diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..496ee2c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.DS_Store
\ No newline at end of file
diff --git a/assets/CarPrice_Assignment.csv b/assets/CarPrice_Assignment.csv
new file mode 100644
index 0000000..b9ea8b2
--- /dev/null
+++ b/assets/CarPrice_Assignment.csv
@@ -0,0 +1,206 @@
+car_ID,symboling,CarName,fueltype,aspiration,doornumber,carbody,drivewheel,enginelocation,wheelbase,carlength,carwidth,carheight,curbweight,enginetype,cylindernumber,enginesize,fuelsystem,boreratio,stroke,compressionratio,horsepower,peakrpm,citympg,highwaympg,price
+1,3,alfa-romero giulia,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495
+2,3,alfa-romero stelvio,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500
+3,1,alfa-romero Quadrifoglio,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500
+4,2,audi 100 ls,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950
+5,2,audi 100ls,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450
+6,2,audi fox,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250
+7,1,audi 100ls,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710
+8,1,audi 5000,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920
+9,1,audi 4000,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875
+10,0,audi 5000s (diesel),gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,17859.167
+11,2,bmw 320i,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430
+12,0,bmw 320i,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925
+13,0,bmw x1,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970
+14,0,bmw x3,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105
+15,1,bmw z4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565
+16,0,bmw x4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760
+17,0,bmw x5,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315
+18,0,bmw x3,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880
+19,2,chevrolet impala,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151
+20,1,chevrolet monte carlo,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295
+21,0,chevrolet vega 2300,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575
+22,1,dodge rampage,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572
+23,1,dodge challenger se,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377
+24,1,dodge d200,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957
+25,1,dodge monaco (sw),gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229
+26,1,dodge colt hardtop,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692
+27,1,dodge colt (sw),gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609
+28,1,dodge coronet custom,gas,turbo,two,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558
+29,-1,dodge dart custom,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921
+30,3,dodge coronet custom (sw),gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964
+31,2,honda civic,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479
+32,2,honda civic cvcc,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855
+33,1,honda civic,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399
+34,1,honda accord cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529
+35,1,honda civic cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129
+36,0,honda accord lx,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295
+37,0,honda civic 1500 gl,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295
+38,0,honda accord,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895
+39,0,honda civic 1300,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095
+40,0,honda prelude,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845
+41,0,honda accord,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295
+42,0,honda civic,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945
+43,1,honda civic (auto),gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345
+44,0,isuzu MU-X,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785
+45,1,isuzu D-Max ,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+46,0,isuzu D-Max V-Cross,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+47,2,isuzu D-Max ,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048
+48,0,jaguar xj,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250
+49,0,jaguar xf,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550
+50,0,jaguar xk,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000
+51,1,maxda rx3,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195
+52,1,maxda glc deluxe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095
+53,1,mazda rx2 coupe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795
+54,1,mazda rx-4,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695
+55,1,mazda glc deluxe,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395
+56,3,mazda 626,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,10945
+57,3,mazda glc,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,11845
+58,3,mazda rx-7 gs,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,13645
+59,3,mazda glc 4,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,3.33,3.255,9.4,135,6000,16,23,15645
+60,1,mazda 626,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845
+61,0,mazda glc custom l,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495
+62,1,mazda glc custom,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595
+63,0,mazda rx-4,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245
+64,0,mazda glc deluxe,diesel,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795
+65,0,mazda 626,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245
+66,0,mazda glc,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280
+67,0,mazda rx-7 gs,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344
+68,-1,buick electra 225 custom,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552
+69,-1,buick century luxus (sw),diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248
+70,0,buick century,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176
+71,-1,buick skyhawk,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600
+72,-1,buick opel isuzu deluxe,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184
+73,3,buick skylark,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056
+74,0,buick century special,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960
+75,1,buick regal sport coupe (turbo),gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400
+76,1,mercury cougar,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503
+77,2,mitsubishi mirage,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389
+78,2,mitsubishi lancer,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189
+79,2,mitsubishi outlander,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669
+80,1,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689
+81,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959
+82,3,mitsubishi g4,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499
+83,3,mitsubishi outlander,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629
+84,3,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869
+85,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489
+86,1,mitsubishi montero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989
+87,1,mitsubishi pajero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189
+88,1,mitsubishi outlander,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279
+89,-1,mitsubishi mirage g4,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279
+90,1,Nissan versa,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499
+91,1,nissan gt-r,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099
+92,1,nissan rogue,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649
+93,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849
+94,1,nissan titan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349
+95,1,nissan leaf,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299
+96,1,nissan juke,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799
+97,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499
+98,1,nissan note,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999
+99,2,nissan clipper,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249
+100,0,nissan rogue,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949
+101,0,nissan nv200,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549
+102,0,nissan dayz,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499
+103,0,nissan fuga,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399
+104,0,nissan otti,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499
+105,3,nissan teana,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199
+106,3,nissan kicks,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699
+107,1,nissan clipper,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399
+108,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900
+109,0,peugeot 304,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200
+110,0,peugeot 504 (sw),gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440
+111,0,peugeot 504,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860
+112,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580
+113,0,peugeot 604sl,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900
+114,0,peugeot 504,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695
+115,0,peugeot 505s turbo diesel,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075
+116,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630
+117,0,peugeot 504,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950
+118,0,peugeot 604sl,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150
+119,1,plymouth fury iii,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572
+120,1,plymouth cricket,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957
+121,1,plymouth fury iii,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229
+122,1,plymouth satellite custom (sw),gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692
+123,1,plymouth fury gran sedan,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609
+124,-1,plymouth valiant,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921
+125,3,plymouth duster,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764
+126,3,porsche macan,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018
+127,3,porcshce panamera,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528
+128,3,porsche cayenne,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028
+129,3,porsche boxter,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028
+130,1,porsche cayenne,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,31400.5
+131,0,renault 12tl,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9295
+132,2,renault 5 gtl,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9895
+133,3,saab 99e,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850
+134,2,saab 99le,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170
+135,3,saab 99le,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040
+136,2,saab 99gle,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510
+137,3,saab 99gle,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150
+138,2,saab 99e,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620
+139,2,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118
+140,2,subaru dl,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053
+141,2,subaru dl,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603
+142,0,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126
+143,0,subaru brz,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775
+144,0,subaru baja,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960
+145,0,subaru r1,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233
+146,0,subaru r2,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259
+147,0,subaru trezia,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463
+148,0,subaru tribeca,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198
+149,0,subaru dl,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013
+150,0,subaru dl,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694
+151,1,toyota corona mark ii,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348
+152,1,toyota corona,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338
+153,1,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488
+154,0,toyota corona hardtop,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918
+155,0,toyota corolla 1600 (sw),gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898
+156,0,toyota carina,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778
+157,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938
+158,0,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198
+159,0,toyota corona,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898
+160,0,toyota corolla,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788
+161,0,toyota corona,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738
+162,0,toyota corolla,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358
+163,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258
+164,1,toyota corolla liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058
+165,1,toyota corona,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238
+166,1,toyota celica gt liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298
+167,1,toyota corolla tercel,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538
+168,2,toyota corona liftback,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449
+169,2,toyota corolla,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639
+170,2,toyota starlet,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989
+171,2,toyota tercel,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199
+172,2,toyota corolla,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549
+173,2,toyota cressida,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669
+174,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948
+175,-1,toyota celica gt,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698
+176,-1,toyota corona,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988
+177,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898
+178,-1,toyota mark ii,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248
+179,3,toyota corolla liftback,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558
+180,3,toyota corona,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998
+181,-1,toyota starlet,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690
+182,-1,toyouta tercel,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750
+183,2,vokswagen rabbit,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775
+184,2,volkswagen 1131 deluxe sedan,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975
+185,2,volkswagen model 111,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995
+186,2,volkswagen type 3,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195
+187,2,volkswagen 411 (sw),gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495
+188,2,volkswagen super beetle,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495
+189,2,volkswagen dasher,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995
+190,3,vw dasher,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595
+191,3,vw rabbit,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980
+192,0,volkswagen rabbit,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295
+193,0,volkswagen rabbit custom,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845
+194,0,volkswagen dasher,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290
+195,-2,volvo 145e (sw),gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940
+196,-1,volvo 144ea,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415
+197,-2,volvo 244dl,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985
+198,-1,volvo 245,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515
+199,-2,volvo 264gl,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420
+200,-1,volvo diesel,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950
+201,-1,volvo 145e (sw),gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845
+202,-1,volvo 144ea,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045
+203,-1,volvo 244dl,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485
+204,-1,volvo 246,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470
+205,-1,volvo 264gl,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625
diff --git a/assets/cleaned_car_prices.csv b/assets/cleaned_car_prices.csv
new file mode 100644
index 0000000..07002d9
--- /dev/null
+++ b/assets/cleaned_car_prices.csv
@@ -0,0 +1,206 @@
+brand_category,brand,fueltype,aspiration,doornumber,carbody,drivewheel,enginelocation,wheelbase,carlength,carwidth,carheight,curbweight,enginetype,cylindernumber,enginesize,fuelsystem,boreratio,stroke,compressionratio,horsepower,peakrpm,citympg,highwaympg,price
+Mid_Range,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9.0,111,5000,21,27,13495.0
+Mid_Range,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9.0,111,5000,21,27,16500.0
+Mid_Range,alfa-romero,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9.0,154,5000,19,26,16500.0
+Mid_Range,audi,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10.0,102,5500,24,30,13950.0
+Mid_Range,audi,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8.0,115,5500,18,22,17450.0
+Mid_Range,audi,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250.0
+Mid_Range,audi,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710.0
+Mid_Range,audi,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920.0
+Mid_Range,audi,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875.0
+Mid_Range,audi,gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52.0,3053,ohc,five,131,mpfi,3.13,3.4,7.0,160,5500,16,22,17859.167
+Luxury,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430.0
+Luxury,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925.0
+Luxury,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9.0,121,4250,21,28,20970.0
+Luxury,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9.0,121,4250,21,28,21105.0
+Luxury,bmw,gas,std,four,sedan,rwd,front,103.5,189.0,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9.0,121,4250,20,25,24565.0
+Luxury,bmw,gas,std,four,sedan,rwd,front,103.5,189.0,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8.0,182,5400,16,22,30760.0
+Luxury,bmw,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8.0,182,5400,16,22,41315.0
+Luxury,bmw,gas,std,four,sedan,rwd,front,110.0,197.0,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8.0,182,5400,15,20,36880.0
+Budget,chevrolet,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151.0
+Budget,chevrolet,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52.0,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295.0
+Budget,chevrolet,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52.0,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575.0
+Budget,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572.0
+Budget,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377.0
+Budget,dodge,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957.0
+Budget,dodge,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229.0
+Budget,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692.0
+Budget,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609.0
+Budget,dodge,gas,turbo,two,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558.0
+Budget,dodge,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921.0
+Budget,dodge,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7.0,145,5000,19,24,12964.0
+Budget,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479.0
+Budget,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855.0
+Budget,honda,gas,std,two,hatchback,fwd,front,93.7,150.0,64.0,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399.0
+Budget,honda,gas,std,two,hatchback,fwd,front,93.7,150.0,64.0,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529.0
+Budget,honda,gas,std,two,hatchback,fwd,front,93.7,150.0,64.0,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129.0
+Budget,honda,gas,std,four,sedan,fwd,front,96.5,163.4,64.0,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295.0
+Budget,honda,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295.0
+Budget,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9.0,86,5800,27,33,7895.0
+Budget,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9.0,86,5800,27,33,9095.0
+Budget,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9.0,86,5800,27,33,8845.0
+Budget,honda,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9.0,86,5800,27,33,10295.0
+Budget,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9.0,101,5800,24,28,12945.0
+Budget,honda,gas,std,two,sedan,fwd,front,96.5,169.1,66.0,51.0,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345.0
+Budget,isuzu,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785.0
+Budget,isuzu,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52.0,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+Budget,isuzu,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52.0,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5
+Budget,isuzu,gas,std,two,hatchback,rwd,front,96.0,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048.0
+Luxury,jaguar,gas,std,four,sedan,rwd,front,113.0,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250.0
+Luxury,jaguar,gas,std,four,sedan,rwd,front,113.0,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550.0
+Luxury,jaguar,gas,std,two,sedan,rwd,front,102.0,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000.0
+Mid_Range,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9.0,68,5000,30,31,5195.0
+Mid_Range,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9.0,68,5000,31,38,6095.0
+Mid_Range,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9.0,68,5000,31,38,6795.0
+Mid_Range,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9.0,68,5000,31,38,6695.0
+Mid_Range,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9.0,68,5000,31,38,7395.0
+Mid_Range,mazda,gas,std,two,hatchback,rwd,front,95.3,169.0,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,10945.0
+Mid_Range,mazda,gas,std,two,hatchback,rwd,front,95.3,169.0,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,11845.0
+Mid_Range,mazda,gas,std,two,hatchback,rwd,front,95.3,169.0,65.7,49.6,2385,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,13645.0
+Mid_Range,mazda,gas,std,two,hatchback,rwd,front,95.3,169.0,65.7,49.6,2500,rotor,two,80,mpfi,3.33,3.255,9.4,135,6000,16,23,15645.0
+Mid_Range,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845.0
+Mid_Range,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495.0
+Mid_Range,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595.0
+Mid_Range,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245.0
+Mid_Range,mazda,diesel,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795.0
+Mid_Range,mazda,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245.0
+Mid_Range,mazda,gas,std,four,sedan,rwd,front,104.9,175.0,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8.0,120,5000,19,27,18280.0
+Mid_Range,mazda,diesel,std,four,sedan,rwd,front,104.9,175.0,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22.0,72,4200,31,39,18344.0
+Luxury,buick,diesel,turbo,four,sedan,rwd,front,110.0,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552.0
+Luxury,buick,diesel,turbo,four,wagon,rwd,front,110.0,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248.0
+Luxury,buick,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176.0
+Luxury,buick,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600.0
+Luxury,buick,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184.0
+Luxury,buick,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056.0
+Luxury,buick,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8.0,184,4500,14,16,40960.0
+Luxury,buick,gas,std,two,hardtop,rwd,front,112.0,199.2,72.0,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8.0,184,4500,14,16,45400.0
+Mid_Range,mercury,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68.0,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8.0,175,5000,19,24,16503.0
+Budget,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389.0
+Budget,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189.0
+Budget,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669.0
+Budget,mitsubishi,gas,turbo,two,hatchback,fwd,front,93.0,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689.0
+Budget,mitsubishi,gas,turbo,two,hatchback,fwd,front,96.3,173.0,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959.0
+Budget,mitsubishi,gas,std,two,hatchback,fwd,front,96.3,173.0,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499.0
+Budget,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7.0,145,5000,19,24,12629.0
+Budget,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7.0,145,5000,19,24,14869.0
+Budget,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7.0,145,5000,19,24,14489.0
+Budget,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989.0
+Budget,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189.0
+Budget,mitsubishi,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279.0
+Budget,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279.0
+Mid_Range,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499.0
+Mid_Range,nissan,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099.0
+Mid_Range,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649.0
+Mid_Range,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849.0
+Mid_Range,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349.0
+Mid_Range,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299.0
+Mid_Range,nissan,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799.0
+Mid_Range,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499.0
+Mid_Range,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999.0
+Mid_Range,nissan,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249.0
+Mid_Range,nissan,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949.0
+Mid_Range,nissan,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549.0
+Mid_Range,nissan,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9.0,152,5200,17,22,13499.0
+Mid_Range,nissan,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9.0,152,5200,17,22,14399.0
+Mid_Range,nissan,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9.0,152,5200,19,25,13499.0
+Mid_Range,nissan,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9.0,160,5200,19,25,17199.0
+Mid_Range,nissan,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699.0
+Mid_Range,nissan,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9.0,160,5200,19,25,18399.0
+Mid_Range,peugeot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900.0
+Mid_Range,peugeot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21.0,95,4150,28,33,13200.0
+Mid_Range,peugeot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440.0
+Mid_Range,peugeot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21.0,95,4150,25,25,13860.0
+Mid_Range,peugeot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580.0
+Mid_Range,peugeot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21.0,95,4150,28,33,16900.0
+Mid_Range,peugeot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695.0
+Mid_Range,peugeot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21.0,95,4150,25,25,17075.0
+Mid_Range,peugeot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630.0
+Mid_Range,peugeot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21.0,95,4150,28,33,17950.0
+Mid_Range,peugeot,gas,turbo,four,sedan,rwd,front,108.0,186.7,68.3,56.0,3130,l,four,134,mpfi,3.61,3.21,7.0,142,5600,18,24,18150.0
+Budget,plymouth,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572.0
+Budget,plymouth,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957.0
+Budget,plymouth,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229.0
+Budget,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692.0
+Budget,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609.0
+Budget,plymouth,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921.0
+Budget,plymouth,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7.0,145,5000,19,24,12764.0
+Luxury,porsche,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018.0
+Luxury,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65.0,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528.0
+Luxury,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65.0,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028.0
+Luxury,porsche,gas,std,two,convertible,rwd,rear,89.5,168.9,65.0,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028.0
+Luxury,porsche,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10.0,288,5750,17,28,31400.5
+Budget,renault,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9295.0
+Budget,renault,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9895.0
+Mid_Range,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850.0
+Mid_Range,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170.0
+Mid_Range,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040.0
+Mid_Range,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510.0
+Mid_Range,saab,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9.0,160,5500,19,26,18150.0
+Mid_Range,saab,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9.0,160,5500,19,26,18620.0
+Budget,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9.0,69,4900,31,36,5118.0
+Budget,subaru,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053.0
+Budget,subaru,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603.0
+Budget,subaru,gas,std,four,sedan,fwd,front,97.2,172.0,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126.0
+Budget,subaru,gas,std,four,sedan,fwd,front,97.2,172.0,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775.0
+Budget,subaru,gas,std,four,sedan,fwd,front,97.2,172.0,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9.0,94,5200,26,32,9960.0
+Budget,subaru,gas,std,four,sedan,4wd,front,97.0,172.0,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9.0,82,4800,24,25,9233.0
+Budget,subaru,gas,turbo,four,sedan,4wd,front,97.0,172.0,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259.0
+Budget,subaru,gas,std,four,wagon,fwd,front,97.0,173.5,65.4,53.0,2290,ohcf,four,108,2bbl,3.62,2.64,9.0,82,4800,28,32,7463.0
+Budget,subaru,gas,std,four,wagon,fwd,front,97.0,173.5,65.4,53.0,2455,ohcf,four,108,mpfi,3.62,2.64,9.0,94,5200,25,31,10198.0
+Budget,subaru,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9.0,82,4800,23,29,8013.0
+Budget,subaru,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694.0
+Budget,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,35,39,5348.0
+Budget,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,31,38,6338.0
+Budget,toyota,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,31,38,6488.0
+Budget,toyota,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,31,37,6918.0
+Budget,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,27,32,7898.0
+Budget,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9.0,62,4800,27,32,8778.0
+Budget,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53.0,2081,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,30,37,6938.0
+Budget,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,30,37,7198.0
+Budget,toyota,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53.0,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898.0
+Budget,toyota,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788.0
+Budget,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53.0,2094,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,38,47,7738.0
+Budget,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,28,34,8358.0
+Budget,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,28,34,9258.0
+Budget,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64.0,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,29,34,8058.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64.0,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9.0,70,4800,29,34,8238.0
+Budget,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64.0,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64.0,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538.0
+Budget,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52.0,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449.0
+Budget,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52.0,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52.0,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989.0
+Budget,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52.0,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52.0,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549.0
+Budget,toyota,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53.0,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669.0
+Budget,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948.0
+Budget,toyota,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698.0
+Budget,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988.0
+Budget,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898.0
+Budget,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52.0,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558.0
+Budget,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52.0,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998.0
+Budget,toyota,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690.0
+Budget,toyota,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750.0
+Mid_Range,volkswagen,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23.0,52,4800,37,46,7775.0
+Mid_Range,volkswagen,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9.0,85,5250,27,34,7975.0
+Mid_Range,volkswagen,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23.0,52,4800,37,46,7995.0
+Mid_Range,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9.0,85,5250,27,34,8195.0
+Mid_Range,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9.0,85,5250,27,34,8495.0
+Mid_Range,volkswagen,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23.0,68,4500,37,42,9495.0
+Mid_Range,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10.0,100,5500,26,32,9995.0
+Mid_Range,volkswagen,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595.0
+Mid_Range,volkswagen,gas,std,two,hatchback,fwd,front,94.5,165.7,64.0,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980.0
+Mid_Range,volkswagen,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295.0
+Mid_Range,volkswagen,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23.0,68,4500,33,38,13845.0
+Mid_Range,volkswagen,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9.0,88,5500,25,31,12290.0
+Mid_Range,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940.0
+Mid_Range,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415.0
+Mid_Range,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985.0
+Mid_Range,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515.0
+Mid_Range,volvo,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420.0
+Mid_Range,volvo,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950.0
+Mid_Range,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845.0
+Mid_Range,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045.0
+Mid_Range,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485.0
+Mid_Range,volvo,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23.0,106,4800,26,27,22470.0
+Mid_Range,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625.0
diff --git a/assets/encoded_car_data.csv b/assets/encoded_car_data.csv
new file mode 100644
index 0000000..cf4a9ac
--- /dev/null
+++ b/assets/encoded_car_data.csv
@@ -0,0 +1,206 @@
+brand_category_Budget,brand_category_Luxury,brand_category_Mid_Range,fueltype_diesel,fueltype_gas,aspiration_std,aspiration_turbo,doornumber_four,doornumber_two,drivewheel_4wd,drivewheel_fwd,drivewheel_rwd,wheelbase,carlength,carwidth,carheight,curbweight,enginetype_dohc,enginetype_dohcv,enginetype_l,enginetype_ohc,enginetype_ohcf,enginetype_ohcv,enginetype_rotor,cylindernumber_eight,cylindernumber_five,cylindernumber_four,cylindernumber_six,cylindernumber_three,cylindernumber_twelve,cylindernumber_two,enginesize,fuelsystem_1bbl,fuelsystem_2bbl,fuelsystem_4bbl,fuelsystem_idi,fuelsystem_mfi,fuelsystem_mpfi,fuelsystem_spdi,fuelsystem_spfi,boreratio,horsepower,citympg,highwaympg,price
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diff --git a/data_analytics_js.ipynb b/data_analytics_js.ipynb
new file mode 100644
index 0000000..b08b2c6
--- /dev/null
+++ b/data_analytics_js.ipynb
@@ -0,0 +1,4436 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b9db28d4-ea49-443c-a5d6-e1c44bfe4942",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "# Data Analytics with JS\n",
+    "\n",
+    "The dataset contains all the information about cars, a name of a manufacturer, all car's technical parameters and a sale price of a car.\n",
+    "\n",
+    "Libraries:\n",
+    " - nodejs-polars\n",
+    " - @observable/plot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d163c580-6aa0-4e8c-a780-5cc931003dc8",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Exploring Data\n",
+    "\n",
+    "Use [pola-rs](https://pola-rs.github.io/nodejs-polars/modules.html) dataframes to read and manipulate data.\n",
+    "\n",
+    "- use `df.head(n)` to get n first rows\n",
+    "- use `df.sample(n)` to get n random rows from the dataset\n",
+    "- use `df.describe()` to get mean, std, min, max\n",
+    "- use `df.select(...cols)` to get new dataframe for columns\n",
+    "- use `df.groupBy(..cols).agg()` to group data and get aggragates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1cb3589a-bffe-422a-8e32-a853161b93c4",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "CarName": "alfa-romero giulia",
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "car_ID": 1,
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 13495,
+         "stroke": 2.68,
+         "symboling": 3,
+         "wheelbase": 88.6
+        },
+        {
+         "CarName": "alfa-romero stelvio",
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "car_ID": 2,
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 2.68,
+         "symboling": 3,
+         "wheelbase": 88.6
+        },
+        {
+         "CarName": "alfa-romero Quadrifoglio",
+         "aspiration": "std",
+         "boreratio": 2.68,
+         "car_ID": 3,
+         "carbody": "hatchback",
+         "carheight": 52.4,
+         "carlength": 171.2,
+         "carwidth": 65.5,
+         "citympg": 19,
+         "compressionratio": 9,
+         "curbweight": 2823,
+         "cylindernumber": "six",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 152,
+         "enginetype": "ohcv",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 26,
+         "horsepower": 154,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 3.47,
+         "symboling": 1,
+         "wheelbase": 94.5
+        },
+        {
+         "CarName": "audi 100 ls",
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "car_ID": 4,
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.2,
+         "citympg": 24,
+         "compressionratio": 10,
+         "curbweight": 2337,
+         "cylindernumber": "four",
+         "doornumber": "four",
+         "drivewheel": "fwd",
+         "enginelocation": "front",
+         "enginesize": 109,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 30,
+         "horsepower": 102,
+         "peakrpm": 5500,
+         "price": 13950,
+         "stroke": 3.4,
+         "symboling": 2,
+         "wheelbase": 99.8
+        },
+        {
+         "CarName": "audi 100ls",
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "car_ID": 5,
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.4,
+         "citympg": 18,
+         "compressionratio": 8,
+         "curbweight": 2824,
+         "cylindernumber": "five",
+         "doornumber": "four",
+         "drivewheel": "4wd",
+         "enginelocation": "front",
+         "enginesize": 136,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 22,
+         "horsepower": 115,
+         "peakrpm": 5500,
+         "price": 17450,
+         "stroke": 3.4,
+         "symboling": 2,
+         "wheelbase": 99.4
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "car_ID",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "symboling",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "CarName",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fueltype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "aspiration",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "doornumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carbody",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "drivewheel",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginelocation",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "wheelbase",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carlength",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carwidth",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carheight",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "curbweight",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginetype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "cylindernumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginesize",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fuelsystem",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "boreratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "stroke",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "compressionratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "peakrpm",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "citympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "highwaympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>car_ID</th><th>symboling</th><th>CarName</th><th>fueltype</th><th>aspiration</th><th>doornumber</th><th>carbody</th><th>drivewheel</th><th>enginelocation</th><th>wheelbase</th><th>carlength</th><th>carwidth</th><th>carheight</th><th>curbweight</th><th>enginetype</th><th>cylindernumber</th><th>enginesize</th><th>fuelsystem</th><th>boreratio</th><th>stroke</th><th>compressionratio</th><th>horsepower</th><th>peakrpm</th><th>citympg</th><th>highwaympg</th><th>price</th></tr></thead><tbody><tr><td>1</td><td>3</td><td>alfa-romero giulia</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>13495</td></tr><tr><td>2</td><td>3</td><td>alfa-romero stelvio</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>16500</td></tr><tr><td>3</td><td>1</td><td>alfa-romero Quadrifoglio</td><td>gas</td><td>std</td><td>two</td><td>hatchback</td><td>rwd</td><td>front</td><td>94.5</td><td>171.2</td><td>65.5</td><td>52.4</td><td>2823</td><td>ohcv</td><td>six</td><td>152</td><td>mpfi</td><td>2.68</td><td>3.47</td><td>9</td><td>154</td><td>5000</td><td>19</td><td>26</td><td>16500</td></tr><tr><td>4</td><td>2</td><td>audi 100 ls</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>fwd</td><td>front</td><td>99.8</td><td>176.6</td><td>66.2</td><td>54.3</td><td>2337</td><td>ohc</td><td>four</td><td>109</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>10</td><td>102</td><td>5500</td><td>24</td><td>30</td><td>13950</td></tr><tr><td>5</td><td>2</td><td>audi 100ls</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>4wd</td><td>front</td><td>99.4</td><td>176.6</td><td>66.4</td><td>54.3</td><td>2824</td><td>ohc</td><td>five</td><td>136</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>8</td><td>115</td><td>5500</td><td>18</td><td>22</td><td>17450</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { display } from \"https://deno.land/x/display@v0.1.1/mod.ts\"\n",
+    "import pl from \"npm:nodejs-polars\"\n",
+    "\n",
+    "let data = await Deno.readTextFile('assets/CarPrice_Assignment.csv')\n",
+    "let df = pl.readCSV(data, { sep: \",\" })\n",
+    "\n",
+    "await display(df.head(5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a82e43fd-04a6-4bc8-a752-3b03abd6e983",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "describe": "mean",
+         "enginesize": 126.90731707317073,
+         "horsepower": 104.1170731707317,
+         "price": 13276.710570731706
+        },
+        {
+         "describe": "std",
+         "enginesize": 41.642693438179855,
+         "horsepower": 39.54416680936116,
+         "price": 7988.852331743148
+        },
+        {
+         "describe": "min",
+         "enginesize": 61,
+         "horsepower": 48,
+         "price": 5118
+        },
+        {
+         "describe": "max",
+         "enginesize": 326,
+         "horsepower": 288,
+         "price": 45400
+        },
+        {
+         "describe": "median",
+         "enginesize": 120,
+         "horsepower": 95,
+         "price": 10295
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "describe",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginesize",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>describe</th><th>enginesize</th><th>horsepower</th><th>price</th></tr></thead><tbody><tr><td>mean</td><td>126.90731707317073</td><td>104.1170731707317</td><td>13276.710570731706</td></tr><tr><td>std</td><td>41.642693438179855</td><td>39.54416680936116</td><td>7988.852331743148</td></tr><tr><td>min</td><td>61</td><td>48</td><td>5118</td></tr><tr><td>max</td><td>326</td><td>288</td><td>45400</td></tr><tr><td>median</td><td>120</td><td>95</td><td>10295</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "await display(\n",
+    "    df.select(\n",
+    "        'enginesize', \n",
+    "        'horsepower', \n",
+    "        'price'\n",
+    "    ).describe()\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c931435-0e19-4d32-8ca8-ae81a9cb43c8",
+   "metadata": {},
+   "source": [
+    "## Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e70e5f22-bdde-4140-9015-a6281b8478bf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[33mfalse\u001b[39m"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// check for duplicates\n",
+    "const hasDups = df.select('car_ID').isDuplicated().toArray().includes(true)\n",
+    "// if there are duplicates, use df.filter()\n",
+    "hasDups"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7fb89a88-f3ad-457d-9211-2b75eef6096f",
+   "metadata": {},
+   "source": [
+    "Resolve categorical values. For this dataset it is a brand name:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ffb4509e-1930-4e2e-954c-51e919084514",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "brand": "peugeot"
+        },
+        {
+         "brand": "bmw"
+        },
+        {
+         "brand": "buick"
+        },
+        {
+         "brand": "porcshce"
+        },
+        {
+         "brand": "volvo"
+        },
+        {
+         "brand": "maxda"
+        },
+        {
+         "brand": "renault"
+        },
+        {
+         "brand": "mazda"
+        },
+        {
+         "brand": "alfa-romero"
+        },
+        {
+         "brand": "subaru"
+        },
+        {
+         "brand": "toyouta"
+        },
+        {
+         "brand": "mitsubishi"
+        },
+        {
+         "brand": "dodge"
+        },
+        {
+         "brand": "isuzu"
+        },
+        {
+         "brand": "porsche"
+        },
+        {
+         "brand": "vokswagen"
+        },
+        {
+         "brand": "saab"
+        },
+        {
+         "brand": "volkswagen"
+        },
+        {
+         "brand": "audi"
+        },
+        {
+         "brand": "plymouth"
+        },
+        {
+         "brand": "chevrolet"
+        },
+        {
+         "brand": "toyota"
+        },
+        {
+         "brand": "nissan"
+        },
+        {
+         "brand": "vw"
+        },
+        {
+         "brand": "mercury"
+        },
+        {
+         "brand": "honda"
+        },
+        {
+         "brand": "jaguar"
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand</th></tr></thead><tbody><tr><td>peugeot</td></tr><tr><td>bmw</td></tr><tr><td>buick</td></tr><tr><td>porcshce</td></tr><tr><td>volvo</td></tr><tr><td>maxda</td></tr><tr><td>renault</td></tr><tr><td>mazda</td></tr><tr><td>alfa-romero</td></tr><tr><td>subaru</td></tr><tr><td>toyouta</td></tr><tr><td>mitsubishi</td></tr><tr><td>dodge</td></tr><tr><td>isuzu</td></tr><tr><td>porsche</td></tr><tr><td>vokswagen</td></tr><tr><td>saab</td></tr><tr><td>volkswagen</td></tr><tr><td>audi</td></tr><tr><td>plymouth</td></tr><tr><td>chevrolet</td></tr><tr><td>toyota</td></tr><tr><td>nissan</td></tr><tr><td>vw</td></tr><tr><td>mercury</td></tr><tr><td>honda</td></tr><tr><td>jaguar</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// get brand names from `CarName`\n",
+    "let brandNameTable = df.select('CarName').map((row) => {\n",
+    "    const [carName] = row\n",
+    "    const brand = carName.split(' ')[0].toLowerCase()\n",
+    "    return brand\n",
+    "})\n",
+    "\n",
+    "// create a dataframe from brand names\n",
+    "let brandDf = pl.DataFrame({\n",
+    "    \"brand\": brandNameTable\n",
+    "})\n",
+    "await display(brandDf.unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7f91cbc3-364c-49c9-97e3-370f78b708f8",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "brand": "plymouth"
+        },
+        {
+         "brand": "mitsubishi"
+        },
+        {
+         "brand": "dodge"
+        },
+        {
+         "brand": "jaguar"
+        },
+        {
+         "brand": "mercury"
+        },
+        {
+         "brand": "honda"
+        },
+        {
+         "brand": "subaru"
+        },
+        {
+         "brand": "chevrolet"
+        },
+        {
+         "brand": "nissan"
+        },
+        {
+         "brand": "mazda"
+        },
+        {
+         "brand": "peugeot"
+        },
+        {
+         "brand": "alfa-romero"
+        },
+        {
+         "brand": "isuzu"
+        },
+        {
+         "brand": "audi"
+        },
+        {
+         "brand": "buick"
+        },
+        {
+         "brand": "bmw"
+        },
+        {
+         "brand": "volkswagen"
+        },
+        {
+         "brand": "saab"
+        },
+        {
+         "brand": "volvo"
+        },
+        {
+         "brand": "toyota"
+        },
+        {
+         "brand": "porsche"
+        },
+        {
+         "brand": "renault"
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand</th></tr></thead><tbody><tr><td>plymouth</td></tr><tr><td>mitsubishi</td></tr><tr><td>dodge</td></tr><tr><td>jaguar</td></tr><tr><td>mercury</td></tr><tr><td>honda</td></tr><tr><td>subaru</td></tr><tr><td>chevrolet</td></tr><tr><td>nissan</td></tr><tr><td>mazda</td></tr><tr><td>peugeot</td></tr><tr><td>alfa-romero</td></tr><tr><td>isuzu</td></tr><tr><td>audi</td></tr><tr><td>buick</td></tr><tr><td>bmw</td></tr><tr><td>volkswagen</td></tr><tr><td>saab</td></tr><tr><td>volvo</td></tr><tr><td>toyota</td></tr><tr><td>porsche</td></tr><tr><td>renault</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// transform to remove duplicates\n",
+    "brandNameTable = brandNameTable.map((name) => {\n",
+    "    name = name\n",
+    "            .replace('maxda', 'mazda')\n",
+    "            .replace('porcshce', 'porsche')\n",
+    "            .replace('toyouta', 'toyota')\n",
+    "            .replace(/(vw|vokswagen)/ig, 'volkswagen');\n",
+    "    return name\n",
+    "})\n",
+    "\n",
+    "brandDf = pl.DataFrame({\n",
+    "    brand: brandNameTable\n",
+    "})\n",
+    "await display(brandDf.unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "eb19de54-11bb-40af-8e27-e5e3a6bd11f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "CarName": "alfa-romero giulia",
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "car_ID": 1,
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 13495,
+         "stroke": 2.68,
+         "symboling": 3,
+         "wheelbase": 88.6
+        },
+        {
+         "CarName": "alfa-romero stelvio",
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "car_ID": 2,
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 2.68,
+         "symboling": 3,
+         "wheelbase": 88.6
+        },
+        {
+         "CarName": "alfa-romero Quadrifoglio",
+         "aspiration": "std",
+         "boreratio": 2.68,
+         "brand": "alfa-romero",
+         "car_ID": 3,
+         "carbody": "hatchback",
+         "carheight": 52.4,
+         "carlength": 171.2,
+         "carwidth": 65.5,
+         "citympg": 19,
+         "compressionratio": 9,
+         "curbweight": 2823,
+         "cylindernumber": "six",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 152,
+         "enginetype": "ohcv",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 26,
+         "horsepower": 154,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 3.47,
+         "symboling": 1,
+         "wheelbase": 94.5
+        },
+        {
+         "CarName": "audi 100 ls",
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "brand": "audi",
+         "car_ID": 4,
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.2,
+         "citympg": 24,
+         "compressionratio": 10,
+         "curbweight": 2337,
+         "cylindernumber": "four",
+         "doornumber": "four",
+         "drivewheel": "fwd",
+         "enginelocation": "front",
+         "enginesize": 109,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 30,
+         "horsepower": 102,
+         "peakrpm": 5500,
+         "price": 13950,
+         "stroke": 3.4,
+         "symboling": 2,
+         "wheelbase": 99.8
+        },
+        {
+         "CarName": "audi 100ls",
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "brand": "audi",
+         "car_ID": 5,
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.4,
+         "citympg": 18,
+         "compressionratio": 8,
+         "curbweight": 2824,
+         "cylindernumber": "five",
+         "doornumber": "four",
+         "drivewheel": "4wd",
+         "enginelocation": "front",
+         "enginesize": 136,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 22,
+         "horsepower": 115,
+         "peakrpm": 5500,
+         "price": 17450,
+         "stroke": 3.4,
+         "symboling": 2,
+         "wheelbase": 99.4
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "car_ID",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "symboling",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "CarName",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fueltype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "aspiration",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "doornumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carbody",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "drivewheel",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginelocation",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "wheelbase",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carlength",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carwidth",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carheight",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "curbweight",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginetype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "cylindernumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginesize",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fuelsystem",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "boreratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "stroke",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "compressionratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "peakrpm",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "citympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "highwaympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand</th><th>car_ID</th><th>symboling</th><th>CarName</th><th>fueltype</th><th>aspiration</th><th>doornumber</th><th>carbody</th><th>drivewheel</th><th>enginelocation</th><th>wheelbase</th><th>carlength</th><th>carwidth</th><th>carheight</th><th>curbweight</th><th>enginetype</th><th>cylindernumber</th><th>enginesize</th><th>fuelsystem</th><th>boreratio</th><th>stroke</th><th>compressionratio</th><th>horsepower</th><th>peakrpm</th><th>citympg</th><th>highwaympg</th><th>price</th></tr></thead><tbody><tr><td>alfa-romero</td><td>1</td><td>3</td><td>alfa-romero giulia</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>13495</td></tr><tr><td>alfa-romero</td><td>2</td><td>3</td><td>alfa-romero stelvio</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>16500</td></tr><tr><td>alfa-romero</td><td>3</td><td>1</td><td>alfa-romero Quadrifoglio</td><td>gas</td><td>std</td><td>two</td><td>hatchback</td><td>rwd</td><td>front</td><td>94.5</td><td>171.2</td><td>65.5</td><td>52.4</td><td>2823</td><td>ohcv</td><td>six</td><td>152</td><td>mpfi</td><td>2.68</td><td>3.47</td><td>9</td><td>154</td><td>5000</td><td>19</td><td>26</td><td>16500</td></tr><tr><td>audi</td><td>4</td><td>2</td><td>audi 100 ls</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>fwd</td><td>front</td><td>99.8</td><td>176.6</td><td>66.2</td><td>54.3</td><td>2337</td><td>ohc</td><td>four</td><td>109</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>10</td><td>102</td><td>5500</td><td>24</td><td>30</td><td>13950</td></tr><tr><td>audi</td><td>5</td><td>2</td><td>audi 100ls</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>4wd</td><td>front</td><td>99.4</td><td>176.6</td><td>66.4</td><td>54.3</td><td>2824</td><td>ohc</td><td>five</td><td>136</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>8</td><td>115</td><td>5500</td><td>18</td><td>22</td><td>17450</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// add new column `brand` to our dataframe\n",
+    "df = brandDf.hstack(df)\n",
+    "await display(df.head(5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81abdb0d-41ce-445c-9a75-f9494eb1f9d3",
+   "metadata": {},
+   "source": [
+    "Drop unnecessary values, and write to the new file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "6da96c06-b0b6-46b7-be2d-824af909aec4",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 13495,
+         "stroke": 2.68,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 2.68,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 2.68,
+         "brand": "alfa-romero",
+         "carbody": "hatchback",
+         "carheight": 52.4,
+         "carlength": 171.2,
+         "carwidth": 65.5,
+         "citympg": 19,
+         "compressionratio": 9,
+         "curbweight": 2823,
+         "cylindernumber": "six",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 152,
+         "enginetype": "ohcv",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 26,
+         "horsepower": 154,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 3.47,
+         "wheelbase": 94.5
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fueltype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "aspiration",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "doornumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carbody",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "drivewheel",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginelocation",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "wheelbase",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carlength",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carwidth",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carheight",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "curbweight",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginetype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "cylindernumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginesize",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fuelsystem",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "boreratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "stroke",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "compressionratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "peakrpm",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "citympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "highwaympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand</th><th>fueltype</th><th>aspiration</th><th>doornumber</th><th>carbody</th><th>drivewheel</th><th>enginelocation</th><th>wheelbase</th><th>carlength</th><th>carwidth</th><th>carheight</th><th>curbweight</th><th>enginetype</th><th>cylindernumber</th><th>enginesize</th><th>fuelsystem</th><th>boreratio</th><th>stroke</th><th>compressionratio</th><th>horsepower</th><th>peakrpm</th><th>citympg</th><th>highwaympg</th><th>price</th></tr></thead><tbody><tr><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>13495</td></tr><tr><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>16500</td></tr><tr><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>hatchback</td><td>rwd</td><td>front</td><td>94.5</td><td>171.2</td><td>65.5</td><td>52.4</td><td>2823</td><td>ohcv</td><td>six</td><td>152</td><td>mpfi</td><td>2.68</td><td>3.47</td><td>9</td><td>154</td><td>5000</td><td>19</td><td>26</td><td>16500</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df.drop('car_ID', 'symboling', 'CarName')\n",
+    "df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f827b40-99b5-445d-b339-2bb55b9d6686",
+   "metadata": {},
+   "source": [
+    "- Use df.groupBy(...cols) in order to get aggregates form the dataset:\n",
+    "\n",
+    "Count cars by brand:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7512602c-6ce4-4167-9f74-78bc5e8c0332",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "brand": "mercury",
+         "brand_count": 1
+        },
+        {
+         "brand": "renault",
+         "brand_count": 2
+        },
+        {
+         "brand": "chevrolet",
+         "brand_count": 3
+        },
+        {
+         "brand": "alfa-romero",
+         "brand_count": 3
+        },
+        {
+         "brand": "jaguar",
+         "brand_count": 3
+        },
+        {
+         "brand": "isuzu",
+         "brand_count": 4
+        },
+        {
+         "brand": "porsche",
+         "brand_count": 5
+        },
+        {
+         "brand": "saab",
+         "brand_count": 6
+        },
+        {
+         "brand": "audi",
+         "brand_count": 7
+        },
+        {
+         "brand": "plymouth",
+         "brand_count": 7
+        },
+        {
+         "brand": "bmw",
+         "brand_count": 8
+        },
+        {
+         "brand": "buick",
+         "brand_count": 8
+        },
+        {
+         "brand": "dodge",
+         "brand_count": 9
+        },
+        {
+         "brand": "volvo",
+         "brand_count": 11
+        },
+        {
+         "brand": "peugeot",
+         "brand_count": 11
+        },
+        {
+         "brand": "subaru",
+         "brand_count": 12
+        },
+        {
+         "brand": "volkswagen",
+         "brand_count": 12
+        },
+        {
+         "brand": "honda",
+         "brand_count": 13
+        },
+        {
+         "brand": "mitsubishi",
+         "brand_count": 13
+        },
+        {
+         "brand": "mazda",
+         "brand_count": 17
+        },
+        {
+         "brand": "nissan",
+         "brand_count": 18
+        },
+        {
+         "brand": "toyota",
+         "brand_count": 32
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand_count",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand</th><th>brand_count</th></tr></thead><tbody><tr><td>mercury</td><td>1</td></tr><tr><td>renault</td><td>2</td></tr><tr><td>chevrolet</td><td>3</td></tr><tr><td>alfa-romero</td><td>3</td></tr><tr><td>jaguar</td><td>3</td></tr><tr><td>isuzu</td><td>4</td></tr><tr><td>porsche</td><td>5</td></tr><tr><td>saab</td><td>6</td></tr><tr><td>audi</td><td>7</td></tr><tr><td>plymouth</td><td>7</td></tr><tr><td>bmw</td><td>8</td></tr><tr><td>buick</td><td>8</td></tr><tr><td>dodge</td><td>9</td></tr><tr><td>volvo</td><td>11</td></tr><tr><td>peugeot</td><td>11</td></tr><tr><td>subaru</td><td>12</td></tr><tr><td>volkswagen</td><td>12</td></tr><tr><td>honda</td><td>13</td></tr><tr><td>mitsubishi</td><td>13</td></tr><tr><td>mazda</td><td>17</td></tr><tr><td>nissan</td><td>18</td></tr><tr><td>toyota</td><td>32</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let brandCount = df.groupBy('brand').len().sort('brand_count')\n",
+    "brandCount"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "44b5baf0-cbd2-48d7-a28b-e871682bbaf0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "brand": null,
+         "describe": "mean",
+         "price": 15079.87737191671
+        },
+        {
+         "brand": null,
+         "describe": "std",
+         "price": 8738.804703803095
+        },
+        {
+         "brand": "alfa-romero",
+         "describe": "min",
+         "price": 6007
+        },
+        {
+         "brand": "volvo",
+         "describe": "max",
+         "price": 34600
+        },
+        {
+         "brand": null,
+         "describe": "median",
+         "price": 10534.274509803921
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "describe",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>describe</th><th>brand</th><th>price</th></tr></thead><tbody><tr><td>mean</td><td>null</td><td>15079.87737191671</td></tr><tr><td>std</td><td>null</td><td>8738.804703803095</td></tr><tr><td>min</td><td>alfa-romero</td><td>6007</td></tr><tr><td>max</td><td>volvo</td><td>34600</td></tr><tr><td>median</td><td>null</td><td>10534.274509803921</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let avgPricePerBrand = df.groupBy('brand').agg({'price': ['mean']})\n",
+    "avgPricePerBrand.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "98a18f05-665f-4143-b5d5-6ecda68ca2df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{\n",
+       "  jaguar: \u001b[33m34600\u001b[39m,\n",
+       "  subaru: \u001b[33m8541.25\u001b[39m,\n",
+       "  buick: \u001b[33m33647\u001b[39m,\n",
+       "  audi: \u001b[33m17859.166714285715\u001b[39m,\n",
+       "  mitsubishi: \u001b[33m9239.76923076923\u001b[39m,\n",
+       "  mazda: \u001b[33m10652.882352941177\u001b[39m,\n",
+       "  dodge: \u001b[33m7875.444444444444\u001b[39m,\n",
+       "  peugeot: \u001b[33m15489.09090909091\u001b[39m,\n",
+       "  volkswagen: \u001b[33m10077.5\u001b[39m,\n",
+       "  renault: \u001b[33m9595\u001b[39m,\n",
+       "  honda: \u001b[33m8184.692307692308\u001b[39m,\n",
+       "  \u001b[32m\"alfa-romero\"\u001b[39m: \u001b[33m15498.333333333334\u001b[39m,\n",
+       "  saab: \u001b[33m15223.333333333334\u001b[39m,\n",
+       "  bmw: \u001b[33m26118.75\u001b[39m,\n",
+       "  isuzu: \u001b[33m8916.5\u001b[39m,\n",
+       "  porsche: \u001b[33m31400.5\u001b[39m,\n",
+       "  nissan: \u001b[33m10415.666666666666\u001b[39m,\n",
+       "  volvo: \u001b[33m18063.18181818182\u001b[39m,\n",
+       "  toyota: \u001b[33m9885.8125\u001b[39m,\n",
+       "  chevrolet: \u001b[33m6007\u001b[39m,\n",
+       "  mercury: \u001b[33m16503\u001b[39m,\n",
+       "  plymouth: \u001b[33m7963.428571428572\u001b[39m\n",
+       "}"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// map brand name to price\n",
+    "avgPricePerBrand = avgPricePerBrand\n",
+    "    .toRecords()\n",
+    "    .reduce((acc, rec) => ({...acc, [rec.brand]: rec.price}), {})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "9e7dd2b4-4356-41ad-bd1e-20b7938f55f0",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "brand_category": "Budget"
+        },
+        {
+         "brand_category": "Mid_Range"
+        },
+        {
+         "brand_category": "Mid_Range"
+        },
+        {
+         "brand_category": "Luxury"
+        },
+        {
+         "brand_category": "Budget"
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand_category",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand_category</th></tr></thead><tbody><tr><td>Budget</td></tr><tr><td>Mid_Range</td></tr><tr><td>Mid_Range</td></tr><tr><td>Luxury</td></tr><tr><td>Budget</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// create brand categories by budget\n",
+    "let brandCategory = df.brand.toArray().map((brand) => {\n",
+    "    const avgPrice = avgPricePerBrand[brand]\n",
+    "    return avgPrice < 10000 ? \"Budget\" : avgPrice > 20000 ? \"Luxury\" : \"Mid_Range\"\n",
+    "})\n",
+    "let catDf = pl.DataFrame({\n",
+    "    \"brand_category\": brandCategory\n",
+    "})\n",
+    "\n",
+    "catDf.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14930aef-1fc0-4baf-92bf-8a093c3d2e86",
+   "metadata": {},
+   "source": [
+    "Write the cleaned dataset to a new file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "350c57c7-ec9e-400d-a8e7-19301c720c56",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df = catDf.hstack(df)\n",
+    "df.writeCSV('assets/cleaned_car_prices.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ea22d38-cb20-47a0-8f92-422bc5925abf",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Exploratory Data Analysis\n",
+    "\n",
+    "For plotting we use [@observable/plot](https://observablehq.com/plot) and configured shotcuts for jupyter notebooks imported from [l12.xyz/x/shortcuts](https://l12.xyz/x/shortcuts)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "2fed060e-1785-4dc1-ba44-4bcd5cee92f6",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<svg style=\"background-color:#fff\" viewBox=\"0 0 640 500\" height=\"500\" width=\"640\" text-anchor=\"middle\" font-size=\"10\" font-family=\"system-ui, sans-serif\" fill=\"currentColor\" class=\"plot-d6a7b5\"><style>:where(.plot-d6a7b5) {\n",
+       "  --plot-background: white;\n",
+       "  display: block;\n",
+       "  height: auto;\n",
+       "  height: intrinsic;\n",
+       "  max-width: 100%;\n",
+       "}\n",
+       ":where(.plot-d6a7b5 text),\n",
+       ":where(.plot-d6a7b5 tspan) {\n",
+       "  white-space: pre;\n",
+       "}</style><g transform=\"translate(0,9)\" stroke=\"currentColor\" fill=\"none\" aria-hidden=\"true\" aria-label=\"y-axis tick\"><path d=\"M0,0L-6,0\" transform=\"translate(80,26)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,46)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,66)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,86)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,106)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,126)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,146)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,166)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,186)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,206)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,226)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,246)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,266)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,286)\" /><path d=\"M0,0L-6,0\" transform=\"translate(80,306)\" /><path d=\"M0,0L-6,0\" 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+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import {Plot, document} from 'https://l12.xyz/x/shortcuts/raw/branch/main/plots.ts?95'\n",
+    "\n",
+    "const brandCountRecords = brandCount.toRecords()\n",
+    "\n",
+    "const brandCountPlot = Plot.plot({\n",
+    "    marginLeft: 80,\n",
+    "    style: {\n",
+    "        backgroundColor: \"#fff\"\n",
+    "    },\n",
+    "    x: {padding: 0.4},\n",
+    "    marks: [\n",
+    "        Plot.barX(brandCountRecords, {x: \"brand_count\", y: \"brand\", sort: {y: \"x\", order: \"descending\"}}),\n",
+    "    ],\n",
+    "    document\n",
+    "})\n",
+    "await display(brandCountPlot)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "e21f5bdf-a5a8-43b2-855b-0eb079656da7",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[\n",
+       "  \u001b[32m\"wheelbase\"\u001b[39m,        \u001b[32m\"carlength\"\u001b[39m,\n",
+       "  \u001b[32m\"carwidth\"\u001b[39m,         \u001b[32m\"carheight\"\u001b[39m,\n",
+       "  \u001b[32m\"curbweight\"\u001b[39m,       \u001b[32m\"enginesize\"\u001b[39m,\n",
+       "  \u001b[32m\"boreratio\"\u001b[39m,        \u001b[32m\"stroke\"\u001b[39m,\n",
+       "  \u001b[32m\"compressionratio\"\u001b[39m, \u001b[32m\"horsepower\"\u001b[39m,\n",
+       "  \u001b[32m\"peakrpm\"\u001b[39m,          \u001b[32m\"citympg\"\u001b[39m,\n",
+       "  \u001b[32m\"highwaympg\"\u001b[39m\n",
+       "]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let numericColumns = df.columns.filter((col) => df[col].isNumeric() && col !== 'price')\n",
+    "numericColumns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c8d3b90-b4b1-4da6-9e7c-f8fd7cffb77d",
+   "metadata": {},
+   "source": [
+    "Sometimes we can get some intuitive insight seeing the data plotted from different dimensions. It is an optional step, but it might help to get some assumtions about the relationships in the dataset. Below is an example for drawing plots side-by-side."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "9a82f623-b39a-473a-91b9-0a0347c64c63",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "          <section style=\"display:grid;grid-template-columns: repeat(3, 1fr);\">\n",
+       "              <img src='data:image/svg+xml;base64,<svg xmlns="http://www.w3.org/2000/svg" style="background-color:#fff" viewBox="0 0 640 450" height="450" width="640" text-anchor="middle" font-size="10" font-family="system-ui, sans-serif" fill="currentColor" class="plot-d6a7b5"><style>:where(.plot-d6a7b5) {
  --plot-background: white;
  display: block;
  height: auto;
  height: intrinsic;
  max-width: 100%;
}
:where(.plot-d6a7b5 text),
:where(.plot-d6a7b5 tspan) {
  white-space: pre;
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transform="translate(50,227.25038478724986)" /><path d="M0,0L-6,0" transform="translate(50,183.80666302566902)" /><path d="M0,0L-6,0" transform="translate(50,140.36294126408816)" /><path d="M0,0L-6,0" transform="translate(50,96.9192195025073)" /><path d="M0,0L-6,0" transform="translate(50,53.47549774092646)" /></g><g transform="translate(-9,0)" font-variant="tabular-nums" text-anchor="end" aria-label="y-axis tick label"><text transform="translate(50,357.58155007199247)" y="0.32em">10,000</text><text transform="translate(50,314.13782831041163)" y="0.32em">15,000</text><text transform="translate(50,270.69410654883075)" y="0.32em">20,000</text><text transform="translate(50,227.25038478724986)" y="0.32em">25,000</text><text transform="translate(50,183.80666302566902)" y="0.32em">30,000</text><text transform="translate(50,140.36294126408816)" y="0.32em">35,000</text><text transform="translate(50,96.9192195025073)" y="0.32em">40,000</text><text transform="translate(50,53.47549774092646)" 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+       "          </section>\n",
+       "    "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { sideBySidePlot } from 'https://l12.xyz/x/shortcuts/raw/plots.ts?95'\n",
+    "\n",
+    "let records = df.toRecords();\n",
+    "\n",
+    "const plt = sideBySidePlot({\n",
+    "    x: numericColumns,\n",
+    "    y: ['price'],\n",
+    "    marks: [\n",
+    "        (x, y) => Plot.dot(records, {x, y}),\n",
+    "        (x, y) => Plot.linearRegressionY(records, {x, y, stroke: \"red\"}),\n",
+    "    ],\n",
+    "    cols: 3\n",
+    "})\n",
+    "\n",
+    "await display(\n",
+    "    plt,\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "53d04850-df05-474c-8568-a5f7c97146f3",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "Let's view the list of top features that have high correlation coefficient. The pearsonCorr() function calculates the Pearson'r correlation coefficients with respect to the 'price'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "924838be-1b4d-4edf-abe5-8bf02e02cf11",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "Variable": "enginesize",
+         "idx (price)": 0.8741448025245117
+        },
+        {
+         "Variable": "curbweight",
+         "idx (price)": 0.8353048793372955
+        },
+        {
+         "Variable": "horsepower",
+         "idx (price)": 0.8081388225362217
+        },
+        {
+         "Variable": "carwidth",
+         "idx (price)": 0.7593252997414263
+        },
+        {
+         "Variable": "carlength",
+         "idx (price)": 0.6829200156779843
+        },
+        {
+         "Variable": "wheelbase",
+         "idx (price)": 0.5778155982921477
+        },
+        {
+         "Variable": "boreratio",
+         "idx (price)": 0.5531732367984261
+        },
+        {
+         "Variable": "carheight",
+         "idx (price)": 0.11933622657047727
+        },
+        {
+         "Variable": "stroke",
+         "idx (price)": 0.07944308388192935
+        },
+        {
+         "Variable": "compressionratio",
+         "idx (price)": 0.06798350579944248
+        },
+        {
+         "Variable": "peakrpm",
+         "idx (price)": -0.0852671502778569
+        },
+        {
+         "Variable": "citympg",
+         "idx (price)": -0.6857513360270401
+        },
+        {
+         "Variable": "highwaympg",
+         "idx (price)": -0.6975990916465564
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
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+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "Variable",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "idx (price)",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
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+       "sources": null,
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+      },
+      "text/html": [
+       "<table><thead><tr><th>Variable</th><th>idx (price)</th></tr></thead><tbody><tr><td>enginesize</td><td>0.8741448025245117</td></tr><tr><td>curbweight</td><td>0.8353048793372955</td></tr><tr><td>horsepower</td><td>0.8081388225362217</td></tr><tr><td>carwidth</td><td>0.7593252997414263</td></tr><tr><td>carlength</td><td>0.6829200156779843</td></tr><tr><td>wheelbase</td><td>0.5778155982921477</td></tr><tr><td>boreratio</td><td>0.5531732367984261</td></tr><tr><td>carheight</td><td>0.11933622657047727</td></tr><tr><td>stroke</td><td>0.07944308388192935</td></tr><tr><td>compressionratio</td><td>0.06798350579944248</td></tr><tr><td>peakrpm</td><td>-0.0852671502778569</td></tr><tr><td>citympg</td><td>-0.6857513360270401</td></tr><tr><td>highwaympg</td><td>-0.6975990916465564</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "// we select pearon's idx from dataframe for all numeric cols, \n",
+    "// then we transpose result so that columns become rows, \n",
+    "// then we sort by the idx column\n",
+    "df.select(\n",
+    "    ...numericColumns.map((col) => pl.pearsonCorr(col, 'price'))\n",
+    ")\n",
+    "    .transpose({\n",
+    "        columnNames: [\"idx (price)\"],\n",
+    "        headerName: \"Variable\",\n",
+    "        includeHeader: true\n",
+    "    })\n",
+    "    .sort('idx (price)', true)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63bc6b92-5ab9-43e0-a957-57d895bc60f9",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "### Linearity Assumption\n",
+    "\n",
+    "Linear regression needs the relationship between independent variable and the dependent variable to be linear. We can test this assumption with some scatter plots and regression lines.\n",
+    "\n",
+    "** Here we use the same side-by-side plot shortcut, but for selected varisbles with high correlation coefficent.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2d5a635a-c819-4989-9818-a1927363993d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "          <section style=\"display:grid;grid-template-columns: repeat(2, 1fr);\">\n",
+       "              <img src='data:image/svg+xml;base64,<svg xmlns="http://www.w3.org/2000/svg" style="background-color:#fff" viewBox="0 0 640 450" height="450" width="640" text-anchor="middle" font-size="10" font-family="system-ui, sans-serif" fill="currentColor" class="plot-d6a7b5"><style>:where(.plot-d6a7b5) {
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}</style><g stroke-opacity="0.1" stroke="currentColor" aria-hidden="true" aria-label="y-grid"><line y2="357.58155007199247" y1="357.58155007199247" x2="590" x1="50" /><line y2="314.13782831041163" y1="314.13782831041163" x2="590" x1="50" /><line y2="270.69410654883075" y1="270.69410654883075" x2="590" x1="50" /><line y2="227.25038478724986" y1="227.25038478724986" x2="590" x1="50" /><line y2="183.80666302566902" y1="183.80666302566902" x2="590" x1="50" /><line y2="140.36294126408816" y1="140.36294126408816" x2="590" x1="50" /><line y2="96.9192195025073" y1="96.9192195025073" x2="590" x1="50" /><line y2="53.47549774092646" y1="53.47549774092646" x2="590" x1="50" /></g><g stroke="currentColor" fill="none" aria-hidden="true" aria-label="y-axis tick"><path d="M0,0L-6,0" transform="translate(50,357.58155007199247)" /><path d="M0,0L-6,0" transform="translate(50,314.13782831041163)" /><path d="M0,0L-6,0" transform="translate(50,270.69410654883075)" /><path d="M0,0L-6,0" transform="translate(50,227.25038478724986)" /><path d="M0,0L-6,0" transform="translate(50,183.80666302566902)" /><path d="M0,0L-6,0" transform="translate(50,140.36294126408816)" /><path d="M0,0L-6,0" transform="translate(50,96.9192195025073)" /><path d="M0,0L-6,0" transform="translate(50,53.47549774092646)" /></g><g transform="translate(-9,0)" font-variant="tabular-nums" text-anchor="end" aria-label="y-axis tick label"><text transform="translate(50,357.58155007199247)" y="0.32em">10,000</text><text transform="translate(50,314.13782831041163)" y="0.32em">15,000</text><text transform="translate(50,270.69410654883075)" y="0.32em">20,000</text><text transform="translate(50,227.25038478724986)" y="0.32em">25,000</text><text transform="translate(50,183.80666302566902)" y="0.32em">30,000</text><text transform="translate(50,140.36294126408816)" y="0.32em">35,000</text><text transform="translate(50,96.9192195025073)" y="0.32em">40,000</text><text transform="translate(50,53.47549774092646)" y="0.32em">45,000</text></g><g transform="translate(-47,-47)" text-anchor="start" aria-label="y-axis label"><text transform="translate(50,50)" y="0.71em">↑ price</text></g><g stroke-opacity="0.1" stroke="currentColor" aria-hidden="true" aria-label="x-grid"><line y2="400" y1="50" x2="129.47169811320754" x1="129.47169811320754" /><line y2="400" y1="50" x2="231.35849056603774" x1="231.35849056603774" /><line y2="400" y1="50" x2="333.2452830188679" x1="333.2452830188679" /><line y2="400" y1="50" x2="435.1320754716981" x1="435.1320754716981" /><line y2="400" y1="50" x2="537.0188679245283" x1="537.0188679245283" /></g><g stroke="currentColor" fill="none" aria-hidden="true" aria-label="x-axis tick"><path d="M0,0L0,6" transform="translate(129.47169811320754,400)" /><path d="M0,0L0,6" transform="translate(231.35849056603774,400)" /><path d="M0,0L0,6" transform="translate(333.2452830188679,400)" /><path d="M0,0L0,6" transform="translate(435.1320754716981,400)" /><path d="M0,0L0,6" 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+       "          </section>\n",
+       "    "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "const plt = sideBySidePlot({\n",
+    "    x: ['enginesize', 'curbweight', 'horsepower', 'carwidth'],\n",
+    "    y: ['price'],\n",
+    "    marks: [\n",
+    "        (x, y) => Plot.dot(records, {x, y}),\n",
+    "        (x, y) => Plot.linearRegressionY(records, {x, y, stroke: \"red\"}),\n",
+    "    ],\n",
+    "    cols: 2\n",
+    "})\n",
+    "\n",
+    "await display(\n",
+    "    plt,\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a351f17-309b-444b-b4a8-26500b077e47",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "### Homoscedasticity\n",
+    "\n",
+    "The assumption of homoscedasticity (constant variance), is crucial to linear regression models. Homoscedasticity describes a situation in which the error term or variance or the \"noise\" or random disturbance in the relationship between the independent variables and the dependent variable is the same across all values of the independent variable. In other words, there is a constant variance present in the response variable as the predictor variable increases. If the \"noise\" is not the same across the values of an independent variable, we call it heteroscedasticity, opposite of homoscedasticity. \n",
+    "\n",
+    "#### Residuals\n",
+    "\n",
+    "Next we apply residual expression to 'price' and 'enginesize' varibles in order to check this assumption.\n",
+    "[The residuals function](https://l12.xyz/x/shortcuts/src/branch/main/expr.ts) uses mean squared."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "fc9a31c3-6ac0-4058-b5bb-341eb1c40dd1",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<svg viewBox=\"0 0 640 400\" height=\"400\" width=\"640\" text-anchor=\"middle\" font-size=\"10\" font-family=\"system-ui, sans-serif\" fill=\"currentColor\" class=\"plot-d6a7b5\"><style>:where(.plot-d6a7b5) {\n",
+       "  --plot-background: white;\n",
+       "  display: block;\n",
+       "  height: auto;\n",
+       "  height: intrinsic;\n",
+       "  max-width: 100%;\n",
+       "}\n",
+       ":where(.plot-d6a7b5 text),\n",
+       ":where(.plot-d6a7b5 tspan) {\n",
+       "  white-space: pre;\n",
+       "}</style><g stroke=\"currentColor\" fill=\"none\" aria-hidden=\"true\" aria-label=\"y-axis tick\"><path d=\"M0,0L-6,0\" transform=\"translate(40,360.676690955552)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,332.6045058220467)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,304.5323206885414)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,276.4601355550362)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,248.3879504215309)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,220.31576528802563)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,192.24358015452034)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,164.17139502101506)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,136.0992098875098)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,108.02702475400451)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,79.95483962049926)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,51.882654486993985)\" /><path d=\"M0,0L-6,0\" transform=\"translate(40,23.810469353488706)\" /></g><g transform=\"translate(-9,0)\" font-variant=\"tabular-nums\" text-anchor=\"end\" aria-label=\"y-axis tick label\"><text transform=\"translate(40,360.676690955552)\" y=\"0.32em\">−10,000</text><text transform=\"translate(40,332.6045058220467)\" y=\"0.32em\">−8,000</text><text transform=\"translate(40,304.5323206885414)\" y=\"0.32em\">−6,000</text><text transform=\"translate(40,276.4601355550362)\" y=\"0.32em\">−4,000</text><text transform=\"translate(40,248.3879504215309)\" y=\"0.32em\">−2,000</text><text transform=\"translate(40,220.31576528802563)\" y=\"0.32em\">0</text><text transform=\"translate(40,192.24358015452034)\" y=\"0.32em\">2,000</text><text transform=\"translate(40,164.17139502101506)\" y=\"0.32em\">4,000</text><text transform=\"translate(40,136.0992098875098)\" y=\"0.32em\">6,000</text><text transform=\"translate(40,108.02702475400451)\" y=\"0.32em\">8,000</text><text transform=\"translate(40,79.95483962049926)\" y=\"0.32em\">10,000</text><text transform=\"translate(40,51.882654486993985)\" y=\"0.32em\">12,000</text><text transform=\"translate(40,23.810469353488706)\" y=\"0.32em\">14,000</text></g><g transform=\"translate(-37,-17)\" text-anchor=\"start\" aria-label=\"y-axis label\"><text transform=\"translate(40,20)\" y=\"0.71em\">↑ price</text></g><g stroke=\"currentColor\" fill=\"none\" aria-hidden=\"true\" aria-label=\"x-axis tick\"><path d=\"M0,0L0,6\" transform=\"translate(125.35849056603774,370)\" /><path d=\"M0,0L0,6\" transform=\"translate(234.79245283018867,370)\" /><path d=\"M0,0L0,6\" transform=\"translate(344.22641509433964,370)\" /><path d=\"M0,0L0,6\" transform=\"translate(453.6603773584905,370)\" /><path d=\"M0,0L0,6\" transform=\"translate(563.0943396226415,370)\" /></g><g transform=\"translate(0,9)\" font-variant=\"tabular-nums\" aria-label=\"x-axis tick label\"><text transform=\"translate(125.35849056603774,370)\" y=\"0.71em\">100</text><text 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+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { residuals } from 'https://l12.xyz/x/shortcuts/raw/expr.ts'\n",
+    "\n",
+    "let residualDf = df.select(\n",
+    "    'enginesize', \n",
+    "    residuals(pl.col('enginesize'), pl.col('price'))\n",
+    ")\n",
+    "\n",
+    "let residPlot = Plot.plot({\n",
+    "    x: \"enginesize\", \n",
+    "    y: \"price\",\n",
+    "    marks: [\n",
+    "        Plot.dot(residualDf.toRecords(), { x: \"enginesize\", y: \"price\"}),\n",
+    "        Plot.ruleY([0], {stroke: '#ccc'})\n",
+    "    ],\n",
+    "    document\n",
+    "})\n",
+    "\n",
+    "await display(residPlot)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29a0ec4e-084c-4af6-9af6-a14ae5cee4e7",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "From the above plot, we can tell the error variance across the true line is dispersed somewhat not uniformly, but in a funnel like shape. So, the assumption of the *homoscedasticity* is more likely not met.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33d787f3-2a7b-421c-9d9b-a86719a92f9a",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Normality\n",
+    "\n",
+    "The linear regression analysis requires the dependent variable, 'price', to be normally distributed. A histogram, box plot, or a Q-Q-Plot can check if the target variable is normally distributed. The goodness of fit test, e.g., the Kolmogorov-Smirnov test can check for normality in the dependent variable. [This documentation](https://towardsdatascience.com/normality-tests-in-python-31e04aa4f411) contains more information on the normality assumption. \n",
+    "\n",
+    "Let's display all three charts to show how our target variable, 'price' behaves."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "b94d0d8d-ae95-41f5-b17f-0ab9b3aa27ec",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "      <section style=\"display:flex;flex-direction: column; gap: 1em;\">\n",
+       "        <div style=\"gap:0.5em; display:flex; flex-direction: row; border: 1px solid black;\">\n",
+       "            <img 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style=\"width: 100%;\">\n",
+       "            <img src=\"data:image/svg+xml;base64,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\" style=\"width: 65%\">\n",
+       "        </div>\n",
+       "        <div style=\"padding:1em; border: 1px solid black;\">\n",
+       "            <img src=\"data:image/svg+xml;base64,<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" class="marks" width="581" height="242" viewBox="0 0 581 242"><rect width="581" height="242" fill="white"/><g fill="none" stroke-miterlimit="10" transform="translate(75,5)"><g class="mark-group role-frame root" role="graphics-object" aria-roledescription="group mark container"><g transform="translate(0,0)"><path class="background" aria-hidden="true" d="M0.5,0.5h500v200h-500Z" stroke="#ddd"/><g><g class="mark-group role-axis" aria-hidden="true"><g transform="translate(0.5,200.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-grid" pointer-events="none"><line transform="translate(0,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(42,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(83,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(125,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(167,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(208,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(250,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(292,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(333,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(375,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(417,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(458,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(500,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" aria-hidden="true"><g transform="translate(0.5,0.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-grid" pointer-events="none"><line transform="translate(0,180)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,140)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,100)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,60)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,20)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" role="graphics-symbol" aria-roledescription="axis" aria-label="X-axis titled 'Theoretical Quantiles→' for a linear scale with values from −3 to 3"><g transform="translate(0.5,200.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-tick" pointer-events="none"><line transform="translate(0,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(42,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(83,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(125,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(167,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(208,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(250,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(292,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(333,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(375,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(417,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(458,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(500,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-label" pointer-events="none"><text text-anchor="start" transform="translate(0,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−3.0</text><text text-anchor="middle" transform="translate(41.666666666666664,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−2.5</text><text text-anchor="middle" transform="translate(83.33333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−2.0</text><text text-anchor="middle" transform="translate(125,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−1.5</text><text text-anchor="middle" transform="translate(166.66666666666666,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−1.0</text><text text-anchor="middle" transform="translate(208.33333333333334,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−0.5</text><text text-anchor="middle" transform="translate(250,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">0.0</text><text text-anchor="middle" transform="translate(291.6666666666667,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">0.5</text><text text-anchor="middle" transform="translate(333.3333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">1.0</text><text text-anchor="middle" transform="translate(375,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">1.5</text><text text-anchor="middle" transform="translate(416.6666666666667,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">2.0</text><text text-anchor="middle" transform="translate(458.3333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">2.5</text><text text-anchor="end" transform="translate(500,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">3.0</text></g><g class="mark-rule role-axis-domain" pointer-events="none"><line transform="translate(0,0)" x2="500" y2="0" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-title" pointer-events="none"><text text-anchor="middle" transform="translate(250,30)" font-family="sans-serif" font-size="11px" font-weight="bold" fill="#000" opacity="1">Theoretical Quantiles→</text></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" role="graphics-symbol" aria-roledescription="axis" aria-label="Y-axis titled 'Ordered Values→' for a linear scale with values from −5,000 to 45,000"><g transform="translate(0.5,0.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-tick" pointer-events="none"><line transform="translate(0,180)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,140)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,100)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,60)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,20)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-label" pointer-events="none"><text text-anchor="end" transform="translate(-7,183)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">0</text><text text-anchor="end" transform="translate(-7,143)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">10,000</text><text text-anchor="end" transform="translate(-7,103)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">20,000</text><text text-anchor="end" transform="translate(-7,63.00000000000001)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">30,000</text><text text-anchor="end" transform="translate(-7,22.999999999999996)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">40,000</text></g><g class="mark-rule role-axis-domain" pointer-events="none"><line transform="translate(0,200)" x2="0" y2="-200" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-title" pointer-events="none"><text text-anchor="middle" transform="translate(-59,100) rotate(-90) translate(0,-2)" font-family="sans-serif" font-size="11px" font-weight="bold" fill="#000" opacity="1">Ordered Values→</text></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-symbol role-mark layer_0_marks" role="graphics-object" aria-roledescription="symbol mark container"><path aria-label="Theoretical Quantiles→: −2.57582930355; Ordered Values→: 5151.88" role="graphics-symbol" aria-roledescription="circle" transform="translate(35.34755803759163,159.39247999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −2.17009037758; Ordered Values→: 5350.46" role="graphics-symbol" aria-roledescription="circle" transform="translate(69.15913520128665,158.59816)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.95996398454; Ordered Values→: 5409" role="graphics-symbol" aria-roledescription="circle" transform="translate(86.66966795499549,158.364)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.81191067295; Ordered Values→: 5572" role="graphics-symbol" aria-roledescription="circle" transform="translate(99.00744392061685,157.71200000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.69539771027; Ordered Values→: 6111.92" role="graphics-symbol" aria-roledescription="circle" transform="translate(108.71685747732197,155.55232)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.59819313992; Ordered Values→: 6229" role="graphics-symbol" aria-roledescription="circle" transform="translate(116.8172383397652,155.084)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.51410188762; Ordered Values→: 6306.18" role="graphics-symbol" aria-roledescription="circle" transform="translate(123.82484269839301,154.77528)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.43953147094; Ordered Values→: 6407.6" role="graphics-symbol" aria-roledescription="circle" transform="translate(130.03904408846205,154.3696)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.372203809; Ordered Values→: 6501.94" role="graphics-symbol" aria-roledescription="circle" transform="translate(135.64968258343953,153.99224)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.31057911217; Ordered Values→: 6603.12" role="graphics-symbol" aria-roledescription="circle" transform="translate(140.78507398598924,153.58752)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.25356543847; Ordered Values→: 6678.66" role="graphics-symbol" aria-roledescription="circle" transform="translate(145.53621346079578,153.28536)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.20035885803; Ordered Values→: 6693.38" role="graphics-symbol" aria-roledescription="circle" transform="translate(149.97009516409506,153.22648)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.15034938038; Ordered Values→: 6790" role="graphics-symbol" aria-roledescription="circle" transform="translate(154.13755163533267,152.84)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.1030625562; Ordered Values→: 6852.24" role="graphics-symbol" aria-roledescription="circle" transform="translate(158.07812031670025,152.59104)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.05812161768; Ordered Values→: 6929.6" role="graphics-symbol" aria-roledescription="circle" transform="translate(161.8231985262686,152.2816)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.01522203322; Ordered Values→: 7028.68" role="graphics-symbol" aria-roledescription="circle" transform="translate(165.398163898581,151.88528)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.974113877059; Ordered Values→: 7116.82" role="graphics-symbol" aria-roledescription="circle" transform="translate(168.82384357839095,151.53272)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.934589291073; Ordered Values→: 7177.3" role="graphics-symbol" aria-roledescription="circle" transform="translate(172.11755907721002,151.2908)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.896473364002; Ordered Values→: 7295" role="graphics-symbol" aria-roledescription="circle" transform="translate(175.29388633317367,150.82)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.859617364242; Ordered Values→: 7338" role="graphics-symbol" aria-roledescription="circle" transform="translate(178.3652196465074,150.648)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.823893630339; Ordered Values→: 7450.76" role="graphics-symbol" aria-roledescription="circle" transform="translate(181.3421974717869,150.19696)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.789191652658; Ordered Values→: 7588.44" role="graphics-symbol" aria-roledescription="circle" transform="translate(184.23402894514814,149.64624)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.75541502636; Ordered Values→: 7609" role="graphics-symbol" aria-roledescription="circle" transform="translate(187.0487478032942,149.564)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.722479051928; Ordered Values→: 7735.06" role="graphics-symbol" aria-roledescription="circle" transform="translate(189.7934123393281,149.05976)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.690308823933; Ordered Values→: 7775" role="graphics-symbol" aria-roledescription="circle" transform="translate(192.4742646722472,148.89999999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.658837692736; Ordered Values→: 7800.92" role="graphics-symbol" aria-roledescription="circle" transform="translate(195.09685893865102,148.79632)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.628006014438; Ordered Values→: 7898" role="graphics-symbol" aria-roledescription="circle" transform="translate(197.6661654635359,148.40800000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.597760126042; Ordered Values→: 7957" role="graphics-symbol" aria-roledescription="circle" transform="translate(200.1866561631268,148.17200000000003)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.568051498339; Ordered Values→: 7977.8" role="graphics-symbol" aria-roledescription="circle" transform="translate(202.66237513841813,148.0888)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.538836030278; Ordered Values→: 8001.52" role="graphics-symbol" aria-roledescription="circle" transform="translate(205.0969974767958,147.99392)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.510073456969; Ordered Values→: 8086.82" role="graphics-symbol" aria-roledescription="circle" transform="translate(207.49387858595045,147.65272000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.481726849585; Ordered Values→: 8206.18" role="graphics-symbol" aria-roledescription="circle" transform="translate(209.85609586793916,147.17528)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.45376219017; Ordered Values→: 8281.7" role="graphics-symbol" aria-roledescription="circle" transform="translate(212.18648415251008,146.87320000000003)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.426148007841; Ordered Values→: 8464.64" role="graphics-symbol" aria-roledescription="circle" transform="translate(214.4876660132268,146.14144)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.398855065642; Ordered Values→: 8496.52" role="graphics-symbol" aria-roledescription="circle" transform="translate(216.76207786313861,146.01391999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.371856089385; Ordered Values→: 8650.4" role="graphics-symbol" aria-roledescription="circle" transform="translate(219.0119925512438,145.3984)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.34512553147; Ordered Values→: 8845" role="graphics-symbol" aria-roledescription="circle" transform="translate(221.2395390441273,144.62)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.318639363964; Ordered Values→: 8916.5" role="graphics-symbol" aria-roledescription="circle" transform="translate(223.4467196696354,144.334)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.292374896227; Ordered Values→: 8921" role="graphics-symbol" aria-roledescription="circle" transform="translate(225.635425314433,144.316)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.266310613204; Ordered Values→: 8948.58" role="graphics-symbol" aria-roledescription="circle" transform="translate(227.80744889965877,144.20568)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.240426031142; Ordered Values→: 9180.56" role="graphics-symbol" aria-roledescription="circle" transform="translate(229.9644974048077,143.27776)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.214701568002; Ordered Values→: 9271.86" role="graphics-symbol" aria-roledescription="circle" transform="translate(232.1082026665213,142.91255999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.189118426273; Ordered Values→: 9290.2" role="graphics-symbol" aria-roledescription="circle" transform="translate(234.24013114393398,142.8392)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.163658486233; Ordered Values→: 9443.78" role="graphics-symbol" aria-roledescription="circle" transform="translate(236.3617928139049,142.22488)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.138304207961; Ordered Values→: 9546.58" role="graphics-symbol" aria-roledescription="circle" transform="translate(238.47464933654965,141.81368)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.113038540645; Ordered Values→: 9848.92" role="graphics-symbol" aria-roledescription="circle" transform="translate(240.58012161295292,140.60432)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0878448378959; Ordered Values→: 9959.86" role="graphics-symbol" aria-roledescription="circle" transform="translate(242.67959684201068,140.16055999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0627067779432; Ordered Values→: 9987.2" role="graphics-symbol" aria-roledescription="circle" transform="translate(244.77443517139886,140.0512)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0376082876613; Ordered Values→: 9994.64" role="graphics-symbol" aria-roledescription="circle" transform="translate(246.8659760282287,140.02143999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0125334695081; Ordered Values→: 10244.06" role="graphics-symbol" aria-roledescription="circle" transform="translate(248.9555442076609,139.02376)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0125334695081; Ordered Values→: 10350" role="graphics-symbol" aria-roledescription="circle" transform="translate(251.04445579233908,138.60000000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0376082876613; Ordered Values→: 10703.82" role="graphics-symbol" aria-roledescription="circle" transform="translate(253.1340239717713,137.18472)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0627067779432; Ordered Values→: 10902.7" role="graphics-symbol" aria-roledescription="circle" transform="translate(255.22556482860114,136.3892)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0878448378959; Ordered Values→: 11069.14" role="graphics-symbol" aria-roledescription="circle" transform="translate(257.32040315798935,135.72344)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.113038540645; Ordered Values→: 11245.54" role="graphics-symbol" aria-roledescription="circle" transform="translate(259.4198783870471,135.01783999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.138304207961; Ordered Values→: 11322.8" role="graphics-symbol" aria-roledescription="circle" transform="translate(261.5253506634504,134.7088)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.163658486233; Ordered Values→: 11620.74" role="graphics-symbol" aria-roledescription="circle" transform="translate(263.63820718609514,133.51704)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.189118426273; Ordered Values→: 11846.5" role="graphics-symbol" aria-roledescription="circle" transform="translate(265.7598688560661,132.614)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.214701568002; Ordered Values→: 11991.8" role="graphics-symbol" aria-roledescription="circle" transform="translate(267.89179733347873,132.0328)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.240426031142; Ordered Values→: 12347" role="graphics-symbol" aria-roledescription="circle" transform="translate(270.0355025951923,130.612)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.266310613204; Ordered Values→: 12685.7" role="graphics-symbol" aria-roledescription="circle" transform="translate(272.19255110034123,129.25719999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.292374896227; Ordered Values→: 12942.3" role="graphics-symbol" aria-roledescription="circle" transform="translate(274.364574685567,128.2308)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.318639363964; Ordered Values→: 13082" role="graphics-symbol" aria-roledescription="circle" transform="translate(276.5532803303646,127.67200000000001)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.34512553147; Ordered Values→: 13359.8" role="graphics-symbol" aria-roledescription="circle" transform="translate(278.7604609558727,126.5608)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.371856089385; Ordered Values→: 13497.32" role="graphics-symbol" aria-roledescription="circle" transform="translate(280.98800744875626,126.01071999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.398855065642; Ordered Values→: 13589.52" role="graphics-symbol" aria-roledescription="circle" transform="translate(283.2379221368614,125.64191999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.426148007841; Ordered Values→: 13854.9" role="graphics-symbol" aria-roledescription="circle" transform="translate(285.51233398677317,124.5804)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.45376219017; Ordered Values→: 14264.3" role="graphics-symbol" aria-roledescription="circle" transform="translate(287.81351584749,122.94279999999995)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.481726849585; Ordered Values→: 14770.2" role="graphics-symbol" aria-roledescription="circle" transform="translate(290.14390413206087,120.91919999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.510073456969; Ordered Values→: 15203.8" role="graphics-symbol" aria-roledescription="circle" transform="translate(292.5061214140496,119.18479999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.538836030278; Ordered Values→: 15567.4" role="graphics-symbol" aria-roledescription="circle" transform="translate(294.9030025232042,117.73039999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.568051498339; Ordered Values→: 15683.7" role="graphics-symbol" aria-roledescription="circle" transform="translate(297.3376248615819,117.26520000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.597760126042; Ordered Values→: 15961.5" role="graphics-symbol" aria-roledescription="circle" transform="translate(299.8133438368732,116.154)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.628006014438; Ordered Values→: 16404.08" role="graphics-symbol" aria-roledescription="circle" transform="translate(302.3338345364641,114.38368000000001)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.658837692736; Ordered Values→: 16500" role="graphics-symbol" aria-roledescription="circle" transform="translate(304.90314106134895,114.00000000000001)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.690308823933; Ordered Values→: 16515.86" role="graphics-symbol" aria-roledescription="circle" transform="translate(307.5257353277528,113.93656000000001)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.722479051928; Ordered Values→: 16633.9" role="graphics-symbol" aria-roledescription="circle" transform="translate(310.20658766067186,113.4644)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.75541502636; Ordered Values→: 16850.5" role="graphics-symbol" aria-roledescription="circle" transform="translate(312.95125219670575,112.598)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.789191652658; Ordered Values→: 16946" role="graphics-symbol" aria-roledescription="circle" transform="translate(315.7659710548519,112.21599999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.823893630339; Ordered Values→: 17244.18" role="graphics-symbol" aria-roledescription="circle" transform="translate(318.65780252821315,111.02327999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.859617364242; Ordered Values→: 17678.02" role="graphics-symbol" aria-roledescription="circle" transform="translate(321.63478035349266,109.28792)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.896473364002; Ordered Values→: 17882.78358" role="graphics-symbol" aria-roledescription="circle" transform="translate(324.7061136668264,108.46886568000001)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.934589291073; Ordered Values→: 18150" role="graphics-symbol" aria-roledescription="circle" transform="translate(327.88244092279,107.39999999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.974113877059; Ordered Values→: 18301.76" role="graphics-symbol" aria-roledescription="circle" transform="translate(331.1761564216091,106.79295999999998)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.01522203322; Ordered Values→: 18406.98" role="graphics-symbol" aria-roledescription="circle" transform="translate(334.601836101419,106.37208)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.05812161768; Ordered Values→: 18746" role="graphics-symbol" aria-roledescription="circle" transform="translate(338.17680147373136,105.01599999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.1030625562; Ordered Values→: 18993.7" role="graphics-symbol" aria-roledescription="circle" transform="translate(341.9218796832997,104.0252)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.15034938038; Ordered Values→: 20334.5" role="graphics-symbol" aria-roledescription="circle" transform="translate(345.86244836466733,98.662)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.20035885803; Ordered Values→: 21310.2" role="graphics-symbol" aria-roledescription="circle" transform="translate(350.029904835905,94.75920000000002)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.25356543847; Ordered Values→: 22280.16" role="graphics-symbol" aria-roledescription="circle" transform="translate(354.46378653920425,90.87935999999996)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.31057911217; Ordered Values→: 23400" role="graphics-symbol" aria-roledescription="circle" transform="translate(359.21492601401076,86.39999999999996)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.372203809; Ordered Values→: 25216.42" role="graphics-symbol" aria-roledescription="circle" transform="translate(364.35031741656053,79.13432)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.43953147094; Ordered Values→: 28226.4" role="graphics-symbol" aria-roledescription="circle" transform="translate(369.960955911538,67.0944)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.51410188762; Ordered Values→: 31233.97" role="graphics-symbol" aria-roledescription="circle" transform="translate(376.175157301607,55.06412)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.59819313992; Ordered Values→: 32107" role="graphics-symbol" aria-roledescription="circle" transform="translate(383.18276166023486,51.571999999999996)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.69539771027; Ordered Values→: 33758" role="graphics-symbol" aria-roledescription="circle" transform="translate(391.2831425226781,44.967999999999876)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.81191067295; Ordered Values→: 34933.92" role="graphics-symbol" aria-roledescription="circle" transform="translate(400.99255607938306,40.26432000000006)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.95996398454; Ordered Values→: 35955" role="graphics-symbol" aria-roledescription="circle" transform="translate(413.3303320450045,36.17999999999999)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 2.17009037758; Ordered Values→: 37019.12" role="graphics-symbol" aria-roledescription="circle" transform="translate(430.84086479871337,31.923519999999982)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 2.57582930355; Ordered Values→: 41307.9" role="graphics-symbol" aria-roledescription="circle" transform="translate(464.6524419624084,14.768400000000014)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/></g><g class="mark-line role-mark layer_1_marks" role="graphics-object" aria-roledescription="line mark container"><path aria-label="norm: −2.57582930355; value: −4861.46684017" role="graphics-symbol" aria-roledescription="line mark" d="M35.348,199.446L464.652,54.945" stroke="red" stroke-width="2"/></g></g><path class="foreground" aria-hidden="true" d="" display="none"/></g></g></g></svg>\" style=\"width: 100%\">\n",
+       "        </div>\n",
+       "      </section>\n",
+       "      "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { threeChart } from './plots.ts?15'\n",
+    "\n",
+    "await display(threeChart(records, \"price\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81fe890e-56c4-4076-b57c-38fe438c0ead",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "These three charts above can tell us a lot about our target variable:\n",
+    "\n",
+    "- Our target variable, 'price' is not normally distributed\n",
+    "- Our target variable is right-skewed\n",
+    "- There are some outliers in the variable\n",
+    "\n",
+    "The right-skewed plot means that most prices in the dataset are on the lower end (below 15,000). The 'max' value is very far from the '75%' quantile statistic. All these plots show that the assumption for accurate linear regression modeling is not met. \n",
+    "\n",
+    "Next, we will perform the log transformation to correct our target variable and to make it more normally distributed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "20b0317a-5807-4f28-9008-8540e5ee056a",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[33m0.8006648595531076\u001b[39m"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import {ShapiroWilkW} from \"./normality.ts?18\"\n",
+    "\n",
+    "ShapiroWilkW(df.price.sort())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "8f8c6044-d3a1-4f8e-89ba-365fea3fbd8b",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "      <section style=\"display:flex;flex-direction: column; gap: 1em;\">\n",
+       "        <div style=\"gap:0.5em; display:flex; flex-direction: row; border: 1px solid black;\">\n",
+       "            <img src=\"data:image/svg+xml;base64,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style=\"width: 100%;\">\n",
+       "            <img src=\"data:image/svg+xml;base64,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\" style=\"width: 65%\">\n",
+       "        </div>\n",
+       "        <div style=\"padding:1em; border: 1px solid black;\">\n",
+       "            <img src=\"data:image/svg+xml;base64,<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" class="marks" width="549" height="242" viewBox="0 0 549 242"><rect width="549" height="242" fill="white"/><g fill="none" stroke-miterlimit="10" transform="translate(43,5)"><g class="mark-group role-frame root" role="graphics-object" aria-roledescription="group mark container"><g transform="translate(0,0)"><path class="background" aria-hidden="true" d="M0.5,0.5h500v200h-500Z" stroke="#ddd"/><g><g class="mark-group role-axis" aria-hidden="true"><g transform="translate(0.5,200.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-grid" pointer-events="none"><line transform="translate(0,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(42,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(83,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(125,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(167,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(208,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(250,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(292,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(333,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(375,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(417,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(458,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(500,-200)" x2="0" y2="200" stroke="#ddd" stroke-width="1" opacity="1"/></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" aria-hidden="true"><g transform="translate(0.5,0.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-grid" pointer-events="none"><line transform="translate(0,200)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,164)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,127)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,91)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,55)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/><line transform="translate(0,18)" x2="500" y2="0" stroke="#ddd" stroke-width="1" opacity="1"/></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" role="graphics-symbol" aria-roledescription="axis" aria-label="X-axis titled 'Theoretical Quantiles→' for a linear scale with values from −3 to 3"><g transform="translate(0.5,200.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-tick" pointer-events="none"><line transform="translate(0,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(42,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(83,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(125,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(167,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(208,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(250,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(292,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(333,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(375,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(417,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(458,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(500,0)" x2="0" y2="5" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-label" pointer-events="none"><text text-anchor="start" transform="translate(0,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−3.0</text><text text-anchor="middle" transform="translate(41.666666666666664,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−2.5</text><text text-anchor="middle" transform="translate(83.33333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−2.0</text><text text-anchor="middle" transform="translate(125,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−1.5</text><text text-anchor="middle" transform="translate(166.66666666666666,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">−1.0</text><text text-anchor="middle" transform="translate(208.33333333333334,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">−0.5</text><text text-anchor="middle" transform="translate(250,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">0.0</text><text text-anchor="middle" transform="translate(291.6666666666667,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">0.5</text><text text-anchor="middle" transform="translate(333.3333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">1.0</text><text text-anchor="middle" transform="translate(375,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">1.5</text><text text-anchor="middle" transform="translate(416.6666666666667,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">2.0</text><text text-anchor="middle" transform="translate(458.3333333333333,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="0">2.5</text><text text-anchor="end" transform="translate(500,15)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">3.0</text></g><g class="mark-rule role-axis-domain" pointer-events="none"><line transform="translate(0,0)" x2="500" y2="0" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-title" pointer-events="none"><text text-anchor="middle" transform="translate(250,30)" font-family="sans-serif" font-size="11px" font-weight="bold" fill="#000" opacity="1">Theoretical Quantiles→</text></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-group role-axis" role="graphics-symbol" aria-roledescription="axis" aria-label="Y-axis titled 'Ordered Values→' for a linear scale with values from 0 to 11"><g transform="translate(0.5,0.5)"><path class="background" aria-hidden="true" d="M0,0h0v0h0Z" pointer-events="none"/><g><g class="mark-rule role-axis-tick" pointer-events="none"><line transform="translate(0,200)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,164)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,127)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,91)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,55)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/><line transform="translate(0,18)" x2="-5" y2="0" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-label" pointer-events="none"><text text-anchor="end" transform="translate(-7,203)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">0</text><text text-anchor="end" transform="translate(-7,166.63636363636363)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">2</text><text text-anchor="end" transform="translate(-7,130.27272727272725)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">4</text><text text-anchor="end" transform="translate(-7,93.90909090909092)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">6</text><text text-anchor="end" transform="translate(-7,57.54545454545454)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">8</text><text text-anchor="end" transform="translate(-7,21.181818181818187)" font-family="sans-serif" font-size="10px" fill="#000" opacity="1">10</text></g><g class="mark-rule role-axis-domain" pointer-events="none"><line transform="translate(0,200)" x2="0" y2="-200" stroke="#888" stroke-width="1" opacity="1"/></g><g class="mark-text role-axis-title" pointer-events="none"><text text-anchor="middle" transform="translate(-27,100) rotate(-90) translate(0,-2)" font-family="sans-serif" font-size="11px" font-weight="bold" fill="#000" opacity="1">Ordered Values→</text></g></g><path class="foreground" aria-hidden="true" d="" pointer-events="none" display="none"/></g></g><g class="mark-symbol role-mark layer_0_marks" role="graphics-object" aria-roledescription="symbol mark container"><path aria-label="Theoretical Quantiles→: −2.57582930355; Ordered Values→: 8.54711626464" role="graphics-symbol" aria-roledescription="circle" transform="translate(35.34755803759163,44.59788609736472)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −2.17009037758; Ordered Values→: 8.584936169" role="graphics-symbol" aria-roledescription="circle" transform="translate(69.15913520128665,43.910251472644845)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.95996398454; Ordered Values→: 8.59580428085" role="graphics-symbol" aria-roledescription="circle" transform="translate(86.66966795499549,43.71264943914108)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.81191067295; Ordered Values→: 8.6255093349" role="graphics-symbol" aria-roledescription="circle" transform="translate(99.00744392061685,43.172557547278245)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.69539771027; Ordered Values→: 8.71797889868" role="graphics-symbol" aria-roledescription="circle" transform="translate(108.71685747732197,41.49129275120564)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.59819313992; Ordered Values→: 8.73697108525" role="graphics-symbol" aria-roledescription="circle" transform="translate(116.8172383397652,41.145980268106456)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.51410188762; Ordered Values→: 8.74928092086" role="graphics-symbol" aria-roledescription="circle" transform="translate(123.82484269839301,40.922165075285896)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.43953147094; Ordered Values→: 8.76521356936" role="graphics-symbol" aria-roledescription="circle" transform="translate(130.03904408846205,40.63248055716948)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.372203809; Ordered Values→: 8.77985141743" role="graphics-symbol" aria-roledescription="circle" transform="translate(135.64968258343953,40.36633786493964)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.31057911217; Ordered Values→: 8.795282775" role="graphics-symbol" aria-roledescription="circle" transform="translate(140.78507398598924,40.085767727246676)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.25356543847; Ordered Values→: 8.80667120361" role="graphics-symbol" aria-roledescription="circle" transform="translate(145.53621346079578,39.87870538888076)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.20035885803; Ordered Values→: 8.80887423228" role="graphics-symbol" aria-roledescription="circle" transform="translate(149.97009516409506,39.838650322268144)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.15034938038; Ordered Values→: 8.82320594943" role="graphics-symbol" aria-roledescription="circle" transform="translate(154.13755163533267,39.57807364677988)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.1030625562; Ordered Values→: 8.83233078987" role="graphics-symbol" aria-roledescription="circle" transform="translate(158.07812031670025,39.41216745692544)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.05812161768; Ordered Values→: 8.84355635556" role="graphics-symbol" aria-roledescription="circle" transform="translate(161.8231985262686,39.20806626261799)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −1.01522203322; Ordered Values→: 8.85774441919" role="graphics-symbol" aria-roledescription="circle" transform="translate(165.398163898581,38.95010146926581)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.974113877059; Ordered Values→: 8.8702146592" role="graphics-symbol" aria-roledescription="circle" transform="translate(168.82384357839095,38.723369832676234)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.934589291073; Ordered Values→: 8.87866881738" role="graphics-symbol" aria-roledescription="circle" transform="translate(172.11755907721002,38.569657865771426)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.896473364002; Ordered Values→: 8.89494446096" role="graphics-symbol" aria-roledescription="circle" transform="translate(175.29388633317367,38.27373707351116)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.859617364242; Ordered Values→: 8.90081761117" role="graphics-symbol" aria-roledescription="circle" transform="translate(178.3652196465074,38.16695252414766)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.823893630339; Ordered Values→: 8.91606514837" role="graphics-symbol" aria-roledescription="circle" transform="translate(181.3421974717869,37.88972457502147)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.789191652658; Ordered Values→: 8.93436993332" role="graphics-symbol" aria-roledescription="circle" transform="translate(184.23402894514814,37.556910303297286)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.75541502636; Ordered Values→: 8.93708703618" role="graphics-symbol" aria-roledescription="circle" transform="translate(187.0487478032942,37.507508433154136)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.722479051928; Ordered Values→: 8.95351738405" role="graphics-symbol" aria-roledescription="circle" transform="translate(189.7934123393281,37.20877483551342)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.690308823933; Ordered Values→: 8.95866873705" role="graphics-symbol" aria-roledescription="circle" transform="translate(192.4742646722472,37.115113871864835)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.658837692736; Ordered Values→: 8.96199548188" role="graphics-symbol" aria-roledescription="circle" transform="translate(195.09685893865102,37.05462760222395)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.628006014438; Ordered Values→: 8.97436484185" role="graphics-symbol" aria-roledescription="circle" transform="translate(197.6661654635359,36.82973014824371)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.597760126042; Ordered Values→: 8.98180732338" role="graphics-symbol" aria-roledescription="circle" transform="translate(200.1866561631268,36.69441230222665)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.568051498339; Ordered Values→: 8.98441758532" role="graphics-symbol" aria-roledescription="circle" transform="translate(202.66237513841813,36.646952994197335)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.538836030278; Ordered Values→: 8.98738657686" role="graphics-symbol" aria-roledescription="circle" transform="translate(205.0969974767958,36.592971329889345)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.510073456969; Ordered Values→: 8.99796847453" role="graphics-symbol" aria-roledescription="circle" transform="translate(207.49387858595045,36.40057319044636)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.481726849585; Ordered Values→: 9.01264017097" role="graphics-symbol" aria-roledescription="circle" transform="translate(209.85609586793916,36.13381507326117)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.45376219017; Ordered Values→: 9.0217854148" role="graphics-symbol" aria-roledescription="circle" transform="translate(212.18648415251008,35.96753791263871)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.426148007841; Ordered Values→: 9.0436494559" role="graphics-symbol" aria-roledescription="circle" transform="translate(214.4876660132268,35.57000989278309)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.398855065642; Ordered Values→: 9.04741192078" role="graphics-symbol" aria-roledescription="circle" transform="translate(216.76207786313861,35.50160144045058)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.371856089385; Ordered Values→: 9.06528226775" role="graphics-symbol" aria-roledescription="circle" transform="translate(219.0119925512438,35.1766860408953)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.34512553147; Ordered Values→: 9.08760760659" role="graphics-symbol" aria-roledescription="circle" transform="translate(221.2395390441273,34.770770789202054)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.318639363964; Ordered Values→: 9.09565877189" role="graphics-symbol" aria-roledescription="circle" transform="translate(223.4467196696354,34.624385965589674)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.292374896227; Ordered Values→: 9.09616332691" role="graphics-symbol" aria-roledescription="circle" transform="translate(225.635425314433,34.6152122379312)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.266310613204; Ordered Values→: 9.09925013794" role="graphics-symbol" aria-roledescription="circle" transform="translate(227.80744889965877,34.559088401049685)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.240426031142; Ordered Values→: 9.12481680166" role="graphics-symbol" aria-roledescription="circle" transform="translate(229.9644974048077,34.094239969802295)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.214701568002; Ordered Values→: 9.13473870983" role="graphics-symbol" aria-roledescription="circle" transform="translate(232.1082026665213,33.91384163937978)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.189118426273; Ordered Values→: 9.13671504851" role="graphics-symbol" aria-roledescription="circle" transform="translate(234.24013114393398,33.877908208821175)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.163658486233; Ordered Values→: 9.15306945779" role="graphics-symbol" aria-roledescription="circle" transform="translate(236.3617928139049,33.580555312955205)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.138304207961; Ordered Values→: 9.16393814019" role="graphics-symbol" aria-roledescription="circle" transform="translate(238.47464933654965,33.38294290563717)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.113038540645; Ordered Values→: 9.19506666019" role="graphics-symbol" aria-roledescription="circle" transform="translate(240.58012161295292,32.81696981470581)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0878448378959; Ordered Values→: 9.20631829365" role="graphics-symbol" aria-roledescription="circle" transform="translate(242.67959684201068,32.61239466094432)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0627067779432; Ordered Values→: 9.20905952319" role="graphics-symbol" aria-roledescription="circle" transform="translate(244.77443517139886,32.562554123813655)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0376082876613; Ordered Values→: 9.20980421811" role="graphics-symbol" aria-roledescription="circle" transform="translate(246.8659760282287,32.549014216175266)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: −0.0125334695081; Ordered Values→: 9.23445309749" role="graphics-symbol" aria-roledescription="circle" transform="translate(248.9555442076609,32.1008527728756)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0125334695081; Ordered Values→: 9.24473616779" role="graphics-symbol" aria-roledescription="circle" transform="translate(251.04445579233908,31.91388785836182)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0376082876613; Ordered Values→: 9.27835366244" role="graphics-symbol" aria-roledescription="circle" transform="translate(253.1340239717713,31.30266068286076)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0627067779432; Ordered Values→: 9.29676490962" role="graphics-symbol" aria-roledescription="circle" transform="translate(255.22556482860114,30.967910734101167)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.0878448378959; Ordered Values→: 9.31190520524" role="graphics-symbol" aria-roledescription="circle" transform="translate(257.32040315798935,30.692632632032236)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.113038540645; Ordered Values→: 9.32772687933" role="graphics-symbol" aria-roledescription="circle" transform="translate(259.4198783870471,30.404965830333076)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.138304207961; Ordered Values→: 9.33451791755" role="graphics-symbol" aria-roledescription="circle" transform="translate(261.5253506634504,30.281492408149813)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.163658486233; Ordered Values→: 9.36053974864" role="graphics-symbol" aria-roledescription="circle" transform="translate(263.63820718609514,29.8083682065166)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.189118426273; Ordered Values→: 9.37978772558" role="graphics-symbol" aria-roledescription="circle" transform="translate(265.7598688560661,29.458404989381748)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.214701568002; Ordered Values→: 9.39192175144" role="graphics-symbol" aria-roledescription="circle" transform="translate(267.89179733347873,29.237786337463923)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.240426031142; Ordered Values→: 9.42115104478" role="graphics-symbol" aria-roledescription="circle" transform="translate(270.0355025951923,28.70634464038808)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.266310613204; Ordered Values→: 9.44821687538" role="graphics-symbol" aria-roledescription="circle" transform="translate(272.19255110034123,28.214238629418276)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.292374896227; Ordered Values→: 9.46825627716" role="graphics-symbol" aria-roledescription="circle" transform="translate(274.364574685567,27.84988586990844)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.318639363964; Ordered Values→: 9.47895183642" role="graphics-symbol" aria-roledescription="circle" transform="translate(276.5532803303646,27.655421156037274)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.34512553147; Ordered Values→: 9.49999545164" role="graphics-symbol" aria-roledescription="circle" transform="translate(278.7604609558727,27.272809970259516)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.371856089385; Ordered Values→: 9.5102464155" role="graphics-symbol" aria-roledescription="circle" transform="translate(280.98800744875626,27.086428809036313)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.398855065642; Ordered Values→: 9.51704056584" role="graphics-symbol" aria-roledescription="circle" transform="translate(283.2379221368614,26.96289880291516)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.426148007841; Ordered Values→: 9.53639410812" role="graphics-symbol" aria-roledescription="circle" transform="translate(285.51233398677317,26.611016216060147)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.45376219017; Ordered Values→: 9.56541026327" role="graphics-symbol" aria-roledescription="circle" transform="translate(287.81351584749,26.083449758715595)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.481726849585; Ordered Values→: 9.60030270805" role="graphics-symbol" aria-roledescription="circle" transform="translate(290.14390413206087,25.44904167183033)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.510073456969; Ordered Values→: 9.62928422144" role="graphics-symbol" aria-roledescription="circle" transform="translate(292.5061214140496,24.92210506475312)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.538836030278; Ordered Values→: 9.65293276804" role="graphics-symbol" aria-roledescription="circle" transform="translate(294.9030025232042,24.49213149020013)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.568051498339; Ordered Values→: 9.66037673918" role="graphics-symbol" aria-roledescription="circle" transform="translate(297.3376248615819,24.35678656036899)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.597760126042; Ordered Values→: 9.67792501977" role="graphics-symbol" aria-roledescription="circle" transform="translate(299.8133438368732,24.03772691327406)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.628006014438; Ordered Values→: 9.70526549797" role="graphics-symbol" aria-roledescription="circle" transform="translate(302.3338345364641,23.540627309564343)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.658837692736; Ordered Values→: 9.71111565989" role="graphics-symbol" aria-roledescription="circle" transform="translate(304.90314106134895,23.434260729296884)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.690308823933; Ordered Values→: 9.71207634402" role="graphics-symbol" aria-roledescription="circle" transform="translate(307.5257353277528,23.416793745047904)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.722479051928; Ordered Values→: 9.719197631" role="graphics-symbol" aria-roledescription="circle" transform="translate(310.20658766067186,23.28731580002872)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.75541502636; Ordered Values→: 9.73213513035" role="graphics-symbol" aria-roledescription="circle" transform="translate(312.95125219670575,23.052088539132654)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.789191652658; Ordered Values→: 9.73778239991" role="graphics-symbol" aria-roledescription="circle" transform="translate(315.7659710548519,22.94941091067877)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.823893630339; Ordered Values→: 9.75521443467" role="graphics-symbol" aria-roledescription="circle" transform="translate(318.65780252821315,22.63246482425041)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.859617364242; Ordered Values→: 9.78007687785" role="graphics-symbol" aria-roledescription="circle" transform="translate(321.63478035349266,22.180420402692747)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.896473364002; Ordered Values→: 9.79159123989" role="graphics-symbol" aria-roledescription="circle" transform="translate(324.7061136668264,21.97106836556051)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.934589291073; Ordered Values→: 9.80642583969" role="graphics-symbol" aria-roledescription="circle" transform="translate(327.88244092279,21.701348369218245)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 0.974113877059; Ordered Values→: 9.81475113805" role="graphics-symbol" aria-roledescription="circle" transform="translate(331.1761564216091,21.54997930821445)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.01522203322; Ordered Values→: 9.82048506619" role="graphics-symbol" aria-roledescription="circle" transform="translate(334.601836101419,21.44572606927506)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.05812161768; Ordered Values→: 9.83870453338" role="graphics-symbol" aria-roledescription="circle" transform="translate(338.17680147373136,21.114463029518603)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.1030625562; Ordered Values→: 9.85185951798" role="graphics-symbol" aria-roledescription="circle" transform="translate(341.9218796832997,20.875281491353583)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.15034938038; Ordered Values→: 9.91958563796" role="graphics-symbol" aria-roledescription="circle" transform="translate(345.86244836466733,19.643897491706163)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.20035885803; Ordered Values→: 9.96690157873" role="graphics-symbol" aria-roledescription="circle" transform="translate(350.029904835905,18.783607659408254)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.25356543847; Ordered Values→: 10.0114016352" role="graphics-symbol" aria-roledescription="circle" transform="translate(354.46378653920425,17.974515722749395)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.31057911217; Ordered Values→: 10.0601521346" role="graphics-symbol" aria-roledescription="circle" transform="translate(359.21492601401076,17.088143007777724)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.372203809; Ordered Values→: 10.1350772757" role="graphics-symbol" aria-roledescription="circle" transform="translate(364.35031741656053,15.72586771518003)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.43953147094; Ordered Values→: 10.2480123055" role="graphics-symbol" aria-roledescription="circle" transform="translate(369.960955911538,13.672503535517233)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.51410188762; Ordered Values→: 10.3492208407" role="graphics-symbol" aria-roledescription="circle" transform="translate(376.175157301607,11.832348351089816)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.59819313992; Ordered Values→: 10.3767939192" role="graphics-symbol" aria-roledescription="circle" transform="translate(383.18276166023486,11.33101965016079)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.69539771027; Ordered Values→: 10.4268241516" role="graphics-symbol" aria-roledescription="circle" transform="translate(391.2831425226781,10.421379061549075)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.81191067295; Ordered Values→: 10.46117559" role="graphics-symbol" aria-roledescription="circle" transform="translate(400.99255607938306,9.796807454479062)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 1.95996398454; Ordered Values→: 10.4900163392" role="graphics-symbol" aria-roledescription="circle" transform="translate(413.3303320450045,9.272430196044334)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 2.17009037758; Ordered Values→: 10.5191893631" role="graphics-symbol" aria-roledescription="circle" transform="translate(430.84086479871337,8.74201157970711)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/><path aria-label="Theoretical Quantiles→: 2.57582930355; Ordered Values→: 10.6288083161" role="graphics-symbol" aria-roledescription="circle" transform="translate(464.6524419624084,6.748939706420964)" d="M4.472,0A4.472,4.472,0,1,1,-4.472,0A4.472,4.472,0,1,1,4.472,0" fill="#4c78a8" stroke-width="2" opacity="0.7"/></g><g class="mark-line role-mark layer_1_marks" role="graphics-object" aria-roledescription="line mark container"><path aria-label="norm: −2.57582930355; value: 8.09793078739" role="graphics-symbol" aria-roledescription="line mark" d="M35.348,52.765L464.652,7.125" stroke="red" stroke-width="2"/></g></g><path class="foreground" aria-hidden="true" d="" display="none"/></g></g></g></svg>\" style=\"width: 100%\">\n",
+       "        </div>\n",
+       "      </section>\n",
+       "      "
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let log2df = df.select(pl.col(\"price\").log())\n",
+    "\n",
+    "await display(threeChart(log2df.toRecords(), \"price\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "9bdeba3c-2eac-44bc-8601-8241c5bfe502",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[33m0.948674582545282\u001b[39m"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ShapiroWilkW(log2df.price.sort())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09a9d9c0-7fb6-4353-91f8-4899520b36d7",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Data Encoding"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "79f05578-b839-4278-afb1-0123c1d32d17",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "brand_category": "Mid_Range",
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 13495,
+         "stroke": 2.68,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand": "alfa-romero",
+         "brand_category": "Mid_Range",
+         "carbody": "convertible",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "compressionratio": 9,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 2.68,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 2.68,
+         "brand": "alfa-romero",
+         "brand_category": "Mid_Range",
+         "carbody": "hatchback",
+         "carheight": 52.4,
+         "carlength": 171.2,
+         "carwidth": 65.5,
+         "citympg": 19,
+         "compressionratio": 9,
+         "curbweight": 2823,
+         "cylindernumber": "six",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginelocation": "front",
+         "enginesize": 152,
+         "enginetype": "ohcv",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 26,
+         "horsepower": 154,
+         "peakrpm": 5000,
+         "price": 16500,
+         "stroke": 3.47,
+         "wheelbase": 94.5
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "brand": "audi",
+         "brand_category": "Mid_Range",
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.2,
+         "citympg": 24,
+         "compressionratio": 10,
+         "curbweight": 2337,
+         "cylindernumber": "four",
+         "doornumber": "four",
+         "drivewheel": "fwd",
+         "enginelocation": "front",
+         "enginesize": 109,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 30,
+         "horsepower": 102,
+         "peakrpm": 5500,
+         "price": 13950,
+         "stroke": 3.4,
+         "wheelbase": 99.8
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 3.19,
+         "brand": "audi",
+         "brand_category": "Mid_Range",
+         "carbody": "sedan",
+         "carheight": 54.3,
+         "carlength": 176.6,
+         "carwidth": 66.4,
+         "citympg": 18,
+         "compressionratio": 8,
+         "curbweight": 2824,
+         "cylindernumber": "five",
+         "doornumber": "four",
+         "drivewheel": "4wd",
+         "enginelocation": "front",
+         "enginesize": 136,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 22,
+         "horsepower": 115,
+         "peakrpm": 5500,
+         "price": 17450,
+         "stroke": 3.4,
+         "wheelbase": 99.4
+        }
+       ],
+       "description": null,
+       "dialect": null,
+       "encoding": null,
+       "format": null,
+       "hash": null,
+       "homepage": null,
+       "licenses": null,
+       "mediatype": null,
+       "path": null,
+       "schema": {
+        "fields": [
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand_category",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "brand",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fueltype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "aspiration",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "doornumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carbody",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "drivewheel",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginelocation",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "wheelbase",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carlength",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carwidth",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "carheight",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "curbweight",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginetype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "cylindernumber",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginesize",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fuelsystem",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "boreratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "stroke",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "compressionratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "peakrpm",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "citympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "highwaympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand_category</th><th>brand</th><th>fueltype</th><th>aspiration</th><th>doornumber</th><th>carbody</th><th>drivewheel</th><th>enginelocation</th><th>wheelbase</th><th>carlength</th><th>carwidth</th><th>carheight</th><th>curbweight</th><th>enginetype</th><th>cylindernumber</th><th>enginesize</th><th>fuelsystem</th><th>boreratio</th><th>stroke</th><th>compressionratio</th><th>horsepower</th><th>peakrpm</th><th>citympg</th><th>highwaympg</th><th>price</th></tr></thead><tbody><tr><td>Mid_Range</td><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>13495</td></tr><tr><td>Mid_Range</td><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>convertible</td><td>rwd</td><td>front</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>2.68</td><td>9</td><td>111</td><td>5000</td><td>21</td><td>27</td><td>16500</td></tr><tr><td>Mid_Range</td><td>alfa-romero</td><td>gas</td><td>std</td><td>two</td><td>hatchback</td><td>rwd</td><td>front</td><td>94.5</td><td>171.2</td><td>65.5</td><td>52.4</td><td>2823</td><td>ohcv</td><td>six</td><td>152</td><td>mpfi</td><td>2.68</td><td>3.47</td><td>9</td><td>154</td><td>5000</td><td>19</td><td>26</td><td>16500</td></tr><tr><td>Mid_Range</td><td>audi</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>fwd</td><td>front</td><td>99.8</td><td>176.6</td><td>66.2</td><td>54.3</td><td>2337</td><td>ohc</td><td>four</td><td>109</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>10</td><td>102</td><td>5500</td><td>24</td><td>30</td><td>13950</td></tr><tr><td>Mid_Range</td><td>audi</td><td>gas</td><td>std</td><td>four</td><td>sedan</td><td>4wd</td><td>front</td><td>99.4</td><td>176.6</td><td>66.4</td><td>54.3</td><td>2824</td><td>ohc</td><td>five</td><td>136</td><td>mpfi</td><td>3.19</td><td>3.4</td><td>8</td><td>115</td><td>5500</td><td>18</td><td>22</td><td>17450</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let carData = pl.readCSV(\n",
+    "    await Deno.readTextFile('assets/cleaned_car_prices.csv'),\n",
+    "    { sep: \",\" }\n",
+    ")\n",
+    "\n",
+    "carData.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af6eb67c-574a-430a-a04c-24d0ef9f35fa",
+   "metadata": {},
+   "source": [
+    "We'll drop some unnecessary columns:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "e2df0c3f-dbc0-4820-b807-373ce3787645",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
+       "data": [
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand_category": "Mid_Range",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "price": 13495,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 3.47,
+         "brand_category": "Mid_Range",
+         "carheight": 48.8,
+         "carlength": 168.8,
+         "carwidth": 64.1,
+         "citympg": 21,
+         "curbweight": 2548,
+         "cylindernumber": "four",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginesize": 130,
+         "enginetype": "dohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 27,
+         "horsepower": 111,
+         "price": 16500,
+         "wheelbase": 88.6
+        },
+        {
+         "aspiration": "std",
+         "boreratio": 2.68,
+         "brand_category": "Mid_Range",
+         "carheight": 52.4,
+         "carlength": 171.2,
+         "carwidth": 65.5,
+         "citympg": 19,
+         "curbweight": 2823,
+         "cylindernumber": "six",
+         "doornumber": "two",
+         "drivewheel": "rwd",
+         "enginesize": 152,
+         "enginetype": "ohcv",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 26,
+         "horsepower": 154,
+         "price": 16500,
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+        },
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+         "doornumber": "four",
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+         "enginetype": "ohc",
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+        },
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+         "carwidth": 66.4,
+         "citympg": 18,
+         "curbweight": 2824,
+         "cylindernumber": "five",
+         "doornumber": "four",
+         "drivewheel": "4wd",
+         "enginesize": 136,
+         "enginetype": "ohc",
+         "fuelsystem": "mpfi",
+         "fueltype": "gas",
+         "highwaympg": 22,
+         "horsepower": 115,
+         "price": 17450,
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+        }
+       ],
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+       "mediatype": null,
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+        "fields": [
+         {
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+          "description": null,
+          "example": null,
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+          "name": "brand_category",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "fueltype",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "aspiration",
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+          "type": "string"
+         },
+         {
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+         },
+         {
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+          "name": "carwidth",
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+         },
+         {
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+          "example": null,
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+          "name": "carheight",
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+         },
+         {
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+          "name": "curbweight",
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+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "enginetype",
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+          "title": null,
+          "type": "string"
+         },
+         {
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+          "name": "cylindernumber",
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+         },
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+          "example": null,
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+          "name": "fuelsystem",
+          "rdfType": null,
+          "title": null,
+          "type": "string"
+         },
+         {
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+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "boreratio",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         },
+         {
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+          "example": null,
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+          "name": "horsepower",
+          "rdfType": null,
+          "title": null,
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+         },
+         {
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+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "citympg",
+          "rdfType": null,
+          "title": null,
+          "type": "integer"
+         },
+         {
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+          "example": null,
+          "format": null,
+          "name": "highwaympg",
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+          "title": null,
+          "type": "integer"
+         },
+         {
+          "constraints": null,
+          "description": null,
+          "example": null,
+          "format": null,
+          "name": "price",
+          "rdfType": null,
+          "title": null,
+          "type": "number"
+         }
+        ],
+        "foreignKeys": null,
+        "missingValues": null,
+        "primaryKey": null
+       },
+       "sources": null,
+       "title": null
+      },
+      "text/html": [
+       "<table><thead><tr><th>brand_category</th><th>fueltype</th><th>aspiration</th><th>doornumber</th><th>drivewheel</th><th>wheelbase</th><th>carlength</th><th>carwidth</th><th>carheight</th><th>curbweight</th><th>enginetype</th><th>cylindernumber</th><th>enginesize</th><th>fuelsystem</th><th>boreratio</th><th>horsepower</th><th>citympg</th><th>highwaympg</th><th>price</th></tr></thead><tbody><tr><td>Mid_Range</td><td>gas</td><td>std</td><td>two</td><td>rwd</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>111</td><td>21</td><td>27</td><td>13495</td></tr><tr><td>Mid_Range</td><td>gas</td><td>std</td><td>two</td><td>rwd</td><td>88.6</td><td>168.8</td><td>64.1</td><td>48.8</td><td>2548</td><td>dohc</td><td>four</td><td>130</td><td>mpfi</td><td>3.47</td><td>111</td><td>21</td><td>27</td><td>16500</td></tr><tr><td>Mid_Range</td><td>gas</td><td>std</td><td>two</td><td>rwd</td><td>94.5</td><td>171.2</td><td>65.5</td><td>52.4</td><td>2823</td><td>ohcv</td><td>six</td><td>152</td><td>mpfi</td><td>2.68</td><td>154</td><td>19</td><td>26</td><td>16500</td></tr><tr><td>Mid_Range</td><td>gas</td><td>std</td><td>four</td><td>fwd</td><td>99.8</td><td>176.6</td><td>66.2</td><td>54.3</td><td>2337</td><td>ohc</td><td>four</td><td>109</td><td>mpfi</td><td>3.19</td><td>102</td><td>24</td><td>30</td><td>13950</td></tr><tr><td>Mid_Range</td><td>gas</td><td>std</td><td>four</td><td>4wd</td><td>99.4</td><td>176.6</td><td>66.4</td><td>54.3</td><td>2824</td><td>ohc</td><td>five</td><td>136</td><td>mpfi</td><td>3.19</td><td>115</td><td>18</td><td>22</td><td>17450</td></tr></tbody></table>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "let carDataGeneralized = carData.drop('brand', 'carbody', 'enginelocation', 'stroke', 'compressionratio', 'peakrpm')\n",
+    "carDataGeneralized.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "826ab213-65a2-43d0-b9ce-fecdebd79eb8",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "Next we use one hot (binary) encoding. We assume that all non-numeric colums are categorical."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "9bc95dd8-0240-45c6-a0f9-21b1873ae04b",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.dataresource+json": {
+       "bytes": null,
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+          "name": "carwidth",
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+          "type": "number"
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+         {
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+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { oneHotEncoding } from './encoding.ts?6'\n",
+    "\n",
+    "let encodedCarData = oneHotEncoding(carDataGeneralized)\n",
+    "encodedCarData.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "aff549ce-6736-43c7-8d40-b09b9ca7fa59",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "encodedCarData.writeCSV('assets/encoded_car_data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec799133-584f-450d-bd8b-6b443fbf5fb5",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Deno",
+   "language": "typescript",
+   "name": "deno"
+  },
+  "language_info": {
+   "codemirror_mode": "typescript",
+   "file_extension": ".ts",
+   "mimetype": "text/x.typescript",
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+   "nbconvert_exporter": "script",
+   "pygments_lexer": "typescript",
+   "version": "5.5.2"
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+ "nbformat_minor": 5
+}