 593.35 10.85 68.96 276.55 236.99
553 1982 United States 1322390 21010 570.8 9.1
554 1983 NM00101 Albuquerque, NM 355163 2954 24 206 1815 909 12 831.73 6.76 58 511.03 255.94
555 1983 TX22001 Arlington, TX 178871 585 7 75 317 186 12 327.05 3.91 41.93 177.22 103.99
556 1983 GAAPD00 Atlanta, GA 448635 9326 141 619 5014 3552 12 2078.75 31.43 137.97 1117.61 791.73
619 1983 VA12800 Virginia Beach, VA 271775 587 11 73 251 252 12 215.99 4.05 26.86 92.36 92.72
620 1983 DCMPD00 Washington, DC 623000 11933 183 406 3646 7698 12 1915.41 29.37 65.17 585.23 1235.63
621 1983 KS08703 Wichita, KS 287807 1385 26 161 664 534 12 481.23 9.03 55.94 230.71 185.54
622 1983 United States 1258087 19308 538.1 8.3
623 1984 NM00101 Albuquerque, NM 356366 3615 28 210 2162 1215 12 1014.41 7.86 58.93 606.68 340.94
624 1984 TX22001 Arlington, TX 191475 765 13 93 459 200 12 399.53 6.79 48.57 239.72 104.45
625 1984 GAAPD00 Atlanta, GA 442951 10525 135 632 5729 4029 12 2376.11 30.48 142.68 1293.37 909.58
1792 2000 VA12800 Virginia Beach, VA 425257 943 11 101 380 451 12 221.75 2.59 23.75 89.36 106.05
1793 2000 DCMPD00 Washington, DC 572059 8622 239 251 4579 3553 12 1507.19 41.78 43.88 800.44 621.09
1794 2000 KS08703 Wichita, KS 344284 2081 31 176 1279 595 12 604.44 9 51.12 371.5 172.82
1795 2000 United States 1425486 15586 506.5 5.5
1796 2001 NM00101 Albuquerque, NM 451098 5259 34 219 3396 1610 12 1165.82 7.54 48.55 752.83 356.91
1797 2001 TX22001 Arlington, TX 340525 2129 15 145 1282 687 12 625.21 4.4 42.58 376.48 201.75
1798 2001 GAAPD00 Atlanta, GA 426511 10807 143 367 5956 4341 12 2533.82 33.53 86.05 1396.45 1017.79
1861 2001 VA12800 Virginia Beach, VA 431819 838 12 111 349 366 12 194.06 2.78 25.71 80.82 84.76
1862 2001 DCMPD00 Washington, DC 571822 9192 231 181 5003 3777 12 1607.49 40.4 31.65 874.92 660.52
1863 2001 KS08703 Wichita, KS 345081 2443 17 183 1501 742 12 707.95 4.93 53.03 434.97 215.02
1864 2001 United States 1439480 16037 504.5 5.6
1865 2002 NM00101 Albuquerque, NM 457488 4889 51 293 3250 1295 12 1068.66 11.15 64.05 710.4 283.07
1866 2002 TX22001 Arlington, TX 347789 2202 14 152 1242 794 12 633.14 4.03 43.7 357.11 228.3
1867 2002 GAAPD00 Atlanta, GA 435494 9969 152 276 5373 4168 12 2289.12 34.9 63.38 1233.77 957.07
1930 2002 VA12800 Virginia Beach, VA 438175 960 3 138 376 443 12 219.09 0.68 31.49 85.81 101.1
1931 2002 DCMPD00 Washington, DC 570898 9109 262 262 4854 3731 12 1595.56 45.89 45.89 850.24 653.53
1932 2002 KS08703 Wichita, KS 347801 2368 20 208 1344 796 12 680.85 5.75 59.8 386.43 228.87
1933 2002 United States 1423677 16229 494.4 5.6
1934 2003 NM00101 Albuquerque, NM 468764 4439 51 263 3045 1080 12 946.96 10.88 56.1 649.58 230.39
1935 2003 TX22001 Arlington, TX 355385 1863 9 167 1089 598 12 524.22 2.53 46.99 306.43 168.27
1936 2003 GAAPD00 Atlanta, GA 431043 8490 148 281 4360 3701 12 1969.64 34.34 65.19 1011.5 858.62
1999 2003 VA12800 Virginia Beach, VA 439454 932 24 121 378 409 12 212.08 5.46 27.53 86.02 93.07
2000 2003 DCMPD00 Washington, DC 563384 8839 248 273 4482 3836 12 1568.91 44.02 48.46 795.55 680.89
2001 2003 KS08703 Wichita, KS 356123 2229 18 220 1435 556 12 625.91 5.05 61.78 402.95 156.13
2002 2003 United States 1383676 16528 475.8 5.7
2003 2004 NM00101 Albuquerque, NM 479074 4720 41 235 3206 1238 12 985.23 8.56 49.05 669.21 258.42
2004 2004 TX22001 Arlington, TX 360970 1893 14 200 1017 662 12 524.42 3.88 55.41 281.74 183.39
2005 2004 GAAPD00 Atlanta, GA 430066 7921 111 267 4427 3116 12 1841.81 25.81 62.08 1029.38 724.54
2068 2004 VA12800 Virginia Beach, VA 443840 1006 15 141 372 478 12 226.66 3.38 31.77 83.81 107.7
2069 2004 DCMPD00 Washington, DC 553523 7336 198 218 3863 3057 12 1325.33 35.77 39.38 697.89 552.28
2070 2004 KS08703 Wichita, KS 356179 2887 29 241 1990 627 12 810.55 8.14 67.66 558.71 176.04
2071 2004 United States 1360088 16148 463.2 5.5
2072 2005 NM00101 Albuquerque, NM 490631 4670 53 285 3182 1150 12 951.84 10.8 58.09 648.55 234.39
2073 2005 TX22001 Arlington, TX 365380 2369 24 178 1399 768 12 648.37 6.57 48.72 382.89 210.19
2074 2005 GAAPD00 Atlanta, GA 430666 7213 90 223 4039 2861 12 1674.85 20.9 51.78 937.85 664.32
2137 2005 VA12800 Virginia Beach, VA 446448 1139 19 100 399 621 12 255.12 4.26 22.4 89.37 139.1
2138 2005 DCMPD00 Washington, DC 550521 7716 195 165 3854 3502 12 1401.58 35.42 29.97 700.06 636.12
2139 2005 KS08703 Wichita, KS 355011 2644 12 186 1950 496 12 744.77 3.38 52.39 549.28 139.71
2140 2005 United States 1390745 16740 469 5.6
2141 2006 NM00101 Albuquerque, NM 500955 4550 34 286 3059 1171 12 908.27 6.79 57.09 610.63 233.75
2142 2006 TX22001 Arlington, TX 373086 2728 14 192 1632 890 12 731.2 3.75 51.46 437.43 238.55
2143 2006 GAAPD00 Atlanta, GA 485804 7548 110 171 4308 2959 12 1553.71 22.64 35.2 886.78 609.09
2206 2006 VA12800 Virginia Beach, VA 442784 1255 19 116 444 676 12 283.43 4.29 26.2 100.27 152.67
2207 2006 DCMPD00 Washington, DC 581530 8408 169 182 4453 3604 12 1445.84 29.06 31.3 765.74 619.74
2208 2006 KS08703 Wichita, KS 357372 3325 26 245 2534 520 12 930.4 7.28 68.56 709.07 145.51
2209 2006 United States 1435123 17309 479.3 5.8
2210 2007 NM00101 Albuquerque, NM 513124 5080 47 307 3287 1439 12 990.01 9.16 59.83 640.59 280.44
2211 2007 TX22001 Arlington, TX 372073 2588 13 156 1677 742 12 695.56 3.49 41.93 450.72 199.42
2212 2007 GAAPD00 Atlanta, GA 497290 8075 129 148 4221 3577 12 1623.8 25.94 29.76 848.8 719.3
2275 2007 VA12800 Virginia Beach, VA 435943 1084 16 85 431 552 12 248.66 3.67 19.5 98.87 126.62
2276 2007 DCMPD00 Washington, DC 588292 7924 181 192 3566 3985 12 1346.95 30.77 32.64 606.16 677.38
2277 2007 KS08703 Wichita, KS 358294 3391 40 278 2516 557 12 946.43 11.16 77.59 702.22 155.46
2278 2007 United States 1422970 17128 471.8 5.7
2279 2008 NM00101 Albuquerque, NM 527464 4718 38 370 2960 1350 12 894.47 7.2 70.15 561.18 255.94
2280 2008 TX22001 Arlington, TX 375836 2262 23 141 1404 694 12 601.86 6.12 37.52 373.57 184.66
2281 2008 GAAPD00 Atlanta, GA 533016 7403 105 126 3864 3308 12 1388.89 19.7 23.64 724.93 620.62
2344 2008 VA12800 Virginia Beach, VA 434163 1040 14 73 424 529 12 239.54 3.22 16.81 97.66 121.84
2345 2008 DCMPD00 Washington, DC 591833 8135 186 186 3609 4154 12 1374.54 31.43 31.43 609.8 701.89
2346 2008 KS08703 Wichita, KS 362602 3097 30 282 2303 482 12 854.1 8.27 77.77 635.13 132.93
2347 2008 United States 1394461 16465 458.6 5.4
2348 2009 NM00101 Albuquerque, NM 530636 4082 56 326 2597 1103 12 769.27 10.55 61.44 489.41 207.86
2349 2009 TX22001 Arlington, TX 379104 2330 12 152 1494 672 12 614.61 3.17 40.09 394.09 177.26
2350 2009 GAAPD00 Atlanta, GA 552901 6359 80 135 3419 2725 12 1150.12 14.47 24.42 618.37 492.85
2413 2009 VA12800 Virginia Beach, VA 436175 896 19 66 363 448 12 205.42 4.36 15.13 83.22 102.71
2414 2009 DCMPD00 Washington, DC 599657 7587 144 150 3295 3998 12 1265.22 24.01 25.01 549.48 666.71
2415 2009 KS08703 Wichita, KS 367635 3255 25 262 2441 527 12 885.39 6.8 71.27 663.97 143.35
2416 2009 United States 1325896 15399 431.9 5
2417 2010 NM00101 Albuquerque, NM 545852 4291 42 338 2971 940 12 786.11 7.69 61.92 544.29 172.21
2418 2010 TX22001 Arlington, TX 365438 1925 16 119 1258 532 12 526.77 4.38 32.56 344.24 145.58
2419 2010 GAAPD00 Atlanta, GA 420003 5749 93 89 3405 2162 12 1368.8 22.14 21.19 810.71 514.76
2482 2010 VA12800 Virginia Beach, VA 437994 831 14 53 335 429 12 189.73 3.2 12.1 76.49 97.95
2483 2010 DCMPD00 Washington, DC 601723 7468 132 184 3238 3914 12 1241.1 21.94 30.58 538.12 650.47
2484 2010 KS08703 Wichita, KS 382368 3038 16 251 2290 481 12 794.52 4.18 65.64 598.9 125.8
2485 2010 United States 1251248 14722 404.5 4.8
2486 2011 NM00101 Albuquerque, NM 551961 4210 38 264 2910 998 12 762.74 6.88 47.83 527.21 180.81
2487 2011 TX22001 Arlington, TX 373128 1874 22 136 1176 540 12 502.24 5.9 36.45 315.17 144.72
2488 2011 GAAPD00 Atlanta, GA 425533 6097 88 148 3518 2343 12 1432.79 20.68 34.78 826.73 550.6
2551 2011 VA12800 Virginia Beach, VA 443226 784 15 65 290 414 12 176.88 3.38 14.67 65.43 93.41
2552 2011 DCMPD00 Washington, DC 617996 6985 108 172 2949 3756 12 1130.27 17.48 27.83 477.19 607.77
2553 2011 KS08703 Wichita, KS 384796 2963 25 245 2203 490 12 770.02 6.5 63.67 572.51 127.34
2554 2011 United States 1206031 14661 387.1 4.7
2555 2012 NM00101 Albuquerque, NM 553684 4151 41 278 2740 1092 12 749.71 7.4 50.21 494.87 197.22
2556 2012 TX22001 Arlington, TX 379295 1909 17 135 1225 532 12 503.3 4.48 35.59 322.97 140.26
2557 2012 GAAPD00 Atlanta, GA 437041 6027 83 113 3555 2276 12 1379.05 18.99 25.86 813.42 520.77
2620 2012 VA12800 Virginia Beach, VA 447588 751 21 57 346 327 12 167.79 4.69 12.73 77.3 73.06
2621 2012 DCMPD00 Washington, DC 632323 7448 88 236 3399 3725 12 1177.88 13.92 37.32 537.54 589.1
2622 2012 KS08703 Wichita, KS 386409 2896 23 242 2135 496 12 749.46 5.95 62.63 552.52 128.36
2623 2012 United States 1214464 14827 386.9 4.7
2624 2013 NM00101 Albuquerque, NM 558165 4325 37 439 2803 1046 12 774.86 6.63 78.65 502.18 187.4
2625 2013 TX22001 Arlington, TX 378765 1837 18 105 1152 562 12 485 4.75 27.72 304.15 148.38
2626 2013 GAAPD00 Atlanta, GA 451020 5516 83 105 2965 2363 12 1223.01 18.4 23.28 657.4 523.92
2689 2013 VA12800 Virginia Beach, VA 450687 738 17 147 269 305 12 163.75 3.77 32.62 59.69 67.67
2690 2013 DCMPD00 Washington, DC 646449 7880 103 393 3724 3660 12 1218.97 15.93 60.79 576.07 566.17
2691 2013 KS08703 Wichita, KS 386486 3069 15 250 2337 467 12 794.08 3.88 64.69 604.68 120.83
2692 2013 United States 1168298 14319 369.1 4.5
2693 2014 NM00101 Albuquerque, NM 558874 4934 30 402 3121 1381 12 882.85 5.37 71.93 558.44 247.1
2694 2014 TX22001 Arlington, TX 382976 1854 13 206 1142 493 12 484.1 3.39 53.79 298.19 128.73
2695 2014 GAAPD00 Atlanta, GA 454363 5577 93 151 3004 2329 12 1227.43 20.47 33.23 661.15 512.59
2758 2014 VA12800 Virginia Beach, VA 451102 667 17 115 285 250 12 147.86 3.77 25.49 63.18 55.42
2759 2014 DCMPD00 Washington, DC 658893 7810 105 470 4004 3231 12 1185.32 15.94 71.33 607.69 490.37
2760 2014 KS08703 Wichita, KS 387493 2939 21 243 2179 496 12 758.47 5.42 62.71 562.33 128
2761 2014 United States 1153022 14164 361.6 4.4
2762 2015 NM00101 Albuquerque, NM 559721 5406 43 404 3273 1686 965.84 7.68 72.18 584.76 301.22
2763 2015 TX22001 Arlington, TX 387565 1946 8 208 1201 529 502.11 2.06 53.67 309.88 136.49
2764 2015 GAAPD00 Atlanta, GA 464710 5203 94 170 2944 1995 1119.62 20.23 36.58 633.51 429.3
2827 2015 VA12800 Virginia Beach, VA 452797 626 19 103 234 270 138.25 4.2 22.75 51.68 59.63
2828 2015 DCMPD00 Washington, DC 672228 8084 162 494 4024 3404 1202.57 24.1 73.49 598.61 506.38
2829 2015 KS08703 Wichita, KS 389824 3839 27 349 2730 733 984.8 6.93 89.53 700.32 188.03
2015 United States 1197704 15696 372.6 4.9

22
py_scripts/engineer.py
View File

@@ -1,6 +1,7 @@
# Visualisations for Data # Visualisations for Data
import matplotlib.pyplot as plt import matplotlib.pyplot as plt
import seaborn as sns import seaborn as sns
import pandas as pd
import mining_hq import mining_hq
from numpy import count_nonzero from numpy import count_nonzero
@@ -20,19 +21,28 @@ games_fig_pre = sns.histplot(data = games_pre, x = "Year", palette = sns.color_p
plt.show() plt.show()
plt.xticks(rotation = 90) plt.xticks(rotation = 90)
games_fig2_pre = sns.histplot(data = games_pre, x = "Year", hue = "Genre", multiple = "stack", shrink = 0.65) games_fig2_pre = sns.histplot(data = games_pre, x = "Year", hue = "Genre", multiple = "stack", kde = True)
plt.show() plt.show()
plt.xticks(rotation = 90) plt.xticks(rotation = 90)
games_fig_dur = sns.barplot(data = games_dur, x = "Year", y = "NA_Sales") games_fig_dur = sns.histplot(data = games_dur, x = "Year", kde = True)
plt.xlabel("Years")
plt.ylabel("Sales in North America (Canada, USA)")
plt.show() plt.show()
plt.xticks(rotation = 90) plt.xticks(rotation = 90)
games_fig_pos = sns.barplot(data = games_pos, x = "Year", y = "NA_Sales") games_fig_pos = sns.histplot(data = games_pos, x = "Year")
plt.show() plt.show()
plt.xticks(rotation = 90) plt.xticks(rotation = 90)
crime_CA_fig = sns.barplot(data = crime_CA, x = "year", y = "incidents", estimator=count_nonzero) crime_CA_fig = sns.histplot(data = crime_CA, x = "year")
plt.show()
plt.xticks(rotation = 90)
crime_US_fig = sns.histplot(data = crime_US, x = "report_year")
plt.show()
games_dur['Violent_US'] = crime_US['violent_crimes']
games_dur['NA_Sales'] = games_dur['NA_Sales'].multiply(1000)
plt.xticks(rotation = 90)
games_violence_US = sns.relplot(data = games_dur, x = 'NA_Sales', y = 'Violent_US')
plt.show() plt.show()