8 sessions uploaded

Author: sonik8494

Data Exploration of Automobile Data/Prerequisites.md

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+# Prerequisites!
+
+**Following are the prerequisites:**
+
+   - Pandas
+   - Numpy
+   - Matplotlib
+   - Data Pre-processing
+   - EDA
+
+Be prepared so that you can take most out of this session!
+All the best!

Data Exploration of Automobile Data/data/data_1.csv

@@ -0,0 +1,206 @@
+symboling,make,fuel-type,body-style,drive-wheels,wheel-base,length,width,height,horsepower,peak-rpm,highway-mpg,city-mpg,price
+3,alfa-romero,gas,convertible,rwd,88.6,168.8,64.1,48.8,111,5000,27,21,13495
+3,alfa-romero,gas,convertible,rwd,88.6,168.8,64.1,48.8,111,5000,27,21,16500
+1,alfa-romero,gas,hatchback,rwd,94.5,171.2,65.5,52.4,154,5000,26,19,16500
+2,audi,gas,sedan,fwd,99.8,176.6,66.2,54.3,102,5500,30,24,13950
+2,audi,gas,sedan,4wd,99.4,176.6,66.4,54.3,115,5500,22,18,17450
+2,audi,gas,sedan,fwd,99.8,177.3,66.3,53.1,110,5500,25,19,15250
+1,audi,gas,sedan,fwd,105.8,192.7,71.4,55.7,110,5500,25,19,17710
+1,audi,gas,wagon,fwd,105.8,192.7,71.4,55.7,110,5500,25,19,18920
+1,audi,gas,sedan,fwd,105.8,192.7,71.4,55.9,140,5500,20,17,23875
+0,audi,gas,hatchback,4wd,99.5,178.2,67.9,52,160,5500,22,16,23000
+2,bmw,gas,sedan,rwd,101.2,176.8,64.8,54.3,101,5800,29,23,16430
+0,bmw,gas,sedan,rwd,101.2,176.8,64.8,54.3,101,5800,29,23,16925
+0,bmw,gas,sedan,rwd,101.2,176.8,64.8,54.3,121,4250,28,21,20970
+0,bmw,gas,sedan,rwd,101.2,176.8,64.8,54.3,121,4250,28,21,21105
+1,bmw,gas,sedan,rwd,103.5,189,66.9,55.7,121,4250,25,20,24565
+0,bmw,gas,sedan,rwd,103.5,189,66.9,55.7,182,5400,22,16,30760
+0,bmw,gas,sedan,rwd,103.5,193.8,67.9,53.7,182,5400,22,16,41315
+0,bmw,gas,sedan,rwd,110,197,70.9,56.3,182,5400,20,15,36880
+2,chevrolet,gas,hatchback,fwd,88.4,141.1,60.3,53.2,48,5100,53,47,5151
+1,chevrolet,gas,hatchback,fwd,94.5,155.9,63.6,52,70,5400,43,38,6295
+0,chevrolet,gas,sedan,fwd,94.5,158.8,63.6,52,70,5400,43,38,6575
+1,dodge,gas,hatchback,fwd,93.7,157.3,63.8,50.8,68,5500,41,37,5572
+1,dodge,gas,hatchback,fwd,93.7,157.3,63.8,50.8,68,5500,38,31,6377
+1,dodge,gas,hatchback,fwd,93.7,157.3,63.8,50.8,102,5500,30,24,7957
+1,dodge,gas,hatchback,fwd,93.7,157.3,63.8,50.6,68,5500,38,31,6229
+1,dodge,gas,sedan,fwd,93.7,157.3,63.8,50.6,68,5500,38,31,6692
+1,dodge,gas,sedan,fwd,93.7,157.3,63.8,50.6,68,5500,38,31,7609
+1,dodge,gas,sedan,fwd,93.7,157.3,63.8,50.6,102,5500,30,24,8558
+-1,dodge,gas,wagon,fwd,103.3,174.6,64.6,59.8,88,5000,30,24,8921
+3,dodge,gas,hatchback,fwd,95.9,173.2,66.3,50.2,145,5000,24,19,12964
+2,honda,gas,hatchback,fwd,86.6,144.6,63.9,50.8,58,4800,54,49,6479
+2,honda,gas,hatchback,fwd,86.6,144.6,63.9,50.8,76,6000,38,31,6855
+1,honda,gas,hatchback,fwd,93.7,150,64,52.6,60,5500,42,38,5399
+1,honda,gas,hatchback,fwd,93.7,150,64,52.6,76,6000,34,30,6529
+1,honda,gas,hatchback,fwd,93.7,150,64,52.6,76,6000,34,30,7129
+0,honda,gas,sedan,fwd,96.5,163.4,64,54.5,76,6000,34,30,7295
+0,honda,gas,wagon,fwd,96.5,157.1,63.9,58.3,76,6000,34,30,7295
+0,honda,gas,hatchback,fwd,96.5,167.5,65.2,53.3,86,5800,33,27,7895
+0,honda,gas,hatchback,fwd,96.5,167.5,65.2,53.3,86,5800,33,27,9095
+0,honda,gas,sedan,fwd,96.5,175.4,65.2,54.1,86,5800,33,27,8845
+0,honda,gas,sedan,fwd,96.5,175.4,62.5,54.1,86,5800,33,27,10295
+0,honda,gas,sedan,fwd,96.5,175.4,65.2,54.1,101,5800,28,24,12945
+1,honda,gas,sedan,fwd,96.5,169.1,66,51,100,5500,31,25,10345
+0,isuzu,gas,sedan,rwd,94.3,170.7,61.8,53.5,78,4800,29,24,6785
+1,isuzu,gas,sedan,fwd,94.5,155.9,63.6,52,70,5400,43,38,32000
+0,isuzu,gas,sedan,fwd,94.5,155.9,63.6,52,70,5400,43,38,24000
+2,isuzu,gas,hatchback,rwd,96,172.6,65.2,51.4,90,5000,29,24,11048
+0,jaguar,gas,sedan,rwd,113,199.6,69.6,52.8,176,4750,19,15,32250
+0,jaguar,gas,sedan,rwd,113,199.6,69.6,52.8,176,4750,19,15,35550
+0,jaguar,gas,sedan,rwd,102,191.7,70.6,47.8,262,5000,17,13,36000
+1,mazda,gas,hatchback,fwd,93.1,159.1,64.2,54.1,68,5000,31,30,5195
+1,mazda,gas,hatchback,fwd,93.1,159.1,64.2,54.1,68,5000,38,31,6095
+1,mazda,gas,hatchback,fwd,93.1,159.1,64.2,54.1,68,5000,38,31,6795
+1,mazda,gas,sedan,fwd,93.1,166.8,64.2,54.1,68,5000,38,31,6695
+1,mazda,gas,sedan,fwd,93.1,166.8,64.2,54.1,68,5000,38,31,7395
+3,mazda,gas,hatchback,rwd,95.3,169,65.7,49.6,101,6000,23,17,10945
+3,mazda,gas,hatchback,rwd,95.3,169,65.7,49.6,101,6000,23,17,11845
+3,mazda,gas,hatchback,rwd,95.3,169,65.7,49.6,101,6000,23,17,13645
+3,mazda,gas,hatchback,rwd,95.3,169,65.7,49.6,135,6000,23,16,15645
+1,mazda,gas,hatchback,fwd,98.8,177.8,66.5,53.7,84,4800,32,26,8845
+0,mazda,gas,sedan,fwd,98.8,177.8,66.5,55.5,84,4800,32,26,8495
+1,mazda,gas,hatchback,fwd,98.8,177.8,66.5,53.7,84,4800,32,26,10595
+0,mazda,gas,sedan,fwd,98.8,177.8,66.5,55.5,84,4800,32,26,10245
+0,mazda,diesel,sedan,fwd,98.8,177.8,66.5,55.5,64,4650,42,36,10795
+0,mazda,gas,hatchback,fwd,98.8,177.8,66.5,55.5,84,4800,32,26,11245
+0,mazda,gas,sedan,rwd,104.9,175,66.1,54.4,120,5000,27,19,18280
+0,mazda,diesel,sedan,rwd,104.9,175,66.1,54.4,72,4200,39,31,18344
+-1,mercedes-benz,diesel,sedan,rwd,110,190.9,70.3,56.5,123,4350,25,22,25552
+-1,mercedes-benz,diesel,wagon,rwd,110,190.9,70.3,58.7,123,4350,25,22,28248
+0,mercedes-benz,diesel,hardtop,rwd,106.7,187.5,70.3,54.9,123,4350,25,22,28176
+-1,mercedes-benz,diesel,sedan,rwd,115.6,202.6,71.7,56.3,123,4350,25,22,31600
+-1,mercedes-benz,gas,sedan,rwd,115.6,202.6,71.7,56.5,155,4750,18,16,34184
+3,mercedes-benz,gas,convertible,rwd,96.6,180.3,70.5,50.8,155,4750,18,16,35056
+0,mercedes-benz,gas,sedan,rwd,120.9,208.1,71.7,56.7,184,4500,16,14,40960
+1,mercedes-benz,gas,hardtop,rwd,112,199.2,72,55.4,184,4500,16,14,45400
+1,mercury,gas,hatchback,rwd,102.7,178.4,68,54.8,175,5000,24,19,16503
+2,mitsubishi,gas,hatchback,fwd,93.7,157.3,64.4,50.8,68,5500,41,37,5389
+2,mitsubishi,gas,hatchback,fwd,93.7,157.3,64.4,50.8,68,5500,38,31,6189
+2,mitsubishi,gas,hatchback,fwd,93.7,157.3,64.4,50.8,68,5500,38,31,6669
+1,mitsubishi,gas,hatchback,fwd,93,157.3,63.8,50.8,102,5500,30,24,7689
+3,mitsubishi,gas,hatchback,fwd,96.3,173,65.4,49.4,116,5500,30,23,9959
+3,mitsubishi,gas,hatchback,fwd,96.3,173,65.4,49.4,88,5000,32,25,8499
+3,mitsubishi,gas,hatchback,fwd,95.9,173.2,66.3,50.2,145,5000,24,19,12629
+3,mitsubishi,gas,hatchback,fwd,95.9,173.2,66.3,50.2,145,5000,24,19,14869
+3,mitsubishi,gas,hatchback,fwd,95.9,173.2,66.3,50.2,145,5000,24,19,14489
+1,mitsubishi,gas,sedan,fwd,96.3,172.4,65.4,51.6,88,5000,32,25,6989
+1,mitsubishi,gas,sedan,fwd,96.3,172.4,65.4,51.6,88,5000,32,25,8189
+1,mitsubishi,gas,sedan,fwd,96.3,172.4,65.4,51.6,116,5500,30,23,9279
+-1,mitsubishi,gas,sedan,fwd,96.3,172.4,65.4,51.6,116,5500,30,23,9279
+1,nissan,gas,sedan,fwd,94.5,165.3,63.8,54.5,69,5200,37,31,5499
+1,nissan,diesel,sedan,fwd,94.5,165.3,63.8,54.5,55,4800,50,45,7099
+1,nissan,gas,sedan,fwd,94.5,165.3,63.8,54.5,69,5200,37,31,6649
+1,nissan,gas,sedan,fwd,94.5,165.3,63.8,54.5,69,5200,37,31,6849
+1,nissan,gas,wagon,fwd,94.5,170.2,63.8,53.5,69,5200,37,31,7349
+1,nissan,gas,sedan,fwd,94.5,165.3,63.8,54.5,69,5200,37,31,7299
+1,nissan,gas,hatchback,fwd,94.5,165.6,63.8,53.3,69,5200,37,31,7799
+1,nissan,gas,sedan,fwd,94.5,165.3,63.8,54.5,69,5200,37,31,7499
+1,nissan,gas,wagon,fwd,94.5,170.2,63.8,53.5,69,5200,37,31,7999
+2,nissan,gas,hardtop,fwd,95.1,162.4,63.8,53.3,69,5200,37,31,8249
+0,nissan,gas,hatchback,fwd,97.2,173.4,65.2,54.7,97,5200,34,27,8949
+0,nissan,gas,sedan,fwd,97.2,173.4,65.2,54.7,97,5200,34,27,9549
+0,nissan,gas,sedan,fwd,100.4,181.7,66.5,55.1,152,5200,22,17,13499
+0,nissan,gas,wagon,fwd,100.4,184.6,66.5,56.1,152,5200,22,17,14399
+0,nissan,gas,sedan,fwd,100.4,184.6,66.5,55.1,152,5200,25,19,13499
+3,nissan,gas,hatchback,rwd,91.3,170.7,67.9,49.7,160,5200,25,19,17199
+3,nissan,gas,hatchback,rwd,91.3,170.7,67.9,49.7,200,5200,23,17,19699
+1,nissan,gas,hatchback,rwd,99.2,178.5,67.9,49.7,160,5200,25,19,18399
+0,peugot,gas,sedan,rwd,107.9,186.7,68.4,56.7,97,5000,24,19,11900
+0,peugot,diesel,sedan,rwd,107.9,186.7,68.4,56.7,95,4150,33,28,13200
+0,peugot,gas,wagon,rwd,114.2,198.9,68.4,58.7,97,5000,24,19,12440
+0,peugot,diesel,wagon,rwd,114.2,198.9,68.4,58.7,95,4150,25,25,13860
+0,peugot,gas,sedan,rwd,107.9,186.7,68.4,56.7,95,5000,24,19,15580
+0,peugot,diesel,sedan,rwd,107.9,186.7,68.4,56.7,95,4150,33,28,16900
+0,peugot,gas,wagon,rwd,114.2,198.9,68.4,56.7,95,5000,24,19,16695
+0,peugot,diesel,wagon,rwd,114.2,198.9,68.4,58.7,95,4150,25,25,17075
+0,peugot,gas,sedan,rwd,107.9,186.7,68.4,56.7,97,5000,24,19,16630
+0,peugot,diesel,sedan,rwd,107.9,186.7,68.4,56.7,95,4150,33,28,17950
+0,peugot,gas,sedan,rwd,108,186.7,68.3,56,142,5600,24,18,18150
+1,plymouth,gas,hatchback,fwd,93.7,157.3,63.8,50.8,68,5500,41,37,5572
+1,plymouth,gas,hatchback,fwd,93.7,157.3,63.8,50.8,102,5500,30,24,7957
+1,plymouth,gas,hatchback,fwd,93.7,157.3,63.8,50.6,68,5500,38,31,6229
+1,plymouth,gas,sedan,fwd,93.7,167.3,63.8,50.8,68,5500,38,31,6692
+1,plymouth,gas,sedan,fwd,93.7,167.3,63.8,50.8,68,5500,38,31,7609
+-1,plymouth,gas,wagon,fwd,103.3,174.6,64.6,59.8,88,5000,30,24,8921
+3,plymouth,gas,hatchback,rwd,95.9,173.2,66.3,50.2,145,5000,24,19,12764
+3,porsche,gas,hatchback,rwd,94.5,168.9,68.3,50.2,143,5500,27,19,22018
+3,porsche,gas,hardtop,rwd,89.5,168.9,65,51.6,207,5900,25,17,32528
+3,porsche,gas,hardtop,rwd,89.5,168.9,65,51.6,207,5900,25,17,34028
+3,porsche,gas,convertible,rwd,89.5,168.9,65,51.6,207,5900,25,17,37028
+1,porsche,gas,hatchback,rwd,98.4,175.7,72.3,50.5,288,5750,28,17,29000
+0,renault,gas,wagon,fwd,96.1,181.5,66.5,55.2,238,5000,31,23,9295
+2,renault,gas,hatchback,fwd,96.1,176.8,66.6,50.5,110,5500,31,23,9895
+3,saab,gas,hatchback,fwd,99.1,186.6,66.5,56.1,110,5500,28,21,11850
+2,saab,gas,sedan,fwd,99.1,186.6,66.5,56.1,110,5250,28,21,12170
+3,saab,gas,hatchback,fwd,99.1,186.6,66.5,56.1,110,5250,28,21,15040
+2,saab,gas,sedan,fwd,99.1,186.6,66.5,56.1,110,5250,28,21,15510
+3,saab,gas,hatchback,fwd,99.1,186.6,66.5,56.1,160,5500,26,19,18150
+2,saab,gas,sedan,fwd,99.1,186.6,66.5,56.1,160,5500,26,19,18620
+2,subaru,gas,hatchback,fwd,93.7,156.9,63.4,53.7,69,4900,36,31,5118
+2,subaru,gas,hatchback,fwd,93.7,157.9,63.6,53.7,73,4400,31,26,7053
+2,subaru,gas,hatchback,4wd,93.3,157.3,63.8,55.7,73,4400,31,26,7603
+0,subaru,gas,sedan,fwd,97.2,172,65.4,52.5,82,4800,37,32,7126
+0,subaru,gas,sedan,fwd,97.2,172,65.4,52.5,82,4400,33,28,7775
+0,subaru,gas,sedan,fwd,97.2,172,65.4,52.5,94,5200,32,26,9960
+0,subaru,gas,sedan,4wd,97,172,65.4,54.3,82,4800,25,24,9233
+0,subaru,gas,sedan,4wd,97,172,65.4,54.3,111,4800,29,24,11259
+0,subaru,gas,wagon,fwd,97,173.5,65.4,53,82,4800,32,28,7463
+0,subaru,gas,wagon,fwd,97,173.5,65.4,53,94,5200,31,25,10198
+0,subaru,gas,wagon,4wd,96.9,173.6,65.4,54.9,82,4800,29,23,8013
+0,subaru,gas,wagon,4wd,96.9,173.6,65.4,54.9,111,4800,23,23,11694
+1,toyota,gas,hatchback,fwd,95.7,158.7,63.6,54.5,62,4800,39,35,5348
+1,toyota,gas,hatchback,fwd,95.7,158.7,63.6,54.5,62,4800,38,31,6338
+1,toyota,gas,hatchback,fwd,95.7,158.7,63.6,54.5,62,4800,38,31,6488
+0,toyota,gas,wagon,fwd,95.7,169.7,63.6,59.1,62,4800,37,31,6918
+0,toyota,gas,wagon,4wd,95.7,169.7,63.6,59.1,62,4800,32,27,7898
+0,toyota,gas,wagon,4wd,95.7,169.7,63.6,59.1,62,4800,32,27,8778
+0,toyota,gas,sedan,fwd,95.7,166.3,64.4,53,70,4800,37,30,6938
+0,toyota,gas,hatchback,fwd,95.7,166.3,64.4,52.8,70,4800,37,30,7198
+0,toyota,diesel,sedan,fwd,95.7,166.3,64.4,53,56,4500,36,34,7898
+0,toyota,diesel,hatchback,fwd,95.7,166.3,64.4,52.8,56,4500,47,38,7788
+0,toyota,gas,sedan,fwd,95.7,166.3,64.4,53,70,4800,47,38,7738
+0,toyota,gas,hatchback,fwd,95.7,166.3,64.4,52.8,70,4800,34,28,8358
+0,toyota,gas,sedan,fwd,95.7,166.3,64.4,52.8,70,4800,34,28,9258
+1,toyota,gas,sedan,rwd,94.5,168.7,64,52.6,70,4800,34,29,8058
+1,toyota,gas,hatchback,rwd,94.5,168.7,64,52.6,70,4800,34,29,8238
+1,toyota,gas,sedan,rwd,94.5,168.7,64,52.6,112,6600,29,26,9298
+1,toyota,gas,hatchback,rwd,94.5,168.7,64,52.6,112,6600,29,26,9538
+2,toyota,gas,hardtop,rwd,98.4,176.2,65.6,52,116,4800,30,24,8449
+2,toyota,gas,hardtop,rwd,98.4,176.2,65.6,52,116,4800,30,24,9639
+2,toyota,gas,hatchback,rwd,98.4,176.2,65.6,52,116,4800,30,24,9989
+2,toyota,gas,hardtop,rwd,98.4,176.2,65.6,52,116,4800,30,24,11199
+2,toyota,gas,hatchback,rwd,98.4,176.2,65.6,52,116,4800,30,24,11549
+2,toyota,gas,convertible,rwd,98.4,176.2,65.6,53,116,4800,30,24,17669
+-1,toyota,gas,sedan,fwd,102.4,175.6,66.5,54.9,92,4200,34,29,8948
+-1,toyota,diesel,sedan,fwd,102.4,175.6,66.5,54.9,73,4500,33,30,10698
+-1,toyota,gas,hatchback,fwd,102.4,175.6,66.5,53.9,92,4200,32,27,9988
+-1,toyota,gas,sedan,fwd,102.4,175.6,66.5,54.9,92,4200,32,27,10898
+-1,toyota,gas,hatchback,fwd,102.4,175.6,66.5,53.9,92,4200,32,27,11248
+3,toyota,gas,hatchback,rwd,102.9,183.5,67.7,52,161,5200,24,20,16558
+3,toyota,gas,hatchback,rwd,102.9,183.5,67.7,52,161,5200,24,19,15998
+-1,toyota,gas,sedan,rwd,104.5,187.8,66.5,54.1,156,5200,24,20,15690
+-1,toyota,gas,wagon,rwd,104.5,187.8,66.5,54.1,156,5200,24,19,15750
+2,volkswagen,diesel,sedan,fwd,97.3,171.7,65.5,55.7,52,4800,46,37,7775
+2,volkswagen,gas,sedan,fwd,97.3,171.7,65.5,55.7,85,5250,34,27,7975
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