ventas_clientes.csv

codigo_cliente,VENTA_2021,VENTA_2022,VENTA_2023
28,588.77,538.37,193.13
1005,0.0,14.59,0.0
1010,46.61,58.35,23.36
1017,59.24,12.69,2.38
1019,6723.96,3886.91,24813.5
1023,158.4,-1.9,0.0
1025,123.28,206.51,12.13
1032,5.98,48.41,98.8
1034,0.0,64.43,0.0
1035,0.0,1.31,155.2
1043,1911.36,0.0,332.93
1047,41.12,96.55,0.0
1048,3.79,10.63,0.0
1049,39.6,1933.61,1284.87
1053,403.86,724.41,199.16
1078,11.72,0.0,0.0
1086,0.0,0.0,90.83
1112,609.96,0.0,0.0
1113,2.3,149.26,0.47
1116,187.92,10.58,0.0
1121,951.78,1224.24,109.03
1128,17183.42,18934.66,12847.35
1147,221.03,646.43,52.38
1151,1.39,105.4,75.13
1161,21004.39,29097.1,8994.54
1166,534.75,0.0,0.0
1175,951.77,0.0,0.0
1177,35.69,751.51,2373.02
1193,6186.01,5413.02,5368.96
1196,3060.46,3635.13,250.72
1199,9.74,0.0,0.0
1202,39.58,0.0,0.0
1205,16.28,83.37,0.0
1210,78.02,50.63,0.0
1218,166.45,749.09,1064.56
1221,0.0,0.0,0.0
1232,1900.53,3892.85,48.69
1233,4101.47,10054.13,4403.4
1249,1083.56,1314.74,33.17
1250,100.86,157.38,0.0
1280,0.0,0.0,22.19
1290,30.53,11.76,0.0
1303,161.64,67.26,35.23
1307,412.94,246.37,0.0
1313,232.27,177.76,40.44
1315,21.73,425.03,89.98
1316,894.42,869.3,70.25
1323,22.78,0.0,0.0
1324,116.61,17.62,0.0
1341,0.0,6.96,0.0
1348,878.82,18.95,1321.35
1351,14.09,0.0,0.0
1352,48.1,0.15,0.15
1372,31.08,5.3,76.76
1381,23089.06,21599.06,22807.94
1402,20.5,7.65,192.45
1403,50769.81,50387.92,35065.35
1404,989.34,1952.12,1686.62
1408,351.82,23.45,34.73
1411,0.0,0.0,19.78
1421,10938.99,9265.72,8689.24
1427,20.34,140.65,0.0
1436,3.76,0.4,22.23
1444,0.0,27.46,0.0
1447,5.68,1289.83,5649.54
1455,38.48,24.23,0.0
1457,47.57,26.74,40.9
1480,54.38,95.35,39.04
1486,13813.34,13208.81,9004.38
1494,329.65,1617.48,155.71
1496,56.78,0.0,0.0
1497,1114.49,883.78,240.18
1505,70.66,172.55,57.93
1523,67.78,330.05,220.56
1529,121.29,84.72,0.0
1541,19716.8,28116.11,8516.29
1543,962.42,106.57,2563.61
1552,0.0,133.46,0.0
1573,0.0,22.05,0.0
1575,2850.29,954.72,3244.45
1581,206.23,100.4,8.29
1590,145.63,110.5,121.04
1591,306.34,0.0,459.77
1597,287.14,401.15,256.96
1598,76.92,122.16,185.39
1609,617.8,222.64,65.0
1617,60.41,40.27,90.06
1627,6.36,5.42,0.0
1630,2513.34,2814.98,3373.5
1637,683.84,1575.99,749.17
1645,353.52,10.84,0.0
1648,345.23,895.68,608.23
1652,804.02,25.5,0.0
1653,3686.03,512.26,139.68
1659,12.04,0.0,0.0
1665,9742.26,6383.35,7196.88
1672,0.0,0.0,86.7
1677,0.0,30.83,0.0
1682,18.33,91.0,0.0
1691,210.44,0.0,0.0
1692,14362.96,20962.0,9290.47
1694,213.5,129.0,0.0
1853,15757.4,6852.26,13449.7
1897,16.16,600.32,0.0
1978,388.37,20.05,13.69
2003,512.47,87.6,0.0
2011,95.61,0.0,34.89
2021,234.32,0.0,0.0
2023,1.96,58.43,127.32
2038,160.36,199.15,532.09
2053,32.91,223.3,0.0
2061,0.0,34.6,102.73
2064,0.0,1.43,0.0
2076,55.34,63.7,0.0
2085,5.12,0.0,0.0
2087,63.35,215.0,46.0
2089,0.0,2.81,0.0
2095,29.48,0.0,10.45
2098,1548.32,2832.1,5898.45
2101,447.04,508.96,547.94
2105,52.86,0.0,46.81
2110,2288.15,24.79,62.59
2132,969.67,1094.57,605.26
2139,3822.49,2752.78,225.32
2145,3.6,3.43,0.0
2157,286.47,662.58,111.6
2175,0.0,24.66,0.0
2178,37.76,0.0,0.0
2181,28.96,0.0,8.86
2183,120.05,15.08,32.57
2186,482.25,0.0,29.93
2190,5320.71,7293.13,7570.83
2192,2003.75,2672.05,2890.7
2194,15261.22,1988.98,0.0
2198,22.41,0.0,0.0
2199,35.11,0.0,0.0
2204,19125.5,23568.47,20251.95
2231,0.0,471.41,0.0
2232,0.0,19.34,0.0
2247,31110.35,33941.15,22854.7
2252,18346.15,3960.3,1157.82
2267,1127.84,744.35,1244.83
2271,351.75,825.73,827.34
2279,1709.86,1723.74,1970.96
2282,44.46,0.0,0.0
2305,19082.19,18341.71,9550.29
2308,22720.66,17946.25,6262.1
2387,18.67,0.0,199.15
2422,0.0,206.17,67.52
2423,757.1,411.16,703.47
2459,0.0,8.35,0.0
2484,493.5,1341.97,7648.37
2523,2670.01,693.66,125.77
2592,0.0,0.0,2.6
3001,0.0,0.0,3494.86
3003,4900.74,2497.62,6805.36
3016,18900.5,33069.84,30083.38
3020,255.0,181.41,0.0
4063,0.0,0.0,248.22
4065,3959.99,173.77,0.0
4067,70.17,182.16,0.0
4110,375.94,93.76,0.0
4127,2153.37,1701.14,396.6
4349,313.1,0.0,0.0
4350,836.05,893.45,807.0
5018,8680.1,9109.5,2809.18
5022,5162.7,4416.85,3918.35
5037,9190.47,7722.2,5901.89
5072,47.05,0.0,0.0
5277,10.06,30.7,0.0
5295,8712.27,14207.02,6594.96
5299,872.25,480.32,339.86
6000,1656.68,2554.02,5401.54
6007,7714.73,0.0,0.0
6041,5933.44,4967.43,1151.04
6042,4769.8,12015.35,0.0
6048,21728.26,4074.67,0.0
6053,2379.77,232.91,506.02
6062,8376.87,8994.07,6828.83
6066,5.19,0.0,0.0
6077,13641.17,11362.62,8898.16
6079,871.53,9985.57,2605.2
6089,979.41,436.85,760.04
6110,3046.84,1181.71,130.24
6144,13386.6,18315.24,3635.4
6145,218.92,319.62,75.52
6152,5.44,0.0,0.0
6163,287.8,300.62,2162.38
6168,0.0,57.82,132.09
6169,664.9,0.0,0.0
6174,583.56,0.0,0.0
6180,2547.45,143.0,136.62
6181,95.72,29.26,0.0
6185,3612.57,5133.54,61.67
6189,363.32,352.04,1083.95
6216,20.87,0.0,0.0
6279,5006.11,3412.68,3246.11
6295,1557.55,658.82,263.35
6470,37.96,71.25,377.01
6475,13.55,434.21,775.17
6503,3791.3,3950.65,3044.52
6506,19157.69,24141.2,21990.91
6508,264.27,492.82,265.74
6511,1291.3,66.95,1655.28
6515,916.54,784.46,1340.26
6522,452.69,20.74,31.65
6533,86.94,166.45,81.72
6542,26579.92,29843.95,7163.53
6553,1392.3,13.35,537.76
6559,7515.59,9181.28,5661.11
6561,256.19,0.0,27.45
6567,215.81,110.95,480.74
6580,82.27,75.99,0.0
6586,178.28,0.0,0.0
6588,3399.41,80.97,884.45
6593,38169.6,57038.57,42122.91
6595,154.8,0.0,5.72
6597,469.16,19.24,61.67
6648,0.0,75.09,0.0
7028,2188.26,924.82,310.8
7034,0.0,11539.4,13244.63
7035,3656.42,2452.09,2119.42
7046,18.57,153.0,197.79
7068,23952.57,3776.27,1134.16
7073,2444.82,1404.44,1752.61
7078,0.0,281.82,0.0
7081,689.59,488.12,196.31
7084,755.17,331.37,42.69
7095,40.24,0.0,0.0
7097,1035.16,117.37,0.0
7115,799.55,1227.38,79.3
7136,7483.65,5566.72,2128.24
7141,3529.91,4887.73,3100.09
7143,2.55,0.0,0.0
7147,25.96,1263.4,565.8
7165,0.0,3.64,0.0
7179,3501.86,2110.08,2568.22
7184,6.98,58.07,98.22
7191,1831.09,340.13,165.99
7201,98.96,0.0,0.0
7219,3761.16,2830.71,3083.04
7221,990.21,2238.25,1035.75
7224,926.28,3.06,0.0
7243,817.8,392.28,319.35
7331,22.82,0.0,0.0
7335,20609.02,36223.86,31380.04
7340,5406.59,1452.71,1401.67
7451,13810.62,13308.86,12960.45
7480,0.0,16.57,0.0
7486,314.63,372.45,736.45
7525,1394.2,1760.39,121.19
7526,487.23,587.35,199.06
7531,461.89,81.38,28.98
7532,860.35,146.74,27.7
7551,382.53,100.46,306.37
7589,0.0,1205.01,0.0
7593,3492.24,3594.95,3105.62
7595,249.65,166.17,391.96
7598,483.61,848.69,163.29
7606,119.24,101.28,25.9
7622,1373.28,4285.9,3601.54
7628,280.58,20.73,66.28
7629,21711.66,11500.9,7049.03
7655,0.0,0.0,12.72
7657,93.18,37.35,12.49
7667,8496.17,3187.03,4316.81
7670,81.73,1.79,0.0
7677,0.0,0.0,13.73
7701,31255.63,33524.76,34460.14
7702,13257.91,8424.91,16052.2
7707,176.45,0.0,0.0
7715,0.0,17.04,232.56
7721,0.0,0.0,291.4
7722,99.2,0.0,0.0
7751,1363.62,1104.52,616.87
7762,1097.86,0.0,122.96
7763,31280.73,30733.28,25277.49
7777,14196.25,7407.97,680.95
7778,1508.44,655.5,558.66
7791,51415.29,41403.33,84767.39
7804,545.3,0.0,0.0
7806,2136.49,2385.66,5169.26
8060,8296.58,8530.03,7051.92
8063,4357.65,11269.69,3980.5
8078,3.33,0.0,0.0
8131,22.24,0.0,0.0
8151,0.0,93.0,0.0
8160,40.28,0.0,0.0
8163,1028.13,384.82,1062.68
8183,212.73,20.97,61.69
8203,0.0,160.06,319.73
8222,339.43,81.74,949.4
8227,2266.51,2560.84,1806.08
8573,52.15,248.52,43.42
8953,154.33,10.98,0.0
8955,7040.77,4827.08,2441.45
8983,208.04,236.34,106.73
10004,2616.97,4786.5,-703.93
10005,338.55,309.25,2341.45
10018,792.93,57.65,232.42
10245,277.08,0.68,159.2
10292,369.16,37.66,8.88
11001,6703.67,3515.07,65.63
11077,0.0,34988.3,34670.02
12021,5899.36,1356.5,164.46
12024,188.37,0.0,0.0
12025,109.52,468.73,245.04
12036,23.98,0.0,0.0
12057,1025.37,716.78,688.47
12060,103.8,0.0,0.0
12089,0.0,757.44,478.18
12106,1018.73,930.8,19.91
12197,10792.18,11079.91,8985.24
12564,2789.39,396.59,705.56
12566,7523.91,6844.17,7157.68
12584,5702.22,101.91,0.0
12585,395.56,728.59,0.0
12586,5.5,134.63,327.09
12595,2686.78,1434.79,3764.35
12607,6382.97,1073.04,0.0
12612,22180.1,25988.59,18772.04
12618,917.28,55.98,0.0
13197,19.36,96.15,27.98
13244,11574.66,16509.53,14452.24
14023,9540.81,10090.83,5927.07
14030,8509.97,9152.49,9322.88
14047,1857.32,1673.54,2453.15
14054,5477.06,4335.83,83.54
14055,0.0,0.0,98.78
14064,6145.37,3422.69,1726.94
14079,1587.44,2139.54,3765.31
14104,12681.3,18405.77,19835.46
14155,0.0,688.99,0.0
14164,0.0,0.0,0.0
14165,1507.37,5276.25,6668.25
14169,2.94,8.17,0.0
14177,57420.71,46366.25,38006.45
14182,870.03,1444.8,281.95
14185,635.68,27.1,0.0
14186,17.81,363.47,687.66
16011,58.34,0.0,0.0
21001,375.0,0.0,0.0
24051,21.58,0.0,59.51
60169,0.0,0.0,102.4
60224,0.0,0.0,172.0
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60256,0.0,0.0,92.95
78000,45.11,0.0,0.0
78001,16.3,0.0,0.0
78002,35.8,0.0,0.0
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78005,17.81,0.0,0.0
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78016,429.0,0.0,0.0
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78018,537.48,409.24,0.0
78019,731.85,0.0,0.0
78020,1764.56,51.31,374.29
78022,166.5,0.0,0.0
78023,68.15,26.87,94.37
78024,45.67,0.0,0.0
78025,448.09,0.0,0.0
78026,8.09,0.0,43.67
78028,769.59,6158.52,1112.17
78029,537.45,1048.5,244.41
78030,69.94,0.0,0.0
78031,0.0,0.0,0.0
78033,12.48,0.0,0.0
78034,75.67,61.16,150.69
78035,38.7,0.0,0.0
78036,17.38,0.0,0.0
78037,28.49,0.0,0.0
78038,227.42,179.42,35.24
78040,3.29,0.0,0.0
78041,177.32,0.0,0.0
78044,75.54,0.0,0.0
78046,182.52,0.0,0.0
78047,42.37,4.02,0.0
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78050,1347.79,5.89,751.1
78051,262.4,0.0,0.0
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78062,161.7,0.0,96.66
78063,196.53,0.0,0.0
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78069,48.47,0.0,0.0
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78073,2499.15,0.0,0.0
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78089,87.75,0.0,38.5
78090,266.98,13.09,596.03
78091,21.23,0.0,0.0
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78093,1021.27,0.0,442.82
78094,1058.63,0.0,0.0
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78096,104.71,1382.98,23.75
78097,55.04,0.0,0.0
78099,13.01,0.0,0.0
78100,652.36,1398.9,597.1
78102,6004.13,2599.28,4827.69
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78110,52.04,0.0,0.0
78113,24.75,0.0,4.26
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78116,9213.52,29781.53,25929.89
78117,27.14,51.3,0.0
78118,34.75,0.0,0.0
78121,320.46,0.0,0.0
78122,3499.07,4144.74,3881.95
78123,52.83,0.0,0.0
78124,0.0,0.0,0.0
78125,1613.25,0.0,0.0
78126,380.51,0.0,0.0
78127,2285.6,0.0,0.0
78128,212.97,3.16,0.0
78129,2384.58,9062.69,8936.5
78130,23.59,0.0,0.0
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78133,118.14,0.0,0.0
78134,51.04,0.0,0.0
78135,10.86,0.0,0.0
78136,1201.4,0.0,0.0
78137,316.94,654.75,251.37
78138,131.16,0.0,0.0
78139,285.31,138.47,0.0
78140,13.31,0.0,0.0
78141,15.49,0.0,0.0
78142,85.31,0.0,0.0
78143,56.8,0.0,0.0
78144,32.38,0.0,0.0
78145,136.73,2751.53,850.54
78147,26.23,10.08,5.35
78148,23.02,0.0,0.0
78150,29.33,0.0,0.0
78151,204.01,0.0,0.0
78154,7.34,0.0,0.0
78155,7337.53,10784.96,10233.65
78157,14.91,0.0,0.0
78159,215.63,0.0,0.0
78162,31.86,19.22,0.0
78163,44.46,0.0,0.0
78164,19.64,0.0,0.0
78165,52.68,0.0,0.0
78166,3.98,0.0,0.0
78167,35.04,19.16,0.0
78168,25.09,0.0,0.0
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85523,0.0,0.0,617.98
85525,0.0,0.0,58.49
85526,0.0,0.0,291.24
85528,0.0,0.0,406.51
85530,0.0,0.0,9.68
85531,0.0,0.0,82.4
85532,0.0,0.0,23.87
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85534,0.0,0.0,1983.22
85535,0.0,0.0,194.35
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85537,0.0,0.0,8.29
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85539,0.0,0.0,2623.5
85541,0.0,0.0,27.07
85542,0.0,0.0,80.17
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85545,0.0,0.0,39.6
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85548,0.0,0.0,180.0
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85560,0.0,0.0,41.1
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85575,0.0,0.0,14.14
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85577,0.0,0.0,55.49
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85579,0.0,0.0,256.8
85580,0.0,0.0,29.1
85581,0.0,0.0,19.21
85582,0.0,0.0,1133.09
85583,0.0,0.0,22.73
85584,0.0,0.0,64.8
85585,0.0,0.0,319.17
85586,0.0,0.0,13.38
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85588,0.0,0.0,9.8
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85590,0.0,0.0,36.0
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85595,0.0,0.0,3.07
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85599,0.0,0.0,712.94
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85601,0.0,0.0,160.0
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85603,0.0,0.0,78.47
85604,0.0,0.0,251.61
85605,0.0,0.0,330.75
85606,0.0,0.0,240.0
85608,0.0,0.0,240.0
85609,0.0,0.0,240.0
85610,0.0,0.0,200.0
85611,0.0,0.0,139.25
85612,0.0,0.0,1067.03
85613,0.0,0.0,248.86
85615,0.0,0.0,24.33
85616,0.0,0.0,2.69
85618,0.0,0.0,199.31
85619,0.0,0.0,115.28
85620,0.0,0.0,52.41
85621,0.0,0.0,255.45
85622,0.0,0.0,53.1
85623,0.0,0.0,23.54
85624,0.0,0.0,25.29
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85626,0.0,0.0,1.07
85627,0.0,0.0,43.56
85628,0.0,0.0,232.66
85629,0.0,0.0,11.81
85630,0.0,0.0,120.34
85631,0.0,0.0,240.0
85633,0.0,0.0,77.3
85634,0.0,0.0,24.24
85635,0.0,0.0,130.0
85636,0.0,0.0,82.91
85637,0.0,0.0,164.51
85638,0.0,0.0,211.84
85639,0.0,0.0,2580.54
85640,0.0,0.0,61.55
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85644,0.0,0.0,275.0
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85647,0.0,0.0,14.95
85649,0.0,0.0,5.75
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85651,0.0,0.0,127.59
85652,0.0,0.0,1823.25
85653,0.0,0.0,1990.36
85655,0.0,0.0,249.9
85657,0.0,0.0,1390.82
85658,0.0,0.0,109.31
85659,0.0,0.0,28.71
85660,0.0,0.0,255.24
85661,0.0,0.0,109.25
85662,0.0,0.0,192.16
85663,0.0,0.0,248.87
85664,0.0,0.0,35.03
85665,0.0,0.0,671.75
85666,0.0,0.0,38.0
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85670,0.0,0.0,42.42
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85672,0.0,0.0,196.09
85673,0.0,0.0,40.78
85674,0.0,0.0,5.82
85675,0.0,0.0,2496.91
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85680,0.0,0.0,738.88
85681,0.0,0.0,101.64
85682,0.0,0.0,0.0
85683,0.0,0.0,199.75
85685,0.0,0.0,334.1
85686,0.0,0.0,240.0
85687,0.0,0.0,597.94
85688,0.0,0.0,49.6
85689,0.0,0.0,111.13
85691,0.0,0.0,63.46
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85693,0.0,0.0,184.17
85694,0.0,0.0,2.05
85695,0.0,0.0,162.89
85696,0.0,0.0,2192.64
85697,0.0,0.0,166.55
85698,0.0,0.0,0.85
85699,0.0,0.0,189.0
85701,0.0,0.0,82.32
85702,0.0,0.0,23.19
85704,0.0,0.0,339.13
85705,0.0,0.0,27.92
85706,0.0,0.0,32.9
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85709,0.0,0.0,36.63
85710,0.0,0.0,59.63
85712,0.0,0.0,114.0
85713,0.0,0.0,1473.46
85714,0.0,0.0,37.98
85715,0.0,0.0,1.65
85717,0.0,0.0,207.28
85718,0.0,0.0,68.15
85720,0.0,0.0,286.33
85721,0.0,0.0,114.04
85723,0.0,0.0,17.65
85724,0.0,0.0,253.34
85725,0.0,0.0,49.3
85726,0.0,0.0,217.79
85728,0.0,0.0,24.55
85750,0.0,0.0,56.0
90016,72.96,43.67,31.79
90099,29.95,126.1,40.66
90133,49.69,0.0,0.0
90174,192.24,75.42,14.85
90251,244.07,127.52,165.53
90265,867.53,2567.97,438.3
90330,0.0,0.0,0.0
90384,153.32,1009.85,1257.31
90406,3.87,174.52,0.0
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90742,5301.48,4279.07,5750.22
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90866,134.93,158.76,805.78
90876,15857.38,16105.58,7096.03
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90904,0.0,21.56,0.0
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91863,2257.13,1225.01,1650.95
91876,1743.13,1462.34,1422.17
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91905,4390.91,843.56,0.0
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97143,0.0,66.24,21.83
97148,47720.35,50157.34,57860.77
98018,647.15,873.43,1352.26
98022,421.17,327.06,166.93
98024,16.46,0.69,0.0
98026,161.23,15.84,172.15
98027,190.94,1488.81,217.24
98156,0.0,61.49,50.46
98317,13370.24,20997.48,18452.54
98406,106.02,1.66,0.0