├── README.md ├── churn-prediction.ipynb └── data ├── churn-bigml-20.csv └── churn-bigml-80.csv /README.md: -------------------------------------------------------------------------------- 1 | # Churn Prediction with PySpark 2 | 3 | This Jupyter notebook runs through a simple tutorial of how churn prediction can be performed using Apache Spark. 4 | 5 | It uses the Python API to perform basic analysis on the Orange Telco Churn Data, generate decision tree models using MLlib and construct a model selection pipeline with the ML package. 6 | 7 | The notebook can be [viewed here](http://nbviewer.jupyter.org/github/bensadeghi/pyspark-churn-prediction/blob/master/churn-prediction.ipynb). 8 | 9 | -------------------------------------------------------------------------------- /data/churn-bigml-20.csv: -------------------------------------------------------------------------------- 1 | State,Account length,Area code,International plan,Voice mail plan,Number vmail messages,Total day minutes,Total day calls,Total day charge,Total eve minutes,Total eve calls,Total eve charge,Total night minutes,Total night calls,Total night charge,Total intl minutes,Total intl calls,Total intl charge,Customer service calls,Churn 2 | LA,117,408,No,No,0,184.5,97,31.37,351.6,80,29.89,215.8,90,9.71,8.7,4,2.35,1,False 3 | IN,65,415,No,No,0,129.1,137,21.95,228.5,83,19.42,208.8,111,9.4,12.7,6,3.43,4,True 4 | NY,161,415,No,No,0,332.9,67,56.59,317.8,97,27.01,160.6,128,7.23,5.4,9,1.46,4,True 5 | SC,111,415,No,No,0,110.4,103,18.77,137.3,102,11.67,189.6,105,8.53,7.7,6,2.08,2,False 6 | HI,49,510,No,No,0,119.3,117,20.28,215.1,109,18.28,178.7,90,8.04,11.1,1,3.0,1,False 7 | AK,36,408,No,Yes,30,146.3,128,24.87,162.5,80,13.81,129.3,109,5.82,14.5,6,3.92,0,False 8 | MI,65,415,No,No,0,211.3,120,35.92,162.6,122,13.82,134.7,118,6.06,13.2,5,3.56,3,False 9 | ID,119,415,No,No,0,159.1,114,27.05,231.3,117,19.66,143.2,91,6.44,8.8,3,2.38,5,True 10 | VA,10,408,No,No,0,186.1,112,31.64,190.2,66,16.17,282.8,57,12.73,11.4,6,3.08,2,False 11 | WI,68,415,No,No,0,148.8,70,25.3,246.5,164,20.95,129.8,103,5.84,12.1,3,3.27,3,False 12 | MN,74,510,No,Yes,33,193.7,91,32.93,246.1,96,20.92,138.0,92,6.21,14.6,3,3.94,2,False 13 | HI,85,415,No,No,0,235.8,109,40.09,157.2,94,13.36,188.2,99,8.47,12.0,3,3.24,0,False 14 | MN,46,415,No,No,0,214.1,72,36.4,164.4,104,13.97,177.5,113,7.99,8.2,3,2.21,2,False 15 | VT,128,510,No,Yes,29,179.3,104,30.48,225.9,86,19.2,323.0,78,14.54,8.6,7,2.32,0,False 16 | LA,155,415,No,No,0,203.4,100,34.58,190.9,104,16.23,196.0,119,8.82,8.9,4,2.4,0,True 17 | MT,73,415,No,No,0,160.1,110,27.22,213.3,72,18.13,174.1,72,7.83,13.0,4,3.51,0,False 18 | ID,77,415,No,No,0,251.8,72,42.81,205.7,126,17.48,275.2,109,12.38,9.8,7,2.65,2,True 19 | MA,108,415,No,No,0,178.3,137,30.31,189.0,76,16.07,129.1,102,5.81,14.6,5,3.94,0,False 20 | KY,95,408,No,No,0,135.0,99,22.95,183.6,106,15.61,245.3,102,11.04,12.5,9,3.38,1,False 21 | MI,36,510,No,Yes,29,281.4,102,47.84,202.2,76,17.19,187.2,113,8.42,9.0,6,2.43,2,False 22 | CO,141,415,No,Yes,32,148.6,91,25.26,131.1,97,11.14,219.4,142,9.87,10.1,1,2.73,1,False 23 | AZ,63,415,No,No,0,58.9,125,10.01,169.6,59,14.42,211.4,88,9.51,9.4,3,2.54,1,False 24 | ID,97,408,No,No,0,239.8,125,40.77,214.8,111,18.26,143.3,81,6.45,8.7,5,2.35,2,False 25 | CA,75,408,No,No,0,166.3,125,28.27,158.2,86,13.45,256.7,80,11.55,6.1,5,1.65,1,False 26 | WA,127,408,No,No,0,146.7,91,24.94,203.5,78,17.3,203.4,110,9.15,13.7,3,3.7,1,False 27 | LA,121,408,No,No,0,181.5,121,30.86,218.4,98,18.56,161.6,103,7.27,8.5,5,2.3,1,False 28 | NE,117,415,No,No,0,102.8,119,17.48,206.7,91,17.57,299.0,105,13.46,10.1,7,2.73,1,False 29 | OH,65,408,No,No,0,187.9,116,31.94,157.6,117,13.4,227.3,86,10.23,7.5,6,2.03,1,False 30 | MO,6,510,No,No,0,183.6,117,31.21,256.7,72,21.82,178.6,79,8.04,10.2,2,2.75,1,False 31 | AL,32,510,No,No,0,230.9,87,39.25,187.4,90,15.93,154.0,53,6.93,6.3,2,1.7,0,False 32 | NH,64,408,No,Yes,27,182.1,91,30.96,169.7,98,14.42,164.7,86,7.41,10.6,5,2.86,2,False 33 | NM,25,415,No,No,0,119.3,87,20.28,211.5,101,17.98,268.9,86,12.1,10.5,4,2.84,3,False 34 | OR,65,415,No,No,0,116.8,87,19.86,178.9,93,15.21,182.4,150,8.21,14.1,2,3.81,1,False 35 | MI,127,415,No,No,0,202.1,103,34.36,229.4,86,19.5,195.2,113,8.78,11.5,3,3.11,2,False 36 | AZ,93,415,No,No,0,271.6,71,46.17,229.4,108,19.5,77.3,121,3.48,10.9,3,2.94,2,False 37 | TX,208,510,No,No,0,326.5,67,55.51,176.3,113,14.99,181.7,102,8.18,10.7,6,2.89,2,True 38 | IN,122,415,No,No,0,243.8,98,41.45,83.9,72,7.13,179.8,84,8.09,13.7,8,3.7,2,False 39 | LA,99,415,No,No,0,241.1,72,40.99,155.6,98,13.23,188.2,109,8.47,11.6,10,3.13,1,False 40 | MS,65,415,No,No,0,136.1,112,23.14,272.9,96,23.2,220.2,104,9.91,4.4,2,1.19,1,False 41 | IN,65,415,No,No,0,213.4,111,36.28,234.5,94,19.93,250.1,123,11.25,2.7,4,0.73,1,False 42 | KY,45,415,No,Yes,22,196.6,84,33.42,313.2,92,26.62,163.3,108,7.35,11.9,3,3.21,0,False 43 | MN,139,510,No,No,0,134.4,106,22.85,211.3,98,17.96,193.6,125,8.71,10.2,2,2.75,5,True 44 | WY,215,510,No,No,0,83.6,148,14.21,120.9,91,10.28,226.6,110,10.2,10.7,9,2.89,0,False 45 | AZ,94,408,No,No,0,181.8,85,30.91,202.4,98,17.2,245.9,97,11.07,9.2,2,2.48,4,False 46 | NM,119,510,No,Yes,23,154.0,114,26.18,278.0,137,23.63,228.4,112,10.28,11.8,4,3.19,2,False 47 | MI,86,510,No,Yes,41,119.0,101,20.23,230.0,134,19.55,236.9,58,10.66,9.5,3,2.57,0,False 48 | FL,106,408,No,Yes,32,165.9,126,28.2,216.5,93,18.4,173.1,86,7.79,14.1,8,3.81,4,False 49 | KS,92,408,Yes,No,0,62.6,111,10.64,180.6,126,15.35,221.7,80,9.98,10.4,2,2.81,1,True 50 | SC,78,510,No,No,0,168.3,110,28.61,221.2,73,18.8,241.0,136,10.85,12.5,1,3.38,1,False 51 | NC,155,408,No,No,0,262.4,55,44.61,194.6,113,16.54,146.5,85,6.59,8.3,6,2.24,2,False 52 | MO,64,510,No,Yes,48,94.4,104,16.05,136.2,101,11.58,147.4,89,6.63,4.5,4,1.22,0,False 53 | WA,83,415,No,No,0,221.4,103,37.64,231.8,103,19.7,122.5,100,5.51,9.8,5,2.65,3,False 54 | SD,144,408,No,Yes,48,189.8,96,32.27,123.4,67,10.49,214.2,106,9.64,6.5,2,1.76,2,True 55 | MT,143,415,No,No,0,172.3,97,29.29,174.0,108,14.79,188.2,119,8.47,13.0,4,3.51,2,False 56 | MN,81,415,No,No,0,198.4,93,33.73,210.9,108,17.93,193.3,71,8.7,10.4,6,2.81,2,False 57 | SD,145,408,No,Yes,24,147.5,90,25.08,175.7,108,14.93,252.1,102,11.34,15.6,3,4.21,2,False 58 | OK,89,510,No,No,0,303.9,95,51.66,260.9,114,22.18,312.1,89,14.04,5.3,3,1.43,1,True 59 | CT,199,415,No,Yes,34,230.6,121,39.2,219.4,99,18.65,299.3,94,13.47,8.0,2,2.16,0,False 60 | CT,96,415,No,Yes,37,172.7,93,29.36,120.1,116,10.21,216.1,86,9.72,10.3,5,2.78,5,True 61 | MN,94,415,No,No,0,181.5,98,30.86,199.9,88,16.99,287.7,114,12.95,6.6,5,1.78,1,False 62 | FL,127,415,No,No,0,266.6,106,45.32,264.8,168,22.51,207.2,119,9.32,5.9,2,1.59,1,True 63 | RI,121,408,No,No,0,170.4,108,28.97,350.5,68,29.79,297.0,87,13.37,11.2,3,3.02,0,True 64 | IN,122,408,No,No,0,296.4,99,50.39,214.8,89,18.26,133.9,107,6.03,11.4,3,3.08,4,True 65 | AL,121,408,No,Yes,35,68.7,95,11.68,209.2,69,17.78,197.4,42,8.88,11.4,4,3.08,1,False 66 | OR,77,510,No,No,0,233.8,104,39.75,266.5,94,22.65,212.7,104,9.57,7.6,3,2.05,2,False 67 | MS,64,408,Yes,No,0,236.2,77,40.15,218.6,85,18.58,194.1,97,8.73,13.2,2,3.56,2,True 68 | CA,124,408,Yes,No,0,244.6,89,41.58,188.8,80,16.05,206.0,114,9.27,11.3,4,3.05,1,False 69 | DE,148,415,No,No,0,124.4,83,21.15,179.7,81,15.27,253.0,99,11.39,11.3,6,3.05,0,False 70 | MS,77,408,No,No,0,230.0,87,39.1,103.2,138,8.77,309.6,136,13.93,11.3,3,3.05,2,False 71 | NC,135,415,No,No,0,201.8,81,34.31,225.0,114,19.13,204.4,82,9.2,10.3,6,2.78,1,False 72 | SD,87,415,No,Yes,21,214.0,113,36.38,180.0,114,15.3,134.5,82,6.05,10.6,5,2.86,0,False 73 | NH,54,510,No,No,0,210.5,102,35.79,204.5,83,17.38,127.8,53,5.75,8.5,5,2.3,1,False 74 | MA,35,415,No,No,0,105.6,129,17.95,258.2,129,21.95,213.1,77,9.59,8.7,3,2.35,0,False 75 | TX,84,408,No,No,0,138.6,102,23.56,199.0,93,16.92,204.1,137,9.18,7.8,4,2.11,0,False 76 | OR,94,415,No,No,0,234.4,103,39.85,279.3,109,23.74,234.2,121,10.54,2.0,2,0.54,1,True 77 | UT,96,408,No,Yes,26,145.8,108,24.79,192.2,89,16.34,165.1,96,7.43,9.9,2,2.67,1,False 78 | NV,64,415,No,No,0,97.2,80,16.52,186.2,90,15.83,189.0,92,8.5,10.4,6,2.81,2,False 79 | NE,85,415,No,No,0,259.8,85,44.17,242.3,117,20.6,168.8,72,7.6,5.4,1,1.46,0,False 80 | AZ,117,408,No,No,0,239.9,84,40.78,174.8,106,14.86,209.5,93,9.43,9.8,2,2.65,0,False 81 | DC,112,415,No,Yes,16,221.6,110,37.67,130.2,123,11.07,200.0,108,9.0,11.3,3,3.05,1,False 82 | MA,129,510,Yes,No,0,192.9,131,32.79,185.5,101,15.77,205.2,130,9.23,10.9,4,2.94,1,False 83 | AZ,140,408,No,No,0,173.2,91,29.44,196.8,106,16.73,209.3,128,9.42,11.2,5,3.02,3,False 84 | MI,81,415,No,No,0,153.5,99,26.1,197.6,102,16.8,198.5,86,8.93,6.3,2,1.7,2,False 85 | TX,70,510,No,No,0,59.5,103,10.12,257.2,106,21.86,208.3,86,9.37,11.1,6,3.0,0,False 86 | ID,79,510,No,Yes,21,264.3,79,44.93,202.8,118,17.24,173.4,92,7.8,6.3,3,1.7,4,False 87 | AL,85,408,No,No,0,127.9,107,21.74,271.2,124,23.05,202.2,76,9.1,12.5,5,3.38,0,False 88 | SD,91,510,No,No,0,149.0,115,25.33,245.3,105,20.85,260.0,94,11.7,8.3,3,2.24,0,False 89 | LA,149,415,No,Yes,20,198.9,77,33.81,274.0,88,23.29,190.7,76,8.58,14.3,9,3.86,1,False 90 | AZ,60,415,No,No,0,98.2,88,16.69,180.5,69,15.34,223.6,69,10.06,9.3,2,2.51,2,False 91 | RI,115,408,No,No,0,147.9,109,25.14,228.4,117,19.41,299.7,90,13.49,9.6,9,2.59,3,False 92 | OH,144,415,No,Yes,18,106.4,109,18.09,108.1,113,9.19,208.4,111,9.38,10.1,5,2.73,1,False 93 | AZ,86,415,No,Yes,32,70.9,163,12.05,166.7,121,14.17,244.9,105,11.02,11.1,5,3.0,3,False 94 | MI,139,415,No,Yes,20,214.6,101,36.48,235.1,132,19.98,162.8,132,7.33,14.8,12,4.0,0,False 95 | NV,124,408,No,No,0,151.1,123,25.69,187.4,104,15.93,255.4,93,11.49,5.3,3,1.43,1,False 96 | MA,102,510,Yes,No,0,233.8,103,39.75,221.6,131,18.84,146.9,106,6.61,12.8,3,3.46,0,False 97 | IN,78,415,No,No,0,208.9,119,35.51,252.4,132,21.45,280.2,120,12.61,12.8,7,3.46,0,False 98 | AL,55,415,Yes,No,0,191.9,91,32.62,256.1,110,21.77,203.7,101,9.17,14.3,6,3.86,1,True 99 | RI,129,415,No,Yes,33,119.6,104,20.33,278.7,88,23.69,263.4,175,11.85,5.9,2,1.59,2,False 100 | ME,75,408,Yes,No,0,211.3,61,35.92,105.6,119,8.98,175.9,63,7.92,9.7,4,2.62,4,True 101 | SD,126,415,No,Yes,23,114.3,102,19.43,190.3,103,16.18,240.4,111,10.82,12.6,7,3.4,3,False 102 | MO,92,415,No,No,0,154.0,122,26.18,329.8,88,28.03,288.0,117,12.96,5.6,2,1.51,3,True 103 | OK,52,408,No,No,0,214.7,68,36.5,158.6,138,13.48,123.4,114,5.55,9.4,4,2.54,2,False 104 | IL,87,510,No,No,0,231.3,105,39.32,171.7,108,14.59,67.7,136,3.05,13.0,6,3.51,1,False 105 | NJ,95,415,No,Yes,22,40.9,126,6.95,133.4,90,11.34,264.2,91,11.89,11.9,7,3.21,0,False 106 | LA,67,510,No,No,0,310.4,97,52.77,66.5,123,5.65,246.5,99,11.09,9.2,10,2.48,4,False 107 | OR,165,415,No,No,0,216.6,126,36.82,190.8,104,16.22,224.7,123,10.11,12.4,8,3.35,0,False 108 | RI,150,415,No,Yes,29,209.9,77,35.68,158.0,52,13.43,141.9,113,6.39,6.6,1,1.78,0,False 109 | NC,26,415,No,No,0,234.5,109,39.87,216.5,129,18.4,191.6,94,8.62,3.5,6,0.95,3,False 110 | MD,79,510,No,Yes,31,103.1,90,17.53,243.0,135,20.66,76.4,92,3.44,12.2,8,3.29,3,False 111 | WI,69,510,Yes,No,0,279.8,90,47.57,248.7,91,21.14,171.0,118,7.69,8.4,10,2.27,2,True 112 | VT,95,510,Yes,Yes,41,136.8,91,23.26,200.8,61,17.07,133.7,67,6.02,10.3,9,2.78,5,True 113 | NY,157,415,No,No,0,224.5,111,38.17,200.7,99,17.06,116.6,118,5.25,11.5,2,3.11,2,False 114 | VT,80,415,No,No,0,160.6,103,27.3,237.0,109,20.15,245.1,88,11.03,10.7,1,2.89,1,False 115 | AZ,75,510,No,Yes,37,121.5,97,20.66,271.4,110,23.07,248.7,97,11.19,11.3,5,3.05,2,False 116 | WV,44,510,No,No,0,228.1,121,38.78,276.5,79,23.5,279.8,77,12.59,9.9,5,2.67,2,True 117 | OK,101,408,No,No,0,89.7,118,15.25,260.1,79,22.11,170.1,93,7.65,13.5,11,3.65,5,True 118 | WI,117,408,No,Yes,14,80.2,81,13.63,219.0,103,18.62,122.6,102,5.52,8.6,2,2.32,1,False 119 | PA,82,408,No,No,0,125.7,96,21.37,207.6,137,17.65,183.1,103,8.24,12.9,2,3.48,1,False 120 | NY,39,408,No,No,0,160.4,68,27.27,102.6,103,8.72,235.3,106,10.59,9.1,5,2.46,2,False 121 | NM,30,415,No,No,0,169.9,144,28.88,225.2,118,19.14,169.7,93,7.64,11.4,7,3.08,1,False 122 | NC,63,415,No,Yes,29,142.3,107,24.19,118.7,56,10.09,240.1,91,10.8,6.6,8,1.78,1,False 123 | WY,111,415,No,No,0,146.2,55,24.85,261.5,83,22.23,163.2,116,7.34,8.7,3,2.35,3,False 124 | PA,91,510,No,No,0,231.8,120,39.41,150.6,106,12.8,269.2,129,12.11,11.6,7,3.13,3,False 125 | NV,105,415,Yes,Yes,29,220.7,82,37.52,217.7,110,18.5,190.5,100,8.57,13.2,6,3.56,1,True 126 | WA,166,408,Yes,Yes,35,128.2,138,21.79,274.5,113,23.33,298.9,130,13.45,8.8,7,2.38,2,False 127 | FL,79,510,No,No,0,130.2,119,22.13,290.9,121,24.73,194.8,140,8.77,14.0,6,3.78,3,False 128 | ME,105,408,No,Yes,33,209.6,68,35.63,146.9,140,12.49,121.0,131,5.44,10.6,3,2.86,2,False 129 | LA,172,415,No,No,0,215.7,140,36.67,146.3,84,12.44,264.6,83,11.91,7.1,1,1.92,3,False 130 | KS,121,408,No,No,0,150.7,105,25.62,197.3,133,16.77,169.0,116,7.61,9.2,15,2.48,1,False 131 | ND,88,415,No,No,0,161.5,92,27.46,173.5,108,14.75,206.2,95,9.28,7.9,4,2.13,2,False 132 | WV,153,408,No,Yes,28,235.6,74,40.05,227.9,37,19.37,170.3,103,7.66,15.4,9,4.16,0,False 133 | AR,54,415,No,Yes,39,206.9,143,35.17,127.8,72,10.86,199.2,120,8.96,9.2,1,2.48,3,False 134 | CA,79,510,No,No,0,157.6,85,26.79,194.1,92,16.5,231.5,86,10.42,9.4,10,2.54,5,True 135 | MN,55,415,No,No,0,175.6,147,29.85,161.8,118,13.75,289.5,55,13.03,9.3,4,2.51,0,False 136 | MT,109,408,No,No,0,264.7,69,45.0,305.0,120,25.93,197.4,86,8.88,9.5,9,2.57,1,True 137 | SD,65,408,No,Yes,31,282.3,70,47.99,152.0,89,12.92,225.5,93,10.15,12.0,4,3.24,1,False 138 | MT,27,510,No,No,0,193.8,102,32.95,118.9,104,10.11,135.9,124,6.12,9.2,3,2.48,0,False 139 | WV,32,408,No,Yes,26,266.7,109,45.34,232.3,107,19.75,212.8,98,9.58,16.3,4,4.4,1,False 140 | CT,3,415,No,Yes,36,118.1,117,20.08,221.5,125,18.83,103.9,89,4.68,11.9,6,3.21,2,False 141 | DE,119,415,No,No,0,176.8,90,30.06,224.7,81,19.1,204.6,77,9.21,7.5,15,2.03,1,False 142 | LA,43,415,No,No,0,241.9,101,41.12,129.4,121,11.0,264.8,104,11.92,5.9,3,1.59,1,False 143 | KS,116,510,No,No,0,189.5,90,32.22,189.8,118,16.13,205.8,83,9.26,13.1,2,3.54,1,False 144 | WV,107,415,No,No,0,123.1,100,20.93,158.4,82,13.46,256.1,82,11.52,9.3,5,2.51,0,False 145 | ND,123,408,No,No,0,159.1,94,27.05,241.6,119,20.54,202.4,120,9.11,6.5,1,1.76,1,False 146 | AK,110,408,No,No,0,100.1,90,17.02,233.3,93,19.83,204.4,57,9.2,11.1,8,3.0,3,False 147 | ME,176,415,No,No,0,223.2,76,37.94,214.4,131,18.22,154.4,80,6.95,10.1,2,2.73,3,False 148 | MN,13,510,No,Yes,21,315.6,105,53.65,208.9,71,17.76,260.1,123,11.7,12.1,3,3.27,3,False 149 | KS,88,415,No,No,0,189.8,111,32.27,197.3,101,16.77,234.5,111,10.55,14.9,3,4.02,2,False 150 | NJ,92,510,No,Yes,29,155.4,110,26.42,188.5,104,16.02,254.9,118,11.47,8.0,4,2.16,3,False 151 | WI,165,510,No,No,0,154.2,91,26.21,268.6,108,22.83,188.8,99,8.5,10.9,4,2.94,6,False 152 | AR,156,415,No,No,0,178.8,94,30.4,178.4,97,15.16,169.2,77,7.61,7.5,3,2.03,1,False 153 | WA,63,408,No,No,0,149.3,104,25.38,273.6,75,23.26,206.6,72,9.3,9.1,4,2.46,0,False 154 | ID,83,415,Yes,Yes,32,94.7,111,16.1,154.4,98,13.12,200.4,109,9.02,10.6,6,2.86,2,False 155 | VA,158,415,No,No,0,222.8,101,37.88,203.0,128,17.26,210.6,106,9.48,6.9,2,1.86,2,False 156 | WV,115,510,Yes,No,0,249.9,95,42.48,242.5,104,20.61,151.7,121,6.83,15.3,6,4.13,1,True 157 | UT,103,510,No,Yes,36,87.2,92,14.82,169.3,110,14.39,166.7,80,7.5,10.9,5,2.94,6,True 158 | NJ,64,415,No,No,0,224.8,111,38.22,190.0,101,16.15,221.4,110,9.96,9.2,2,2.48,1,False 159 | MS,86,510,No,Yes,39,261.2,122,44.4,214.2,101,18.21,154.9,101,6.97,12.7,5,3.43,2,False 160 | ME,151,415,No,Yes,26,196.5,98,33.41,175.8,111,14.94,221.8,124,9.98,13.4,5,3.62,0,False 161 | NM,87,510,Yes,No,0,167.3,119,28.44,198.5,119,16.87,133.1,88,5.99,11.0,6,2.97,1,False 162 | TX,90,415,No,No,0,109.6,88,18.63,137.6,108,11.7,159.7,121,7.19,11.0,5,2.97,2,False 163 | LA,108,510,No,Yes,30,276.6,99,47.02,220.1,113,18.71,177.9,95,8.01,9.8,6,2.65,2,False 164 | TN,33,415,No,Yes,35,186.8,124,31.76,261.0,69,22.19,317.8,103,14.3,15.0,5,4.05,0,False 165 | WI,149,415,Yes,Yes,28,126.9,97,21.57,166.9,102,14.19,145.2,77,6.53,8.8,3,2.38,5,True 166 | MT,106,510,No,No,0,169.4,107,28.8,197.2,71,16.76,202.2,79,9.1,10.7,4,2.89,1,False 167 | ND,167,408,Yes,No,0,219.1,100,37.25,242.9,90,20.65,168.9,101,7.6,10.1,4,2.73,2,False 168 | WI,35,510,No,Yes,27,241.7,87,41.09,142.0,101,12.07,288.9,68,13.0,9.4,4,2.54,1,False 169 | MO,107,415,No,Yes,22,281.1,83,47.79,143.7,130,12.21,239.4,128,10.77,11.2,9,3.02,1,False 170 | AZ,92,415,Yes,Yes,45,281.1,88,47.79,198.0,103,16.83,94.3,76,4.24,7.5,3,2.03,0,False 171 | VT,38,415,No,No,0,137.8,86,23.43,286.3,76,24.34,167.0,77,7.52,14.1,3,3.81,2,False 172 | VA,68,408,Yes,No,0,148.5,126,25.25,219.4,125,18.65,198.5,121,8.93,14.5,7,3.92,1,True 173 | NE,123,510,No,No,0,194.0,118,32.98,242.0,114,20.57,146.3,108,6.58,12.1,4,3.27,1,False 174 | WA,75,510,No,Yes,41,130.9,115,22.25,203.4,110,17.29,171.7,68,7.73,12.4,4,3.35,1,False 175 | NM,153,408,No,No,0,185.3,127,31.5,208.0,73,17.68,206.1,124,9.27,15.1,3,4.08,1,False 176 | FL,143,415,No,No,0,119.1,117,20.25,287.7,136,24.45,223.0,100,10.04,12.2,4,3.29,0,False 177 | SC,87,408,No,No,0,322.5,106,54.83,204.6,93,17.39,186.2,128,8.38,9.4,4,2.54,2,True 178 | IN,100,510,No,No,0,216.2,107,36.75,215.6,84,18.33,138.4,127,6.23,10.2,3,2.75,0,False 179 | FL,144,415,No,Yes,51,283.9,98,48.26,192.0,109,16.32,196.3,85,8.83,10.0,4,2.7,1,False 180 | ND,70,415,No,Yes,31,125.9,101,21.4,196.4,102,16.69,252.7,75,11.37,10.3,4,2.78,1,False 181 | MA,136,408,Yes,No,0,199.6,89,33.93,211.4,96,17.97,72.4,84,3.26,11.0,4,2.97,3,True 182 | MO,120,415,No,Yes,24,212.7,73,36.16,257.5,103,21.89,227.8,119,10.25,9.7,13,2.62,2,False 183 | WY,104,408,No,No,0,183.6,133,31.21,120.7,98,10.26,215.1,112,9.68,12.7,2,3.43,1,False 184 | CA,75,510,No,Yes,38,163.6,132,27.81,146.7,113,12.47,345.8,115,15.56,13.1,3,3.54,3,False 185 | NE,127,510,Yes,No,0,180.9,114,30.75,209.5,118,17.81,249.9,105,11.25,7.4,4,2.0,2,False 186 | ID,122,510,No,Yes,33,270.8,96,46.04,220.4,110,18.73,169.9,104,7.65,11.8,8,3.19,4,False 187 | VT,124,415,No,No,0,178.4,72,30.33,233.6,134,19.86,179.4,91,8.07,12.0,2,3.24,0,False 188 | MO,167,415,Yes,No,0,244.8,91,41.62,60.8,105,5.17,176.7,110,7.95,10.7,3,2.89,2,False 189 | VA,89,415,No,Yes,32,209.9,113,35.68,249.8,104,21.23,224.2,92,10.09,8.7,7,2.35,1,False 190 | VT,73,408,No,No,0,213.0,95,36.21,188.8,104,16.05,136.2,89,6.13,13.5,3,3.65,0,False 191 | MS,1,415,No,No,0,144.8,107,24.62,112.5,66,9.56,218.7,79,9.84,13.8,3,3.73,1,False 192 | KY,60,408,No,No,0,135.4,134,23.02,205.9,85,17.5,204.0,103,9.18,7.9,4,2.13,1,False 193 | WV,77,510,No,No,0,67.7,68,11.51,195.7,86,16.63,236.5,137,10.64,12.0,2,3.24,1,False 194 | DC,76,415,No,No,0,224.4,121,38.15,147.9,97,12.57,183.8,74,8.27,6.7,2,1.81,2,False 195 | IA,63,510,No,No,0,153.5,81,26.1,287.3,115,24.42,230.2,85,10.36,6.5,5,1.76,2,False 196 | MN,150,415,No,Yes,28,174.4,75,29.65,169.9,80,14.44,201.6,130,9.07,11.0,4,2.97,1,False 197 | VT,101,415,No,No,0,153.8,89,26.15,234.0,89,19.89,196.3,77,8.83,11.6,2,3.13,4,False 198 | AK,132,415,No,Yes,39,175.7,93,29.87,187.2,94,15.91,225.5,118,10.15,8.6,3,2.32,2,False 199 | CA,158,510,No,No,0,155.9,123,26.5,224.2,112,19.06,221.0,116,9.95,8.6,8,2.32,2,False 200 | MS,114,415,No,Yes,34,154.4,109,26.25,221.4,142,18.82,208.5,103,9.38,10.3,5,2.78,0,False 201 | AR,77,415,No,Yes,23,209.7,73,35.65,183.6,63,15.61,205.5,111,9.25,7.1,3,1.92,2,False 202 | NJ,107,415,No,No,0,212.1,95,36.06,150.1,88,12.76,219.8,111,9.89,7.7,2,2.08,3,False 203 | NJ,48,510,No,Yes,22,152.0,63,25.84,258.8,131,22.0,263.2,109,11.84,15.7,5,4.24,2,True 204 | TN,59,415,No,No,0,160.9,95,27.35,251.2,65,21.35,273.4,97,12.3,5.0,5,1.35,3,False 205 | DE,129,510,No,No,0,334.3,118,56.83,192.1,104,16.33,191.0,83,8.59,10.4,6,2.81,0,True 206 | TX,50,510,No,No,0,188.9,94,32.11,203.9,104,17.33,151.8,124,6.83,11.6,8,3.13,3,False 207 | MI,50,415,No,Yes,35,192.6,97,32.74,135.2,101,11.49,216.2,101,9.73,7.9,2,2.13,2,False 208 | MS,116,415,No,No,0,217.3,91,36.94,216.1,95,18.37,148.1,76,6.66,11.3,3,3.05,2,False 209 | OK,52,510,No,Yes,38,169.3,88,28.78,225.9,97,19.2,172.0,86,7.74,8.2,3,2.21,0,False 210 | ND,12,510,Yes,No,0,216.7,117,36.84,116.5,126,9.9,220.0,110,9.9,9.8,4,2.65,2,False 211 | ND,105,510,No,No,0,246.4,83,41.89,256.2,101,21.78,169.0,151,7.61,3.8,4,1.03,0,False 212 | NY,104,415,No,No,0,156.2,93,26.55,193.0,54,16.41,222.7,94,10.02,13.1,5,3.54,1,False 213 | WV,13,415,No,No,0,146.4,74,24.89,148.5,92,12.62,216.7,96,9.75,11.3,3,3.05,1,False 214 | WV,67,408,No,No,0,167.8,91,28.53,167.7,69,14.25,110.3,71,4.96,8.4,12,2.27,1,False 215 | DC,148,415,No,Yes,11,252.9,129,42.99,284.3,88,24.17,262.8,99,11.83,12.3,1,3.32,1,False 216 | MN,116,510,No,No,0,201.8,82,34.31,231.5,95,19.68,226.1,130,10.17,16.5,5,4.46,0,False 217 | DE,131,408,No,No,0,94.4,80,16.05,215.1,101,18.28,179.7,108,8.09,13.1,9,3.54,2,False 218 | VT,119,510,No,No,0,190.4,74,32.37,215.6,113,18.33,161.2,111,7.25,10.0,1,2.7,2,False 219 | NY,94,510,Yes,No,0,243.2,109,41.34,147.0,88,12.5,94.9,99,4.27,7.2,4,1.94,4,False 220 | TX,217,408,No,No,0,176.4,115,29.99,158.8,128,13.5,306.6,107,13.8,9.3,3,2.51,4,False 221 | OR,161,415,No,No,0,178.1,109,30.28,146.5,86,12.45,137.6,78,6.19,8.5,2,2.3,1,False 222 | KS,67,408,No,No,0,201.4,101,34.24,97.6,122,8.3,202.5,119,9.11,7.0,3,1.89,0,False 223 | ND,132,415,No,Yes,31,174.5,101,29.67,245.6,105,20.88,172.8,76,7.78,10.3,9,2.78,1,False 224 | PA,134,408,No,No,0,205.3,122,34.9,240.5,155,20.44,179.1,107,8.06,5.0,9,1.35,1,False 225 | NY,44,510,No,No,0,143.2,77,24.34,169.8,114,14.43,215.8,77,9.71,7.6,4,2.05,1,False 226 | WY,53,415,No,Yes,27,25.9,119,4.4,206.5,96,17.55,228.1,64,10.26,6.5,7,1.76,1,False 227 | NY,108,415,No,No,0,154.2,123,26.21,112.3,86,9.55,246.4,75,11.09,15.4,4,4.16,4,True 228 | ME,80,408,No,No,0,322.3,113,54.79,222.0,95,18.87,162.8,123,7.33,6.7,8,1.81,0,True 229 | SD,88,415,No,No,0,215.6,115,36.65,216.2,85,18.38,171.3,65,7.71,11.8,1,3.19,3,False 230 | UT,82,510,Yes,No,0,208.8,101,35.5,213.7,87,18.16,175.1,86,7.88,12.4,6,3.35,3,False 231 | AK,115,415,No,No,0,245.2,105,41.68,159.0,109,13.52,229.9,74,10.35,7.2,8,1.94,0,False 232 | RI,93,415,No,No,0,98.4,78,16.73,249.6,129,21.22,248.2,114,11.17,14.2,4,3.83,1,False 233 | AL,72,415,No,No,0,217.8,93,37.03,189.7,113,16.12,182.6,91,8.22,10.4,5,2.81,4,False 234 | DE,98,415,No,Yes,29,179.9,97,30.58,189.2,89,16.08,164.3,76,7.39,12.8,7,3.46,3,False 235 | ID,118,415,No,No,0,140.4,112,23.87,187.1,60,15.9,207.9,155,9.36,7.9,1,2.13,0,False 236 | MO,55,510,No,No,0,189.0,100,32.13,118.5,99,10.07,248.1,87,11.16,17.1,6,4.62,0,False 237 | IL,130,415,No,No,0,155.9,95,26.5,256.1,97,21.77,262.9,103,11.83,11.7,3,3.16,3,False 238 | FL,136,408,Yes,No,0,199.2,122,33.86,214.7,114,18.25,150.9,105,6.79,11.8,7,3.19,1,False 239 | KY,107,415,No,No,0,157.1,79,26.71,162.6,124,13.82,150.0,138,6.75,12.1,6,3.27,1,False 240 | MI,91,415,No,No,0,154.4,165,26.25,168.3,121,14.31,239.9,81,10.8,11.7,4,3.16,5,True 241 | NY,167,415,No,No,0,166.4,85,28.29,243.2,135,20.67,229.2,95,10.31,9.9,5,2.67,1,False 242 | KS,159,415,No,Yes,19,184.1,78,31.3,194.5,71,16.53,225.6,101,10.15,16.9,3,4.56,0,False 243 | PA,122,415,No,No,0,35.1,62,5.97,180.8,89,15.37,251.6,58,11.32,12.7,2,3.43,1,False 244 | MI,105,415,No,Yes,29,179.4,113,30.5,275.4,100,23.41,246.1,105,11.07,10.0,5,2.7,0,False 245 | NH,155,408,No,No,0,216.7,30,36.84,144.3,125,12.27,135.3,106,6.09,10.8,1,2.92,2,False 246 | WA,161,415,No,No,0,151.6,117,25.77,219.4,87,18.65,224.7,68,10.11,4.0,5,1.08,1,False 247 | NY,122,415,No,No,0,173.6,110,29.51,91.7,84,7.79,211.7,103,9.53,9.7,7,2.62,3,False 248 | MD,37,415,Yes,No,0,106.6,76,18.12,147.4,89,12.53,235.8,113,10.61,9.6,8,2.59,2,False 249 | KS,128,415,No,No,0,103.3,122,17.56,245.9,123,20.9,161.1,95,7.25,6.4,7,1.73,0,False 250 | DE,89,510,Yes,No,0,125.6,108,21.35,213.0,90,18.11,181.7,108,8.18,5.4,5,1.46,1,False 251 | IN,108,415,No,No,0,199.3,104,33.88,224.2,92,19.06,140.1,57,6.3,15.2,2,4.1,0,False 252 | VT,109,408,No,No,0,222.2,113,37.77,218.5,122,18.57,266.0,88,11.97,10.9,5,2.94,1,False 253 | WA,29,415,No,No,0,157.4,122,26.76,145.0,75,12.33,281.8,92,12.68,9.3,2,2.51,1,False 254 | NM,119,415,Yes,Yes,15,160.0,95,27.2,209.5,110,17.81,82.3,107,3.7,8.7,5,2.35,5,True 255 | MO,86,415,No,No,0,83.5,96,14.2,221.1,63,18.79,349.7,75,15.74,12.6,3,3.4,0,False 256 | IA,92,510,No,Yes,25,134.0,112,22.78,206.0,111,17.51,180.6,118,8.13,9.7,4,2.62,0,False 257 | WA,13,510,No,Yes,25,176.6,65,30.02,172.7,96,14.68,104.5,128,4.7,11.3,5,3.05,2,False 258 | CT,144,510,Yes,Yes,35,174.8,127,29.72,219.6,93,18.67,255.8,90,11.51,12.8,3,3.46,0,False 259 | NH,139,510,No,No,0,221.3,140,37.62,157.8,89,13.41,192.5,89,8.66,11.3,6,3.05,1,False 260 | LA,95,415,No,No,0,141.1,84,23.99,211.4,108,17.97,103.7,127,4.67,5.9,6,1.59,3,False 261 | ME,80,408,No,Yes,31,166.4,92,28.29,238.3,74,20.26,150.7,84,6.78,10.7,4,2.89,4,False 262 | MT,113,415,No,No,0,215.9,93,36.7,240.1,85,20.41,156.7,123,7.05,4.9,5,1.32,3,False 263 | ID,88,415,No,Yes,31,181.6,91,30.87,213.2,120,18.12,207.8,104,9.35,11.4,4,3.08,1,False 264 | UT,74,415,No,No,0,106.4,84,18.09,140.2,104,11.92,90.9,81,4.09,11.4,3,3.08,1,False 265 | IL,48,510,No,No,0,128.2,71,21.79,48.1,78,4.09,116.3,80,5.23,8.9,3,2.4,0,False 266 | AZ,163,510,No,No,0,178.7,56,30.38,215.7,79,18.33,152.7,84,6.87,10.6,2,2.86,4,False 267 | ID,56,510,No,No,0,150.9,79,25.65,161.8,87,13.75,167.7,115,7.55,11.7,5,3.16,3,False 268 | TX,64,415,No,No,0,168.0,116,28.56,192.4,94,16.35,166.5,98,7.49,10.1,3,2.73,2,False 269 | MT,116,415,No,Yes,35,182.8,122,31.08,212.7,119,18.08,193.8,103,8.72,11.0,2,2.97,1,False 270 | PA,101,415,Yes,No,0,193.7,108,32.93,186.6,98,15.86,223.0,100,10.04,11.6,8,3.13,0,False 271 | RI,85,415,Yes,No,0,197.2,97,33.52,211.7,115,17.99,210.1,133,9.45,8.3,4,2.24,4,False 272 | NH,90,415,No,No,0,76.1,121,12.94,290.3,73,24.68,236.9,89,10.66,10.8,3,2.92,0,False 273 | UT,73,415,No,No,0,182.3,115,30.99,199.2,97,16.93,120.2,113,5.41,18.0,5,4.86,1,False 274 | NH,55,408,No,Yes,20,189.3,95,32.18,118.6,113,10.08,250.2,102,11.26,12.5,4,3.38,2,False 275 | AK,76,415,No,Yes,22,160.1,107,27.22,168.7,136,14.34,23.2,102,1.04,9.5,4,2.57,3,False 276 | AZ,157,415,No,No,0,220.7,105,37.52,119.3,127,10.14,165.1,113,7.43,11.5,7,3.11,4,False 277 | NJ,131,415,No,No,0,211.8,115,36.01,260.5,102,22.14,144.2,96,6.49,10.8,7,2.92,0,False 278 | MI,51,415,No,No,0,229.7,129,39.05,336.0,104,28.56,192.8,128,8.68,9.6,1,2.59,1,True 279 | ID,166,415,No,No,0,220.7,106,37.52,177.8,118,15.11,206.1,102,9.27,12.4,9,3.35,1,False 280 | OR,66,408,No,No,0,87.6,76,14.89,262.0,111,22.27,184.6,125,8.31,9.2,5,2.48,1,False 281 | UT,49,415,No,No,0,266.3,90,45.27,207.8,117,17.66,205.0,98,9.23,14.0,2,3.78,2,True 282 | LA,89,415,No,No,0,141.1,92,23.99,249.1,126,21.17,136.0,73,6.12,10.8,2,2.92,2,False 283 | WI,90,415,No,No,0,200.9,92,34.15,164.3,91,13.97,249.0,98,11.21,8.9,7,2.4,1,False 284 | ID,193,415,No,No,0,96.8,92,16.46,142.6,103,12.12,210.1,115,9.45,10.9,5,2.94,2,True 285 | TN,114,510,No,No,0,172.0,145,29.24,276.4,101,23.49,193.7,100,8.72,10.1,9,2.73,1,False 286 | NV,7,408,No,Yes,30,221.4,114,37.64,165.8,116,14.09,247.0,105,11.12,10.8,12,2.92,1,False 287 | WY,71,415,No,No,0,243.7,124,41.43,60.0,90,5.1,189.0,129,8.5,11.3,2,3.05,0,False 288 | IL,31,415,No,Yes,28,210.5,101,35.79,250.5,86,21.29,241.6,125,10.87,11.5,2,3.11,1,False 289 | MA,111,415,No,No,0,284.4,89,48.35,157.0,113,13.35,242.8,91,10.93,8.4,8,2.27,0,True 290 | AZ,97,408,No,No,0,169.7,84,28.85,165.9,86,14.1,191.9,83,8.64,12.8,6,3.46,3,False 291 | ND,51,510,No,No,0,227.2,89,38.62,194.4,106,16.52,243.4,126,10.95,14.9,2,4.02,0,False 292 | SD,86,415,No,No,0,223.9,75,38.06,155.7,109,13.23,150.2,143,6.76,7.3,9,1.97,1,False 293 | ND,190,415,No,No,0,169.4,102,28.8,253.5,113,21.55,197.1,93,8.87,8.9,5,2.4,1,False 294 | CT,80,408,No,No,0,118.1,90,20.08,144.3,77,12.27,225.1,86,10.13,8.2,6,2.21,1,False 295 | MO,36,415,No,No,0,202.4,115,34.41,230.7,115,19.61,202.0,127,9.09,10.2,2,2.75,3,False 296 | NJ,45,510,No,No,0,155.7,110,26.47,260.3,103,22.13,192.2,98,8.65,11.0,1,2.97,1,False 297 | NC,170,415,No,No,0,246.4,107,41.89,228.1,124,19.39,166.4,95,7.49,9.1,8,2.46,0,False 298 | UT,103,415,No,No,0,189.8,110,32.27,115.5,83,9.82,191.3,103,8.61,12.2,4,3.29,0,False 299 | WI,112,408,No,No,0,167.8,88,28.53,247.9,81,21.07,155.1,108,6.98,11.9,4,3.21,0,False 300 | MT,125,510,No,No,0,143.2,80,24.34,88.1,94,7.49,233.2,135,10.49,8.8,7,2.38,4,True 301 | MS,73,415,No,Yes,31,82.3,105,13.99,256.1,91,21.77,229.6,98,10.33,11.8,2,3.19,6,True 302 | NM,232,408,No,No,0,165.6,104,28.15,195.9,115,16.65,118.3,77,5.32,11.8,3,3.19,1,False 303 | SD,95,408,No,Yes,20,165.7,78,28.17,215.6,94,18.33,243.3,91,10.95,9.8,6,2.65,0,False 304 | VA,182,415,No,No,0,176.1,90,29.94,174.9,106,14.87,234.7,134,10.56,9.7,4,2.62,1,False 305 | NM,55,510,No,No,0,119.7,148,20.35,231.8,96,19.7,222.3,113,10.0,4.6,2,1.24,2,False 306 | VA,86,415,No,Yes,30,99.9,84,16.98,263.5,125,22.4,254.7,90,11.46,9.8,7,2.65,2,False 307 | NJ,127,510,No,No,0,239.8,107,40.77,128.9,121,10.96,249.9,110,11.25,11.3,5,3.05,1,False 308 | TN,63,415,No,No,0,164.5,75,27.97,147.9,118,12.57,252.7,97,11.37,11.2,2,3.02,0,False 309 | MI,79,510,No,No,0,220.9,107,37.55,192.2,97,16.34,161.0,74,7.25,12.2,2,3.29,1,False 310 | LA,111,415,No,Yes,28,128.8,104,21.9,157.3,52,13.37,147.4,76,6.63,10.3,2,2.78,2,False 311 | NH,121,510,No,Yes,35,193.8,62,32.95,197.6,97,16.8,218.8,95,9.85,5.9,4,1.59,0,False 312 | RI,112,415,No,No,0,168.6,102,28.66,298.0,117,25.33,194.7,110,8.76,9.8,5,2.65,1,False 313 | LA,81,415,No,Yes,36,115.9,120,19.7,236.6,95,20.11,255.0,90,11.48,11.7,6,3.16,3,False 314 | AZ,72,510,No,No,0,272.4,88,46.31,107.9,125,9.17,185.5,81,8.35,12.7,2,3.43,0,False 315 | SC,64,510,No,Yes,40,210.0,116,35.7,232.7,89,19.78,168.8,94,7.6,5.9,4,1.59,8,False 316 | MD,163,408,No,No,0,223.0,120,37.91,227.0,98,19.3,188.3,125,8.47,8.8,5,2.38,1,False 317 | WA,104,415,No,No,0,139.7,78,23.75,202.6,119,17.22,203.6,102,9.16,11.3,5,3.05,2,False 318 | CA,93,510,No,Yes,19,136.8,113,23.26,179.5,105,15.26,71.1,95,3.2,12.5,3,3.38,2,False 319 | NJ,197,510,No,No,0,154.8,111,26.32,171.5,102,14.58,227.3,86,10.23,10.6,2,2.86,3,False 320 | AR,57,510,No,No,0,192.8,68,32.78,158.0,86,13.43,235.5,105,10.6,12.7,6,3.43,1,False 321 | CT,107,408,No,No,0,103.4,94,17.58,189.3,125,16.09,227.2,125,10.22,14.4,3,3.89,1,False 322 | SD,75,408,No,No,0,147.5,110,25.08,191.7,97,16.29,135.0,68,6.08,16.4,3,4.43,2,False 323 | FL,106,408,No,No,0,178.4,143,30.33,247.0,123,21.0,259.9,105,11.7,9.6,2,2.59,0,False 324 | MS,70,408,No,No,0,148.4,110,25.23,267.1,90,22.7,151.5,101,6.82,8.9,4,2.4,0,False 325 | MA,80,408,No,No,0,148.6,106,25.26,210.8,65,17.92,203.7,86,9.17,10.0,2,2.7,2,False 326 | VT,137,510,No,No,0,97.5,95,16.58,195.8,82,16.64,288.8,78,13.0,0.0,0,0.0,1,False 327 | IL,90,415,No,Yes,29,185.6,106,31.55,219.7,113,18.67,152.1,120,6.84,11.1,5,3.0,2,False 328 | CT,30,408,No,No,0,137.6,108,23.39,162.0,80,13.77,187.7,126,8.45,5.8,10,1.57,3,False 329 | KS,105,415,Yes,No,0,273.9,119,46.56,278.6,103,23.68,255.3,90,11.49,10.9,7,2.94,1,True 330 | MA,102,415,No,Yes,31,125.3,92,21.3,141.2,108,12.0,168.2,68,7.57,6.3,2,1.7,3,False 331 | NJ,83,415,No,No,0,178.8,102,30.4,167.9,84,14.27,178.9,65,8.05,8.6,4,2.32,3,False 332 | AR,63,510,No,Yes,49,214.9,86,36.53,198.2,89,16.85,170.8,139,7.69,8.2,5,2.21,0,False 333 | MS,155,408,No,No,0,163.0,93,27.71,203.9,102,17.33,159.0,109,7.15,15.1,4,4.08,2,False 334 | ME,105,408,No,No,0,115.5,73,19.64,267.3,83,22.72,114.2,90,5.14,13.3,5,3.59,3,False 335 | IA,73,415,No,No,0,137.1,102,23.31,210.8,114,17.92,191.4,120,8.61,11.1,4,3.0,1,False 336 | NM,21,415,No,Yes,19,132.7,94,22.56,204.6,101,17.39,154.7,78,6.96,12.9,7,3.48,3,False 337 | TX,71,415,No,Yes,39,183.2,103,31.14,209.4,111,17.8,172.4,109,7.76,11.9,6,3.21,1,False 338 | KY,112,415,No,No,0,170.5,113,28.99,193.2,129,16.42,188.0,91,8.46,11.2,6,3.02,0,False 339 | AZ,66,510,No,No,0,154.0,133,26.18,198.9,121,16.91,151.9,100,6.84,9.5,3,2.57,4,True 340 | TN,99,408,No,No,0,54.8,92,9.32,173.0,103,14.71,195.1,125,8.78,7.5,3,2.03,1,False 341 | WV,124,510,No,No,0,184.8,74,31.42,175.1,84,14.88,158.2,95,7.12,10.5,6,2.84,1,False 342 | CT,95,415,No,Yes,36,283.1,112,48.13,286.2,86,24.33,261.7,129,11.78,11.3,3,3.05,3,False 343 | NH,130,408,No,No,0,68.4,86,11.63,193.3,110,16.43,171.5,139,7.72,10.4,4,2.81,0,False 344 | MD,93,510,Yes,No,0,131.4,78,22.34,219.7,106,18.67,155.7,103,7.01,11.1,2,3.0,1,True 345 | WV,191,408,No,No,0,162.0,104,27.54,241.2,120,20.5,210.4,83,9.47,10.9,7,2.94,1,False 346 | KY,88,415,No,No,0,148.2,82,25.19,308.7,67,26.24,235.4,79,10.59,6.4,4,1.73,2,False 347 | WY,16,415,No,No,0,174.7,83,29.7,280.8,122,23.87,171.7,80,7.73,10.5,8,2.84,5,False 348 | GA,107,510,No,No,0,194.5,97,33.07,186.3,131,15.84,178.3,106,8.02,12.7,1,3.43,2,False 349 | AK,96,408,No,Yes,29,150.0,91,25.5,159.4,75,13.55,228.1,55,10.26,8.5,3,2.3,1,False 350 | CT,163,408,No,Yes,40,231.9,56,39.42,211.8,91,18.0,268.5,74,12.08,12.3,3,3.32,2,False 351 | OR,95,415,No,No,0,269.0,120,45.73,233.7,120,19.86,179.3,61,8.07,7.3,4,1.97,2,True 352 | OK,123,415,No,Yes,27,198.7,127,33.78,249.0,105,21.17,173.2,124,7.79,12.5,5,3.38,1,False 353 | MA,34,415,No,No,0,293.7,89,49.93,272.5,71,23.16,178.2,76,8.02,11.0,10,2.97,2,True 354 | DE,96,415,No,Yes,26,175.8,96,29.89,206.6,84,17.56,178.0,105,8.01,11.1,2,3.0,2,False 355 | OH,146,415,No,No,0,169.5,93,28.82,230.9,71,19.63,269.8,115,12.14,9.0,7,2.43,2,False 356 | ID,138,415,Yes,Yes,17,225.2,116,38.28,173.4,88,14.74,145.8,99,6.56,11.7,4,3.16,0,False 357 | MO,76,510,No,No,0,129.7,84,22.05,177.5,80,15.09,228.9,87,10.3,7.5,3,2.03,5,True 358 | NC,83,510,No,Yes,36,95.9,87,16.3,261.6,105,22.24,228.6,109,10.29,13.3,4,3.59,0,False 359 | HI,104,408,No,No,0,170.6,97,29.0,162.1,111,13.78,210.7,131,9.48,6.1,1,1.65,1,False 360 | NJ,106,415,No,No,0,191.4,124,32.54,200.7,116,17.06,230.1,76,10.35,8.2,3,2.21,1,False 361 | MS,84,510,No,No,0,75.3,96,12.8,179.9,113,15.29,193.8,134,8.72,12.3,1,3.32,1,False 362 | MN,99,408,No,No,0,128.8,86,21.9,203.9,105,17.33,282.6,131,12.72,14.1,4,3.81,2,False 363 | RI,134,415,No,No,0,141.7,95,24.09,205.6,101,17.48,218.5,60,9.83,8.8,6,2.38,0,False 364 | NJ,80,415,No,No,0,268.7,120,45.68,301.0,147,25.59,167.0,140,7.52,5.8,1,1.57,2,True 365 | MN,85,415,No,No,0,255.3,114,43.4,194.6,83,16.54,276.6,78,12.45,3.7,5,1.0,3,False 366 | WI,120,408,No,Yes,26,239.4,94,40.7,259.4,88,22.05,238.0,132,10.71,7.7,3,2.08,0,False 367 | KS,120,510,No,No,0,158.0,110,26.86,197.0,103,16.75,154.9,132,6.97,10.0,5,2.7,1,False 368 | NJ,125,415,No,No,0,182.3,64,30.99,139.8,121,11.88,171.6,96,7.72,11.6,7,3.13,2,False 369 | ND,118,415,No,Yes,39,91.5,125,15.56,219.9,113,18.69,229.0,99,10.31,12.7,8,3.43,2,False 370 | WY,62,415,No,No,0,172.4,132,29.31,230.5,100,19.59,228.2,109,10.27,11.0,5,2.97,0,False 371 | LA,112,510,No,No,0,174.5,127,29.67,259.3,71,22.04,170.5,120,7.67,11.3,7,3.05,1,False 372 | AL,68,510,No,No,0,157.3,83,26.74,220.9,85,18.78,218.9,129,9.85,12.0,7,3.24,1,False 373 | TX,201,415,No,Yes,21,192.0,97,32.64,239.1,81,20.32,116.1,125,5.22,15.1,3,4.08,1,False 374 | AR,116,510,No,No,0,160.7,69,27.32,146.8,106,12.48,287.8,144,12.95,8.2,5,2.21,0,False 375 | GA,133,510,No,No,0,227.4,90,38.66,73.2,135,6.22,114.3,99,5.14,4.7,7,1.27,0,False 376 | KY,125,408,No,No,0,191.6,115,32.57,205.6,108,17.48,210.2,123,9.46,9.2,3,2.48,2,False 377 | NE,21,510,No,No,0,225.0,110,38.25,244.2,111,20.76,221.2,93,9.95,10.7,4,2.89,0,False 378 | ND,110,408,No,No,0,196.1,103,33.34,199.7,123,16.97,135.9,71,6.12,12.9,1,3.48,3,False 379 | NH,83,415,No,No,0,231.3,100,39.32,210.4,84,17.88,217.4,106,9.78,12.4,2,3.35,3,False 380 | IN,101,415,No,Yes,42,209.2,82,35.56,159.7,74,13.57,181.6,100,8.17,9.5,3,2.57,0,False 381 | OR,117,415,No,Yes,17,221.3,82,37.62,167.6,100,14.25,262.7,87,11.82,4.4,4,1.19,0,False 382 | OH,127,408,No,No,0,139.6,94,23.73,240.9,112,20.48,127.1,88,5.72,8.8,4,2.38,2,False 383 | KS,138,510,No,Yes,26,183.9,83,31.26,240.7,93,20.46,185.7,125,8.36,15.0,3,4.05,1,False 384 | TX,120,415,No,No,0,203.3,108,34.56,259.9,66,22.09,115.9,103,5.22,7.8,2,2.11,3,False 385 | DC,141,415,No,Yes,37,185.4,87,31.52,178.5,128,15.17,218.3,107,9.82,8.0,3,2.16,4,False 386 | OR,87,510,No,Yes,22,240.8,102,40.94,75.9,106,6.45,224.6,115,10.11,7.1,3,1.92,2,False 387 | WA,97,408,No,No,0,276.1,82,46.94,201.1,106,17.09,231.3,73,10.41,8.9,4,2.4,0,True 388 | NC,162,408,No,Yes,26,179.7,144,30.55,218.1,129,18.54,212.3,105,9.55,9.3,8,2.51,1,True 389 | TX,119,510,No,No,0,81.9,75,13.92,253.8,114,21.57,213.1,125,9.59,8.9,1,2.4,2,True 390 | WI,107,510,No,Yes,25,248.6,91,42.26,119.3,115,10.14,194.3,83,8.74,12.0,1,3.24,1,False 391 | SC,140,510,No,Yes,28,157.1,77,26.71,172.4,97,14.65,184.5,94,8.3,11.1,9,3.0,1,False 392 | SD,91,415,No,No,0,153.0,123,26.01,141.1,127,11.99,171.5,76,7.72,10.3,15,2.78,1,True 393 | OH,135,415,No,No,0,218.8,123,37.2,242.8,64,20.64,85.8,80,3.86,10.3,3,2.78,4,False 394 | HI,86,408,No,Yes,21,197.9,99,33.64,165.6,100,14.08,208.0,120,9.36,10.1,9,2.73,0,False 395 | KY,131,415,No,No,0,166.5,129,28.31,210.2,107,17.87,257.2,93,11.57,9.9,5,2.67,1,False 396 | OH,86,415,No,Yes,29,225.4,79,38.32,187.1,112,15.9,281.1,112,12.65,12.9,3,3.48,1,False 397 | AL,85,415,No,No,0,210.3,66,35.75,195.8,76,16.64,221.6,82,9.97,11.2,7,3.02,1,False 398 | VT,195,415,No,Yes,36,231.7,110,39.39,225.1,88,19.13,201.7,89,9.08,12.1,2,3.27,0,False 399 | ND,177,408,No,No,0,189.5,99,32.22,176.3,117,14.99,225.9,112,10.17,14.2,2,3.83,1,False 400 | WA,100,408,No,No,0,70.8,94,12.04,215.6,102,18.33,230.8,125,10.39,9.5,1,2.57,6,True 401 | CT,124,415,No,No,0,131.8,82,22.41,284.3,119,24.17,305.5,101,13.75,11.3,2,3.05,1,False 402 | DE,81,510,Yes,No,0,250.6,85,42.6,187.9,50,15.97,120.3,131,5.41,7.8,5,2.11,1,False 403 | HI,105,415,No,No,0,281.3,124,47.82,301.5,96,25.63,202.8,109,9.13,8.7,3,2.35,0,True 404 | MI,126,415,Yes,Yes,26,129.3,123,21.98,176.5,114,15.0,154.5,102,6.95,9.6,7,2.59,1,False 405 | ND,71,510,No,No,0,238.0,82,40.46,278.5,94,23.67,193.1,134,8.69,11.8,10,3.19,0,True 406 | NE,139,415,No,No,0,211.1,103,35.89,206.9,108,17.59,193.9,70,8.73,5.6,4,1.51,0,False 407 | NE,77,415,No,No,0,169.4,102,28.8,184.9,144,15.72,234.3,89,10.54,2.0,7,0.54,1,False 408 | KY,72,408,No,No,0,177.1,97,30.11,184.7,105,15.7,174.1,94,7.83,8.0,6,2.16,1,False 409 | KS,74,415,No,Yes,32,174.6,107,29.68,310.6,115,26.4,234.7,92,10.56,9.0,4,2.43,1,False 410 | ND,124,415,No,No,0,150.3,101,25.55,255.9,112,21.75,136.7,62,6.15,12.5,4,3.38,2,False 411 | KY,113,408,No,Yes,20,157.8,83,26.83,161.5,56,13.73,271.5,100,12.22,8.7,2,2.35,5,True 412 | ME,66,510,No,No,0,118.0,133,20.06,248.1,99,21.09,214.4,122,9.65,5.3,5,1.43,1,False 413 | MT,124,415,No,Yes,30,144.5,35,24.57,262.3,101,22.3,226.5,82,10.19,12.0,7,3.24,2,False 414 | IL,134,408,No,No,0,183.8,111,31.25,123.5,92,10.5,160.7,105,7.23,6.1,2,1.65,1,False 415 | ME,41,415,No,Yes,30,191.7,109,32.59,193.0,86,16.41,149.4,93,6.72,11.1,4,3.0,1,False 416 | SC,159,415,No,Yes,23,153.6,93,26.11,216.9,88,18.44,161.3,91,7.26,12.6,3,3.4,2,False 417 | IL,87,408,Yes,Yes,36,171.2,138,29.1,185.8,102,15.79,227.6,97,10.24,10.8,3,2.92,1,False 418 | WA,132,415,No,No,0,240.1,115,40.82,180.4,91,15.33,133.4,122,6.0,8.0,6,2.16,3,False 419 | NE,86,408,No,No,0,83.8,121,14.25,240.2,96,20.42,158.6,108,7.14,6.7,8,1.81,1,False 420 | IL,55,415,Yes,No,0,269.6,121,45.83,171.7,91,14.59,219.0,98,9.86,8.2,6,2.21,1,False 421 | VT,101,415,No,No,0,136.2,92,23.15,220.9,110,18.78,196.9,116,8.86,13.3,7,3.59,3,False 422 | KS,94,408,No,No,0,269.2,104,45.76,193.8,144,16.47,257.6,61,11.59,8.9,2,2.4,3,True 423 | ND,68,408,No,No,0,219.6,97,37.33,141.1,144,11.99,205.7,101,9.26,10.8,4,2.92,2,False 424 | CO,98,408,No,No,0,236.2,122,40.15,189.4,110,16.1,153.6,104,6.91,13.3,4,3.59,0,False 425 | TX,123,408,No,No,0,260.9,85,44.35,168.5,103,14.32,178.3,91,8.02,13.3,5,3.59,3,False 426 | CA,111,408,No,No,0,249.8,109,42.47,242.4,106,20.6,231.8,78,10.43,11.6,4,3.13,0,True 427 | MS,69,510,No,Yes,27,268.8,78,45.7,246.6,89,20.96,271.9,102,12.24,16.4,3,4.43,0,False 428 | RI,127,415,No,Yes,27,140.1,59,23.82,223.4,111,18.99,257.9,73,11.61,3.8,10,1.03,1,False 429 | NM,105,415,No,No,0,193.7,108,32.93,183.2,124,15.57,293.7,72,13.22,10.8,5,2.92,1,False 430 | VA,75,415,No,No,0,224.7,116,38.2,192.0,79,16.32,212.2,98,9.55,11.3,11,3.05,3,False 431 | TX,126,415,No,No,0,190.9,143,32.45,149.7,72,12.72,191.4,87,8.61,13.0,3,3.51,1,False 432 | NM,41,415,No,No,0,232.1,74,39.46,327.1,88,27.8,226.5,119,10.19,10.9,2,2.94,3,True 433 | RI,113,415,No,No,0,90.6,130,15.4,170.6,100,14.5,137.4,74,6.18,5.4,9,1.46,1,False 434 | NY,78,510,No,No,0,152.9,81,25.99,256.6,82,21.81,173.6,112,7.81,5.3,6,1.43,2,False 435 | WA,110,415,No,No,0,241.2,105,41.0,174.3,85,14.82,245.3,59,11.04,8.5,4,2.3,2,False 436 | NE,112,415,Yes,Yes,16,200.3,72,34.05,197.8,91,16.81,151.1,92,6.8,10.4,3,2.81,1,False 437 | ID,104,510,No,No,0,97.2,88,16.52,155.6,85,13.23,261.6,105,11.77,12.4,5,3.35,0,False 438 | WV,127,510,No,No,0,224.3,112,38.13,185.7,103,15.78,159.4,83,7.17,10.0,1,2.7,2,False 439 | NE,61,408,No,No,0,267.1,104,45.41,180.4,131,15.33,230.6,106,10.38,17.3,4,4.67,1,True 440 | RI,65,415,No,Yes,29,215.5,129,36.64,161.9,77,13.76,128.3,91,5.77,8.8,5,2.38,2,False 441 | CT,152,408,No,Yes,20,239.1,105,40.65,209.1,111,17.77,268.2,130,12.07,13.3,3,3.59,5,False 442 | RI,63,415,Yes,No,0,62.9,112,10.69,202.9,111,17.25,259.0,58,11.66,8.9,8,2.4,1,False 443 | IA,100,408,No,No,0,210.9,85,35.85,329.3,69,27.99,127.1,78,5.72,9.4,5,2.54,4,False 444 | MS,29,510,No,No,0,313.2,103,53.24,216.3,151,18.39,218.4,106,9.83,12.8,4,3.46,2,True 445 | ME,175,415,No,No,0,132.0,95,22.44,231.2,74,19.65,313.4,108,14.1,8.7,10,2.35,1,False 446 | MS,98,415,Yes,Yes,23,245.5,54,41.74,292.7,83,24.88,184.0,90,8.28,10.8,7,2.92,1,False 447 | VA,121,415,No,No,0,134.1,112,22.8,195.1,104,16.58,159.6,139,7.18,10.5,2,2.84,2,False 448 | PA,104,415,No,No,0,144.5,107,24.57,180.5,85,15.34,226.0,94,10.17,17.0,6,4.59,2,False 449 | NE,123,415,No,No,0,150.0,98,25.5,89.8,95,7.63,326.0,91,14.67,11.1,3,3.0,3,False 450 | MI,61,415,No,Yes,33,270.7,53,46.02,200.7,116,17.06,201.7,102,9.08,10.9,3,2.94,3,False 451 | MD,160,415,No,No,0,256.0,111,43.52,187.4,61,15.93,119.1,81,5.36,11.5,4,3.11,3,False 452 | AR,153,408,No,No,0,154.6,56,26.28,263.0,84,22.36,367.7,89,16.55,15.5,2,4.19,1,False 453 | FL,31,510,No,No,0,165.4,84,28.12,203.7,107,17.31,201.7,65,9.08,8.2,1,2.21,1,False 454 | KY,122,415,No,No,0,168.3,96,28.61,87.6,91,7.45,247.2,87,11.12,8.4,6,2.27,1,False 455 | IN,46,415,No,Yes,34,191.4,102,32.54,361.8,96,30.75,147.5,132,6.64,7.2,2,1.94,1,False 456 | FL,103,415,No,No,0,158.7,90,26.98,198.4,117,16.86,181.1,76,8.15,10.5,4,2.84,1,False 457 | IL,68,415,Yes,Yes,29,195.5,113,33.24,171.6,96,14.59,204.0,85,9.18,13.5,9,3.65,1,True 458 | AL,149,415,No,Yes,20,264.4,102,44.95,219.6,123,18.67,200.4,89,9.02,11.3,3,3.05,2,False 459 | MT,102,408,No,No,0,273.2,85,46.44,211.1,82,17.94,203.7,129,9.17,13.1,7,3.54,2,True 460 | WI,153,510,No,No,0,159.5,103,27.12,275.5,90,23.42,176.7,126,7.95,10.1,2,2.73,1,True 461 | NY,122,510,No,No,0,145.6,102,24.75,284.7,111,24.2,228.2,91,10.27,12.2,5,3.29,0,False 462 | WY,127,510,Yes,No,0,247.5,99,42.08,108.5,118,9.22,232.0,72,10.44,10.6,3,2.86,2,False 463 | NY,126,415,Yes,No,0,239.7,87,40.75,281.7,92,23.94,183.5,113,8.26,11.4,1,3.08,1,True 464 | CO,90,408,No,No,0,109.9,102,18.68,220.8,114,18.77,104.0,133,4.68,10.9,6,2.94,0,False 465 | CA,37,510,No,No,0,239.9,120,40.78,261.6,88,22.24,207.1,88,9.32,8.9,4,2.4,2,True 466 | CO,132,415,No,No,0,197.8,66,33.63,133.9,119,11.38,177.3,94,7.98,10.9,3,2.94,4,True 467 | KY,38,408,No,Yes,36,115.4,98,19.62,166.2,83,14.13,184.7,79,8.31,15.2,6,4.1,2,False 468 | ID,92,415,No,No,0,197.2,113,33.52,242.3,116,20.6,192.0,76,8.64,11.0,5,2.97,2,False 469 | HI,111,408,No,Yes,13,193.1,104,32.83,111.6,98,9.49,227.4,94,10.23,12.1,4,3.27,1,False 470 | TX,121,415,No,Yes,31,263.1,70,44.73,279.3,118,23.74,127.1,143,5.72,9.7,4,2.62,5,False 471 | GA,131,408,No,No,0,197.0,79,33.49,201.0,114,17.09,151.2,111,6.8,11.6,5,3.13,1,False 472 | ME,19,415,No,No,0,201.5,123,34.26,129.2,110,10.98,220.6,98,9.93,12.9,4,3.48,1,False 473 | OH,135,415,No,No,0,173.4,107,29.48,222.0,84,18.87,64.2,94,2.89,13.7,6,3.7,1,False 474 | TN,129,408,No,No,0,101.4,145,17.24,249.1,116,21.17,157.6,107,7.09,7.1,6,1.92,1,False 475 | VT,142,415,No,No,0,232.5,74,39.53,181.8,142,15.45,203.1,86,9.14,10.4,6,2.81,4,False 476 | MD,130,415,No,Yes,45,174.5,120,29.67,217.5,95,18.49,220.3,67,9.91,12.2,2,3.29,1,False 477 | NE,92,415,No,No,0,181.4,98,30.84,164.5,98,13.98,171.0,110,7.69,10.9,4,2.94,2,False 478 | WY,146,415,No,Yes,11,180.7,82,30.72,173.7,90,14.76,231.5,89,10.42,10.1,4,2.73,2,False 479 | WV,152,510,Yes,Yes,41,146.8,128,24.96,285.6,96,24.28,213.6,80,9.61,4.3,2,1.16,1,True 480 | MS,189,415,No,No,0,227.8,124,38.73,169.5,112,14.41,201.1,91,9.05,5.6,4,1.51,3,False 481 | OH,95,415,No,Yes,23,160.3,87,27.25,202.4,101,17.2,191.1,122,8.6,7.4,3,2.0,0,False 482 | AK,1,408,No,No,0,175.2,74,29.78,151.7,79,12.89,230.5,109,10.37,5.3,3,1.43,1,False 483 | IN,141,415,No,Yes,39,116.9,127,19.87,276.5,88,23.5,289.9,125,13.05,12.3,2,3.32,0,False 484 | WA,111,510,No,No,0,152.2,114,25.87,137.2,102,11.66,185.9,97,8.37,9.8,3,2.65,0,False 485 | RI,143,408,No,No,0,167.8,72,28.53,211.0,99,17.94,153.5,109,6.91,10.5,6,2.84,4,True 486 | AL,148,415,No,Yes,21,262.9,135,44.69,149.5,96,12.71,140.5,109,6.32,8.1,4,2.19,1,False 487 | MT,143,408,No,Yes,22,141.8,116,24.11,167.3,99,14.22,178.1,130,8.01,7.8,3,2.11,1,False 488 | NM,90,415,No,No,0,167.5,96,28.48,139.1,104,11.82,138.4,87,6.23,13.0,1,3.51,1,False 489 | OH,169,408,No,No,0,147.2,115,25.02,161.9,123,13.76,142.1,103,6.39,7.2,6,1.94,3,False 490 | LA,53,415,No,No,0,145.1,116,24.67,233.7,82,19.86,208.7,95,9.39,7.9,5,2.13,2,False 491 | MO,15,415,No,No,0,135.2,101,22.98,152.5,79,12.96,224.8,83,10.12,8.4,5,2.27,2,False 492 | DC,123,408,No,Yes,28,124.7,105,21.2,250.4,78,21.28,216.4,128,9.74,7.8,8,2.11,1,False 493 | TN,95,510,No,No,0,174.0,57,29.58,281.1,118,23.89,197.2,94,8.87,9.7,2,2.62,0,False 494 | WA,82,510,No,No,0,265.2,122,45.08,178.7,102,15.19,174.7,90,7.86,10.7,9,2.89,2,False 495 | RI,180,415,No,No,0,143.3,134,24.36,180.5,113,15.34,184.2,87,8.29,10.1,4,2.73,1,False 496 | RI,125,408,No,No,0,113.0,108,19.21,169.2,107,14.38,156.6,61,7.05,9.2,5,2.48,2,True 497 | OR,138,415,Yes,Yes,28,211.2,117,35.9,312.5,98,26.56,178.0,118,8.01,10.7,2,2.89,3,True 498 | MA,90,408,No,No,0,157.9,72,26.84,234.0,93,19.89,210.0,86,9.45,12.2,5,3.29,2,False 499 | NC,190,408,No,No,0,182.2,101,30.97,212.3,95,18.05,233.0,123,10.49,9.3,4,2.51,2,False 500 | IA,143,510,No,Yes,33,141.4,130,24.04,186.4,114,15.84,210.0,111,9.45,7.7,6,2.08,1,False 501 | IL,183,510,No,No,0,108.3,87,18.41,183.6,116,15.61,176.6,109,7.95,13.5,2,3.65,0,False 502 | KY,58,415,No,No,0,247.2,116,42.02,303.7,103,25.81,105.4,94,4.74,9.3,2,2.51,2,True 503 | TN,123,415,No,No,0,166.9,98,28.37,221.8,77,18.85,243.9,114,10.98,12.8,4,3.46,3,False 504 | GA,155,510,No,No,0,71.2,90,12.1,304.4,119,25.87,183.3,103,8.25,8.6,4,2.32,0,False 505 | MN,53,415,No,No,0,164.1,106,27.9,206.0,56,17.51,194.7,124,8.76,11.4,2,3.08,1,False 506 | MT,101,415,No,No,0,154.4,130,26.25,217.2,101,18.46,185.4,52,8.34,13.9,4,3.75,1,False 507 | ND,122,408,No,No,0,231.2,141,39.3,267.8,136,22.76,240.3,100,10.81,8.8,5,2.38,1,True 508 | VA,163,415,No,No,0,202.9,100,34.49,178.6,46,15.18,203.8,116,9.17,12.8,3,3.46,5,False 509 | ND,120,415,No,No,0,177.2,88,30.12,270.4,99,22.98,231.5,90,10.42,14.0,2,3.78,2,False 510 | TN,196,415,No,No,0,133.1,80,22.63,206.5,120,17.55,221.6,96,9.97,10.3,8,2.78,1,False 511 | NE,147,415,No,Yes,38,243.4,126,41.38,273.8,109,23.27,282.9,91,12.73,14.1,8,3.81,2,False 512 | IN,81,408,No,Yes,46,168.3,124,28.61,270.9,103,23.03,222.5,98,10.01,6.7,2,1.81,4,False 513 | OR,165,415,No,Yes,33,111.6,140,18.97,213.3,111,18.13,267.6,115,12.04,16.0,3,4.32,0,False 514 | TN,115,415,No,No,0,206.2,113,35.05,176.4,102,14.99,297.1,119,13.37,11.0,7,2.97,1,False 515 | TX,90,408,No,Yes,27,156.7,51,26.64,236.5,118,20.1,123.2,111,5.54,12.6,6,3.4,2,False 516 | TN,37,415,No,No,0,221.0,126,37.57,204.5,110,17.38,118.0,98,5.31,6.8,3,1.84,4,False 517 | NC,76,510,No,No,0,165.7,94,28.17,257.4,80,21.88,170.8,114,7.69,10.0,4,2.7,1,False 518 | MT,109,510,No,No,0,154.8,82,26.32,287.7,109,24.45,208.4,80,9.38,5.9,9,1.59,3,False 519 | HI,105,510,No,No,0,125.4,116,21.32,261.5,95,22.23,241.6,104,10.87,11.4,9,3.08,2,False 520 | MI,74,415,No,No,0,124.8,114,21.22,133.0,121,11.31,160.3,85,7.21,10.6,7,2.86,3,False 521 | AL,76,415,No,No,0,179.2,85,30.46,222.9,66,18.95,188.2,113,8.47,12.4,2,3.35,0,False 522 | CT,116,415,No,No,0,245.9,73,41.8,240.1,87,20.41,158.7,89,7.14,8.9,5,2.4,3,False 523 | UT,138,510,No,No,0,205.9,96,35.0,257.1,94,21.85,209.0,63,9.4,12.1,8,3.27,0,False 524 | DC,102,415,No,No,0,186.8,92,31.76,173.7,123,14.76,250.9,131,11.29,9.7,4,2.62,2,False 525 | UT,164,510,No,No,0,192.1,95,32.66,249.8,94,21.23,132.6,100,5.97,7.3,3,1.97,3,False 526 | MN,125,415,No,No,0,240.7,82,40.92,269.4,85,22.9,187.1,74,8.42,10.1,3,2.73,0,True 527 | SC,209,510,No,No,0,255.1,124,43.37,230.6,110,19.6,218.0,69,9.81,8.5,5,2.3,3,True 528 | NH,116,408,No,Yes,24,183.6,138,31.21,203.8,90,17.32,166.9,89,7.51,6.0,3,1.62,2,False 529 | MD,189,415,No,Yes,30,155.2,116,26.38,195.5,50,16.62,170.1,108,7.65,15.4,6,4.16,1,False 530 | OK,84,510,No,No,0,203.4,125,34.58,182.9,88,15.55,213.7,121,9.62,13.8,2,3.73,1,False 531 | NJ,182,415,No,No,0,279.1,124,47.45,180.5,108,15.34,217.5,104,9.79,9.5,11,2.57,2,True 532 | HI,171,510,No,No,0,189.8,122,32.27,173.7,85,14.76,257.1,84,11.57,10.3,1,2.78,0,False 533 | DE,90,415,No,No,0,198.5,124,33.75,266.6,100,22.66,243.3,80,10.95,8.0,7,2.16,2,False 534 | AL,117,510,No,No,0,158.7,84,26.98,181.7,91,15.44,177.3,67,7.98,7.7,10,2.08,2,False 535 | KS,186,510,No,No,0,137.8,97,23.43,187.7,118,15.95,146.4,85,6.59,8.7,6,2.35,1,False 536 | AK,55,408,No,Yes,39,139.3,101,23.68,178.3,117,15.16,246.5,104,11.09,8.1,1,2.19,3,False 537 | WI,74,408,No,No,0,177.4,136,30.16,240.3,104,20.43,237.3,133,10.68,12.0,3,3.24,0,False 538 | IN,130,408,No,No,0,115.6,129,19.65,167.8,104,14.26,141.8,124,6.38,12.6,9,3.4,1,False 539 | DC,80,408,No,No,0,51.5,90,8.76,164.0,98,13.94,169.4,80,7.62,9.5,4,2.57,3,False 540 | MS,120,415,No,No,0,131.7,99,22.39,163.1,109,13.86,201.1,116,9.05,10.7,3,2.89,1,False 541 | NH,84,408,No,Yes,30,106.5,65,18.11,225.7,108,19.18,188.6,61,8.49,5.7,3,1.54,2,False 542 | NJ,134,510,No,Yes,34,247.2,105,42.02,225.5,133,19.17,186.3,76,8.38,6.1,5,1.65,2,True 543 | VT,68,415,No,No,0,158.8,119,27.0,211.8,105,18.0,198.1,101,8.91,10.3,3,2.78,1,False 544 | MD,119,408,No,No,0,239.1,88,40.65,243.5,79,20.7,230.9,92,10.39,10.9,3,2.94,3,True 545 | KS,166,415,Yes,Yes,28,175.8,126,29.89,253.6,76,21.56,128.5,72,5.78,11.4,5,3.08,1,False 546 | NH,90,415,No,Yes,42,193.3,66,32.86,263.3,85,22.38,214.4,97,9.65,11.1,4,3.0,0,False 547 | AZ,82,415,No,Yes,33,137.8,95,23.43,235.5,128,20.02,268.1,70,12.06,11.0,6,2.97,2,False 548 | ID,130,415,No,No,0,263.7,113,44.83,186.5,103,15.85,195.3,99,8.79,18.3,6,4.94,1,True 549 | TX,130,408,No,No,0,252.0,101,42.84,170.2,105,14.47,209.2,64,9.41,5.7,5,1.54,0,False 550 | RI,155,408,Yes,No,0,163.1,94,27.73,291.7,108,24.79,96.4,111,4.34,11.2,3,3.02,0,False 551 | OR,81,415,No,No,0,324.7,48,55.2,236.4,82,20.09,187.6,78,8.44,13.1,5,3.54,0,True 552 | NC,75,408,No,No,0,203.3,70,34.56,228.9,97,19.46,222.2,118,10.0,14.3,3,3.86,1,False 553 | NM,178,415,No,Yes,35,175.4,88,29.82,190.0,65,16.15,138.7,94,6.24,10.5,3,2.84,2,False 554 | SC,112,415,No,No,0,266.0,97,45.22,214.6,94,18.24,306.2,100,13.78,14.2,2,3.83,2,True 555 | AZ,100,510,No,No,0,78.7,98,13.38,225.6,102,19.18,150.4,106,6.77,14.0,8,3.78,0,False 556 | WV,104,415,No,No,0,225.9,123,38.4,162.8,106,13.84,272.1,85,12.24,10.1,4,2.73,1,False 557 | NY,160,408,No,No,0,216.8,77,36.86,207.3,117,17.62,228.6,117,10.29,5.6,2,1.51,1,False 558 | WV,87,415,No,No,0,58.0,125,9.86,67.5,116,5.74,185.9,136,8.37,11.5,3,3.11,0,False 559 | NM,81,415,No,No,0,173.2,80,29.44,236.2,94,20.08,240.2,84,10.81,11.8,6,3.19,2,False 560 | ME,28,415,No,No,0,236.8,102,40.26,167.1,87,14.2,280.2,115,12.61,9.7,3,2.62,3,False 561 | WI,95,408,No,No,0,237.3,83,40.34,154.0,65,13.09,237.0,105,10.67,11.2,6,3.02,1,False 562 | NJ,35,408,No,No,0,158.6,67,26.96,130.4,96,11.08,229.8,80,10.34,6.9,5,1.86,2,False 563 | WY,134,510,No,No,0,296.0,93,50.32,226.4,117,19.24,246.8,98,11.11,12.3,10,3.32,0,True 564 | AR,185,415,No,Yes,19,157.3,123,26.74,257.7,94,21.9,190.4,107,8.57,9.6,6,2.59,0,False 565 | PA,85,408,No,No,0,144.4,88,24.55,264.6,105,22.49,185.4,94,8.34,9.9,3,2.67,1,False 566 | TN,148,415,No,Yes,36,77.6,141,13.19,207.0,60,17.6,255.7,115,11.51,10.9,2,2.94,1,False 567 | CT,134,408,No,Yes,32,80.3,94,13.65,199.9,124,16.99,170.8,117,7.69,16.6,3,4.48,0,False 568 | MA,80,408,No,Yes,36,190.3,115,32.35,256.6,78,21.81,214.9,145,9.67,3.8,4,1.03,1,False 569 | OH,165,510,No,No,0,209.4,67,35.6,273.8,89,23.27,150.2,88,6.76,12.8,1,3.46,0,False 570 | KS,65,415,No,Yes,34,208.8,119,35.5,142.1,106,12.08,214.6,87,9.66,12.5,4,3.38,4,False 571 | OK,104,415,No,No,0,113.6,87,19.31,158.6,98,13.48,187.7,87,8.45,10.5,6,2.84,2,False 572 | UT,44,415,No,No,0,202.6,89,34.44,163.0,96,13.86,268.1,151,12.06,8.3,3,2.24,0,False 573 | OH,162,415,No,No,0,135.2,98,22.98,242.0,107,20.57,246.9,96,11.11,10.2,2,2.75,2,False 574 | WA,96,415,No,No,0,276.9,105,47.07,246.9,94,20.99,254.4,107,11.45,10.3,3,2.78,1,True 575 | IN,72,510,No,No,0,287.4,116,48.86,235.3,126,20.0,292.1,114,13.14,5.0,3,1.35,4,True 576 | NE,31,415,No,No,0,97.5,129,16.58,260.4,78,22.13,88.7,100,3.99,7.0,5,1.89,1,False 577 | AL,72,415,No,No,0,166.5,102,28.31,261.0,103,22.19,262.7,85,11.82,13.3,5,3.59,0,False 578 | PA,136,408,No,No,0,102.1,75,17.36,219.5,97,18.66,73.7,92,3.32,9.8,5,2.65,0,False 579 | OR,82,415,No,Yes,19,146.5,73,24.91,246.4,65,20.94,199.0,114,8.96,4.1,4,1.11,1,False 580 | MN,155,408,Yes,No,0,250.8,146,42.64,152.5,105,12.96,148.1,104,6.66,10.0,5,2.7,2,False 581 | GA,136,415,No,No,0,163.4,83,27.78,249.3,119,21.19,249.7,90,11.24,9.8,4,2.65,7,False 582 | TX,57,415,No,No,0,161.0,113,27.37,208.0,134,17.68,208.1,81,9.36,8.4,4,2.27,3,False 583 | NM,112,415,No,No,0,81.6,94,13.87,268.1,112,22.79,140.8,75,6.34,8.6,18,2.32,1,False 584 | NC,95,408,No,No,0,128.6,115,21.86,216.2,88,18.38,255.3,96,11.49,6.3,2,1.7,6,True 585 | ID,113,415,No,Yes,30,183.8,102,31.25,183.4,123,15.59,235.0,52,10.58,11.6,7,3.13,0,False 586 | WI,103,415,No,No,0,180.2,134,30.63,97.7,85,8.3,181.7,134,8.18,8.4,3,2.27,1,False 587 | SC,149,415,No,Yes,20,147.8,132,25.13,276.8,94,23.53,149.9,110,6.75,10.2,6,2.75,0,False 588 | NV,116,408,No,No,0,110.9,54,18.85,213.4,82,18.14,186.2,116,8.38,7.9,2,2.13,2,False 589 | NE,95,510,No,No,0,58.2,96,9.89,202.1,126,17.18,210.5,97,9.47,10.4,5,2.81,0,False 590 | UT,201,510,No,No,0,212.7,72,36.16,225.2,90,19.14,195.1,99,8.78,7.0,6,1.89,1,False 591 | HI,150,415,No,No,0,214.0,117,36.38,192.4,89,16.35,242.6,99,10.92,7.9,4,2.13,1,False 592 | MI,108,408,Yes,No,0,115.1,114,19.57,211.3,70,17.96,136.1,85,6.12,13.8,3,3.73,2,True 593 | MO,101,415,Yes,No,0,156.4,116,26.59,130.4,114,11.08,207.3,109,9.33,7.3,5,1.97,1,False 594 | AL,182,415,No,Yes,24,128.1,104,21.78,143.4,127,12.19,191.0,98,8.59,11.6,3,3.13,1,False 595 | VT,128,408,No,No,0,227.9,130,38.74,302.6,71,25.72,191.5,82,8.62,5.5,7,1.49,1,True 596 | VA,113,408,No,Yes,34,44.9,63,7.63,134.2,82,11.41,168.4,118,7.58,13.3,3,3.59,1,False 597 | RI,76,415,No,No,0,171.1,78,29.09,257.2,83,21.86,91.6,92,4.12,16.2,3,4.37,1,False 598 | MD,204,510,No,No,0,205.2,145,34.88,154.8,95,13.16,191.4,77,8.61,14.1,5,3.81,3,False 599 | OH,32,415,No,Yes,31,232.8,97,39.58,183.5,111,15.6,206.8,111,9.31,13.0,2,3.51,0,False 600 | CO,103,415,No,Yes,37,153.5,78,26.1,241.9,108,20.56,244.7,110,11.01,10.6,3,2.86,1,False 601 | UT,148,510,No,No,0,203.0,92,34.51,150.9,125,12.83,245.5,131,11.05,14.6,9,3.94,1,False 602 | CO,57,415,No,No,0,85.9,92,14.6,193.9,127,16.48,231.5,93,10.42,10.1,2,2.73,0,False 603 | KY,64,415,Yes,No,0,146.7,83,24.94,148.3,91,12.61,238.6,69,10.74,12.5,3,3.38,3,False 604 | DC,70,415,No,No,0,152.8,145,25.98,183.6,102,15.61,151.8,75,6.83,10.5,2,2.84,1,False 605 | MA,142,408,No,No,0,216.8,134,36.86,187.8,106,15.96,138.1,108,6.21,8.3,2,2.24,0,False 606 | AZ,88,415,No,No,0,172.8,81,29.38,193.4,90,16.44,89.6,107,4.03,12.8,5,3.46,2,False 607 | IL,131,510,No,No,0,263.4,123,44.78,151.9,74,12.91,218.5,101,9.83,10.7,2,2.89,2,False 608 | CO,130,408,No,No,0,271.8,129,46.21,237.2,128,20.16,210.1,91,9.45,8.7,2,2.35,4,True 609 | OR,166,510,No,No,0,199.6,93,33.93,214.3,99,18.22,196.8,110,8.86,7.2,5,1.94,3,False 610 | MS,130,510,No,No,0,203.9,63,34.66,191.8,93,16.3,132.5,125,5.96,12.1,4,3.27,3,False 611 | SC,111,510,No,No,0,78.3,119,13.31,198.2,94,16.85,248.5,94,11.18,12.1,4,3.27,1,False 612 | IN,100,415,No,Yes,32,125.2,123,21.28,230.9,101,19.63,192.0,106,8.64,12.6,9,3.4,3,False 613 | ME,57,415,No,No,0,221.1,101,37.59,236.7,65,20.12,252.3,137,11.35,9.5,1,2.57,0,False 614 | DE,139,408,No,No,0,139.0,110,23.63,132.9,93,11.3,272.0,120,12.24,12.1,1,3.27,0,False 615 | OR,113,415,No,No,0,159.8,143,27.17,210.1,93,17.86,175.1,86,7.88,13.1,7,3.54,2,False 616 | NJ,108,415,No,No,0,239.3,102,40.68,223.4,127,18.99,251.4,104,11.31,10.6,6,2.86,0,False 617 | MT,100,415,No,No,0,113.3,96,19.26,197.9,89,16.82,284.5,93,12.8,11.7,2,3.16,4,True 618 | WV,120,510,No,No,0,192.6,123,32.74,206.4,105,17.54,283.2,93,12.74,10.8,3,2.92,1,False 619 | NJ,107,408,No,Yes,36,96.3,83,16.37,179.6,91,15.27,166.3,121,7.48,10.3,2,2.78,1,False 620 | IN,104,408,No,No,0,280.4,127,47.67,179.4,79,15.25,150.6,77,6.78,15.2,6,4.1,5,False 621 | NM,62,415,No,No,0,245.3,91,41.7,122.9,130,10.45,228.4,102,10.28,8.5,4,2.3,4,False 622 | MT,34,415,No,Yes,14,151.5,100,25.76,248.7,126,21.14,199.8,120,8.99,10.7,5,2.89,2,False 623 | NM,183,415,No,No,0,190.0,100,32.3,246.6,78,20.96,304.2,107,13.69,9.5,4,2.57,1,False 624 | IL,123,408,No,No,0,114.8,94,19.52,150.0,104,12.75,268.6,119,12.09,9.6,4,2.59,2,False 625 | IN,64,408,No,No,0,113.8,97,19.35,192.3,97,16.35,214.9,89,9.67,10.4,1,2.81,3,False 626 | ND,27,415,No,No,0,227.4,67,38.66,248.0,115,21.08,61.4,109,2.76,7.8,6,2.11,1,False 627 | NH,123,408,No,No,0,224.0,99,38.08,210.7,80,17.91,231.9,75,10.44,2.1,5,0.57,0,False 628 | NM,84,408,No,Yes,41,153.9,102,26.16,140.7,117,11.96,217.7,101,9.8,12.8,5,3.46,1,False 629 | LA,91,415,No,No,0,190.5,128,32.39,205.5,103,17.47,130.7,63,5.88,13.8,5,3.73,0,False 630 | KY,95,510,No,No,0,157.3,116,26.74,197.5,77,16.79,128.2,111,5.77,8.4,4,2.27,2,False 631 | WV,73,415,No,No,0,240.3,130,40.85,162.5,83,13.81,231.9,136,10.44,11.9,3,3.21,0,False 632 | WV,58,408,No,Yes,39,211.9,40,36.02,274.4,76,23.32,210.5,139,9.47,5.4,4,1.46,1,False 633 | IA,88,415,No,No,0,113.7,67,19.33,165.1,127,14.03,141.5,142,6.37,10.8,3,2.92,1,False 634 | NE,67,415,No,Yes,41,174.7,86,29.7,160.6,93,13.65,155.3,108,6.99,13.4,1,3.62,0,False 635 | WA,152,510,No,No,0,161.4,84,27.44,163.6,88,13.91,153.2,121,6.89,11.8,5,3.19,1,False 636 | PA,142,510,No,Yes,40,230.7,101,39.22,256.8,88,21.83,263.9,92,11.88,6.4,3,1.73,1,False 637 | ID,105,408,No,No,0,232.6,96,39.54,253.4,117,21.54,154.0,101,6.93,10.5,9,2.84,1,False 638 | DC,93,408,No,Yes,22,306.2,123,52.05,189.7,83,16.12,240.3,107,10.81,11.7,2,3.16,0,False 639 | KY,79,415,No,No,0,236.8,135,40.26,186.4,87,15.84,126.9,112,5.71,10.4,5,2.81,2,False 640 | SC,88,408,No,No,0,153.5,94,26.1,251.7,118,21.39,182.2,99,8.2,8.5,6,2.3,1,False 641 | NC,110,408,No,No,0,159.5,145,27.12,202.3,101,17.2,256.0,96,11.52,16.7,2,4.51,2,False 642 | NY,209,415,No,No,0,153.7,105,26.13,188.6,87,16.03,200.8,95,9.04,10.7,2,2.89,0,False 643 | OR,27,510,No,No,0,232.1,81,39.46,210.8,101,17.92,165.4,87,7.44,15.0,6,4.05,5,False 644 | IL,117,415,No,No,0,201.9,86,34.32,212.3,96,18.05,176.9,98,7.96,7.8,10,2.11,1,False 645 | MA,87,408,No,No,0,186.9,79,31.77,182.6,105,15.52,143.1,90,6.44,4.2,14,1.13,1,False 646 | CT,129,510,No,Yes,27,196.6,89,33.42,180.6,95,15.35,245.0,83,11.03,6.6,5,1.78,1,False 647 | WI,142,510,No,No,0,232.1,102,39.46,168.2,110,14.3,197.3,120,8.88,9.9,3,2.67,1,False 648 | OK,112,415,No,No,0,166.0,79,28.22,74.6,100,6.34,247.9,74,11.16,6.3,7,1.7,0,False 649 | AZ,97,408,No,Yes,25,141.0,101,23.97,212.0,85,18.02,175.2,138,7.88,4.9,2,1.32,3,False 650 | KS,101,415,No,No,0,231.3,87,39.32,224.7,88,19.1,214.6,69,9.66,7.2,7,1.94,1,False 651 | KS,127,415,No,Yes,24,154.8,69,26.32,177.2,105,15.06,207.6,102,9.34,9.0,4,2.43,1,False 652 | WY,148,408,No,No,0,243.0,115,41.31,191.8,91,16.3,117.8,93,5.3,13.4,5,3.62,2,False 653 | OK,138,510,No,Yes,33,155.2,139,26.38,268.3,79,22.81,186.4,71,8.39,9.7,4,2.62,3,False 654 | WA,84,415,No,No,0,289.1,100,49.15,233.8,97,19.87,223.5,148,10.06,12.7,2,3.43,2,True 655 | MD,133,510,No,No,0,295.0,141,50.15,223.6,101,19.01,229.4,109,10.32,12.9,4,3.48,2,True 656 | NY,120,510,No,Yes,27,128.5,115,21.85,163.7,91,13.91,242.9,121,10.93,0.0,0,0.0,1,False 657 | WI,87,415,No,No,0,238.0,97,40.46,164.5,97,13.98,282.5,132,12.71,10.6,6,2.86,2,False 658 | AK,99,510,No,No,0,238.4,96,40.53,246.5,130,20.95,198.4,117,8.93,12.4,4,3.35,3,False 659 | AZ,48,415,No,Yes,27,141.1,109,23.99,224.7,94,19.1,174.3,122,7.84,13.2,2,3.56,1,False 660 | KS,57,415,No,No,0,158.1,117,26.88,115.2,149,9.79,182.4,92,8.21,11.8,7,3.19,0,False 661 | CA,127,510,No,No,0,107.9,128,18.34,187.0,77,15.9,218.5,95,9.83,0.0,0,0.0,0,False 662 | IN,114,408,No,No,0,203.8,85,34.65,87.8,110,7.46,166.2,122,7.48,11.7,4,3.16,1,False 663 | CA,84,415,No,No,0,280.0,113,47.6,202.2,90,17.19,156.8,103,7.06,10.4,4,2.81,0,True 664 | WI,114,415,No,Yes,26,137.1,88,23.31,155.7,125,13.23,247.6,94,11.14,11.5,7,3.11,2,False 665 | AL,106,408,No,Yes,29,83.6,131,14.21,203.9,131,17.33,229.5,73,10.33,8.1,3,2.19,1,False 666 | VT,60,415,No,No,0,193.9,118,32.96,85.0,110,7.23,210.1,134,9.45,13.2,8,3.56,3,False 667 | WV,159,415,No,No,0,169.8,114,28.87,197.7,105,16.8,193.7,82,8.72,11.6,4,3.13,1,False 668 | CT,184,510,Yes,No,0,213.8,105,36.35,159.6,84,13.57,139.2,137,6.26,5.0,10,1.35,2,False 669 | --------------------------------------------------------------------------------