# MPG data for CSCI 5622 # # Code to read this into python: # def read_mpg(filename): # mpg = [] # features = [] # for ii in open(filename): # if ii.startswith("#"): # continue # y, x = ii.split(' ', 1) # mpg.append(float(y)) # feature_set = [float(feat.split(":")[1]) for feat in x.split()] # features.append(feature_set[:-1]) # return array(features), array(mpg) 18.0 1:8 2:307.0 3:130.0 4:3504. 5:12.0 6:70 7:1 15.0 1:8 2:350.0 3:165.0 4:3693. 5:11.5 6:70 7:1 18.0 1:8 2:318.0 3:150.0 4:3436. 5:11.0 6:70 7:1 16.0 1:8 2:304.0 3:150.0 4:3433. 5:12.0 6:70 7:1 17.0 1:8 2:302.0 3:140.0 4:3449. 5:10.5 6:70 7:1 15.0 1:8 2:429.0 3:198.0 4:4341. 5:10.0 6:70 7:1 14.0 1:8 2:454.0 3:220.0 4:4354. 5:9.0 6:70 7:1 14.0 1:8 2:440.0 3:215.0 4:4312. 5:8.5 6:70 7:1 14.0 1:8 2:455.0 3:225.0 4:4425. 5:10.0 6:70 7:1 15.0 1:8 2:390.0 3:190.0 4:3850. 5:8.5 6:70 7:1 15.0 1:8 2:383.0 3:170.0 4:3563. 5:10.0 6:70 7:1 14.0 1:8 2:340.0 3:160.0 4:3609. 5:8.0 6:70 7:1 15.0 1:8 2:400.0 3:150.0 4:3761. 5:9.5 6:70 7:1 14.0 1:8 2:455.0 3:225.0 4:3086. 5:10.0 6:70 7:1 24.0 1:4 2:113.0 3:95.00 4:2372. 5:15.0 6:70 7:3 22.0 1:6 2:198.0 3:95.00 4:2833. 5:15.5 6:70 7:1 18.0 1:6 2:199.0 3:97.00 4:2774. 5:15.5 6:70 7:1 21.0 1:6 2:200.0 3:85.00 4:2587. 5:16.0 6:70 7:1 27.0 1:4 2:97.00 3:88.00 4:2130. 5:14.5 6:70 7:3 26.0 1:4 2:97.00 3:46.00 4:1835. 5:20.5 6:70 7:2 25.0 1:4 2:110.0 3:87.00 4:2672. 5:17.5 6:70 7:2 24.0 1:4 2:107.0 3:90.00 4:2430. 5:14.5 6:70 7:2 25.0 1:4 2:104.0 3:95.00 4:2375. 5:17.5 6:70 7:2 26.0 1:4 2:121.0 3:113.0 4:2234. 5:12.5 6:70 7:2 21.0 1:6 2:199.0 3:90.00 4:2648. 5:15.0 6:70 7:1 10.0 1:8 2:360.0 3:215.0 4:4615. 5:14.0 6:70 7:1 10.0 1:8 2:307.0 3:200.0 4:4376. 5:15.0 6:70 7:1 11.0 1:8 2:318.0 3:210.0 4:4382. 5:13.5 6:70 7:1 9.0 1:8 2:304.0 3:193.0 4:4732. 5:18.5 6:70 7:1 27.0 1:4 2:97.00 3:88.00 4:2130. 5:14.5 6:71 7:3 28.0 1:4 2:140.0 3:90.00 4:2264. 5:15.5 6:71 7:1 25.0 1:4 2:113.0 3:95.00 4:2228. 5:14.0 6:71 7:3 19.0 1:6 2:232.0 3:100.0 4:2634. 5:13.0 6:71 7:1 16.0 1:6 2:225.0 3:105.0 4:3439. 5:15.5 6:71 7:1 17.0 1:6 2:250.0 3:100.0 4:3329. 5:15.5 6:71 7:1 19.0 1:6 2:250.0 3:88.00 4:3302. 5:15.5 6:71 7:1 18.0 1:6 2:232.0 3:100.0 4:3288. 5:15.5 6:71 7:1 14.0 1:8 2:350.0 3:165.0 4:4209. 5:12.0 6:71 7:1 14.0 1:8 2:400.0 3:175.0 4:4464. 5:11.5 6:71 7:1 14.0 1:8 2:351.0 3:153.0 4:4154. 5:13.5 6:71 7:1 14.0 1:8 2:318.0 3:150.0 4:4096. 5:13.0 6:71 7:1 12.0 1:8 2:383.0 3:180.0 4:4955. 5:11.5 6:71 7:1 13.0 1:8 2:400.0 3:170.0 4:4746. 5:12.0 6:71 7:1 13.0 1:8 2:400.0 3:175.0 4:5140. 5:12.0 6:71 7:1 18.0 1:6 2:258.0 3:110.0 4:2962. 5:13.5 6:71 7:1 22.0 1:4 2:140.0 3:72.00 4:2408. 5:19.0 6:71 7:1 19.0 1:6 2:250.0 3:100.0 4:3282. 5:15.0 6:71 7:1 18.0 1:6 2:250.0 3:88.00 4:3139. 5:14.5 6:71 7:1 23.0 1:4 2:122.0 3:86.00 4:2220. 5:14.0 6:71 7:1 28.0 1:4 2:116.0 3:90.00 4:2123. 5:14.0 6:71 7:2 30.0 1:4 2:79.00 3:70.00 4:2074. 5:19.5 6:71 7:2 30.0 1:4 2:88.00 3:76.00 4:2065. 5:14.5 6:71 7:2 31.0 1:4 2:71.00 3:65.00 4:1773. 5:19.0 6:71 7:3 35.0 1:4 2:72.00 3:69.00 4:1613. 5:18.0 6:71 7:3 27.0 1:4 2:97.00 3:60.00 4:1834. 5:19.0 6:71 7:2 26.0 1:4 2:91.00 3:70.00 4:1955. 5:20.5 6:71 7:1 24.0 1:4 2:113.0 3:95.00 4:2278. 5:15.5 6:72 7:3 25.0 1:4 2:97.50 3:80.00 4:2126. 5:17.0 6:72 7:1 23.0 1:4 2:97.00 3:54.00 4:2254. 5:23.5 6:72 7:2 20.0 1:4 2:140.0 3:90.00 4:2408. 5:19.5 6:72 7:1 21.0 1:4 2:122.0 3:86.00 4:2226. 5:16.5 6:72 7:1 13.0 1:8 2:350.0 3:165.0 4:4274. 5:12.0 6:72 7:1 14.0 1:8 2:400.0 3:175.0 4:4385. 5:12.0 6:72 7:1 15.0 1:8 2:318.0 3:150.0 4:4135. 5:13.5 6:72 7:1 14.0 1:8 2:351.0 3:153.0 4:4129. 5:13.0 6:72 7:1 17.0 1:8 2:304.0 3:150.0 4:3672. 5:11.5 6:72 7:1 11.0 1:8 2:429.0 3:208.0 4:4633. 5:11.0 6:72 7:1 13.0 1:8 2:350.0 3:155.0 4:4502. 5:13.5 6:72 7:1 12.0 1:8 2:350.0 3:160.0 4:4456. 5:13.5 6:72 7:1 13.0 1:8 2:400.0 3:190.0 4:4422. 5:12.5 6:72 7:1 19.0 1:3 2:70.00 3:97.00 4:2330. 5:13.5 6:72 7:3 15.0 1:8 2:304.0 3:150.0 4:3892. 5:12.5 6:72 7:1 13.0 1:8 2:307.0 3:130.0 4:4098. 5:14.0 6:72 7:1 13.0 1:8 2:302.0 3:140.0 4:4294. 5:16.0 6:72 7:1 14.0 1:8 2:318.0 3:150.0 4:4077. 5:14.0 6:72 7:1 18.0 1:4 2:121.0 3:112.0 4:2933. 5:14.5 6:72 7:2 22.0 1:4 2:121.0 3:76.00 4:2511. 5:18.0 6:72 7:2 21.0 1:4 2:120.0 3:87.00 4:2979. 5:19.5 6:72 7:2 26.0 1:4 2:96.00 3:69.00 4:2189. 5:18.0 6:72 7:2 22.0 1:4 2:122.0 3:86.00 4:2395. 5:16.0 6:72 7:1 28.0 1:4 2:97.00 3:92.00 4:2288. 5:17.0 6:72 7:3 23.0 1:4 2:120.0 3:97.00 4:2506. 5:14.5 6:72 7:3 28.0 1:4 2:98.00 3:80.00 4:2164. 5:15.0 6:72 7:1 27.0 1:4 2:97.00 3:88.00 4:2100. 5:16.5 6:72 7:3 13.0 1:8 2:350.0 3:175.0 4:4100. 5:13.0 6:73 7:1 14.0 1:8 2:304.0 3:150.0 4:3672. 5:11.5 6:73 7:1 13.0 1:8 2:350.0 3:145.0 4:3988. 5:13.0 6:73 7:1 14.0 1:8 2:302.0 3:137.0 4:4042. 5:14.5 6:73 7:1 15.0 1:8 2:318.0 3:150.0 4:3777. 5:12.5 6:73 7:1 12.0 1:8 2:429.0 3:198.0 4:4952. 5:11.5 6:73 7:1 13.0 1:8 2:400.0 3:150.0 4:4464. 5:12.0 6:73 7:1 13.0 1:8 2:351.0 3:158.0 4:4363. 5:13.0 6:73 7:1 14.0 1:8 2:318.0 3:150.0 4:4237. 5:14.5 6:73 7:1 13.0 1:8 2:440.0 3:215.0 4:4735. 5:11.0 6:73 7:1 12.0 1:8 2:455.0 3:225.0 4:4951. 5:11.0 6:73 7:1 13.0 1:8 2:360.0 3:175.0 4:3821. 5:11.0 6:73 7:1 18.0 1:6 2:225.0 3:105.0 4:3121. 5:16.5 6:73 7:1 16.0 1:6 2:250.0 3:100.0 4:3278. 5:18.0 6:73 7:1 18.0 1:6 2:232.0 3:100.0 4:2945. 5:16.0 6:73 7:1 18.0 1:6 2:250.0 3:88.00 4:3021. 5:16.5 6:73 7:1 23.0 1:6 2:198.0 3:95.00 4:2904. 5:16.0 6:73 7:1 26.0 1:4 2:97.00 3:46.00 4:1950. 5:21.0 6:73 7:2 11.0 1:8 2:400.0 3:150.0 4:4997. 5:14.0 6:73 7:1 12.0 1:8 2:400.0 3:167.0 4:4906. 5:12.5 6:73 7:1 13.0 1:8 2:360.0 3:170.0 4:4654. 5:13.0 6:73 7:1 12.0 1:8 2:350.0 3:180.0 4:4499. 5:12.5 6:73 7:1 18.0 1:6 2:232.0 3:100.0 4:2789. 5:15.0 6:73 7:1 20.0 1:4 2:97.00 3:88.00 4:2279. 5:19.0 6:73 7:3 21.0 1:4 2:140.0 3:72.00 4:2401. 5:19.5 6:73 7:1 22.0 1:4 2:108.0 3:94.00 4:2379. 5:16.5 6:73 7:3 18.0 1:3 2:70.00 3:90.00 4:2124. 5:13.5 6:73 7:3 19.0 1:4 2:122.0 3:85.00 4:2310. 5:18.5 6:73 7:1 21.0 1:6 2:155.0 3:107.0 4:2472. 5:14.0 6:73 7:1 26.0 1:4 2:98.00 3:90.00 4:2265. 5:15.5 6:73 7:2 15.0 1:8 2:350.0 3:145.0 4:4082. 5:13.0 6:73 7:1 16.0 1:8 2:400.0 3:230.0 4:4278. 5:9.50 6:73 7:1 29.0 1:4 2:68.00 3:49.00 4:1867. 5:19.5 6:73 7:2 24.0 1:4 2:116.0 3:75.00 4:2158. 5:15.5 6:73 7:2 20.0 1:4 2:114.0 3:91.00 4:2582. 5:14.0 6:73 7:2 19.0 1:4 2:121.0 3:112.0 4:2868. 5:15.5 6:73 7:2 15.0 1:8 2:318.0 3:150.0 4:3399. 5:11.0 6:73 7:1 24.0 1:4 2:121.0 3:110.0 4:2660. 5:14.0 6:73 7:2 20.0 1:6 2:156.0 3:122.0 4:2807. 5:13.5 6:73 7:3 11.0 1:8 2:350.0 3:180.0 4:3664. 5:11.0 6:73 7:1 20.0 1:6 2:198.0 3:95.00 4:3102. 5:16.5 6:74 7:1 19.0 1:6 2:232.0 3:100.0 4:2901. 5:16.0 6:74 7:1 15.0 1:6 2:250.0 3:100.0 4:3336. 5:17.0 6:74 7:1 31.0 1:4 2:79.00 3:67.00 4:1950. 5:19.0 6:74 7:3 26.0 1:4 2:122.0 3:80.00 4:2451. 5:16.5 6:74 7:1 32.0 1:4 2:71.00 3:65.00 4:1836. 5:21.0 6:74 7:3 25.0 1:4 2:140.0 3:75.00 4:2542. 5:17.0 6:74 7:1 16.0 1:6 2:250.0 3:100.0 4:3781. 5:17.0 6:74 7:1 16.0 1:6 2:258.0 3:110.0 4:3632. 5:18.0 6:74 7:1 18.0 1:6 2:225.0 3:105.0 4:3613. 5:16.5 6:74 7:1 16.0 1:8 2:302.0 3:140.0 4:4141. 5:14.0 6:74 7:1 13.0 1:8 2:350.0 3:150.0 4:4699. 5:14.5 6:74 7:1 14.0 1:8 2:318.0 3:150.0 4:4457. 5:13.5 6:74 7:1 14.0 1:8 2:302.0 3:140.0 4:4638. 5:16.0 6:74 7:1 14.0 1:8 2:304.0 3:150.0 4:4257. 5:15.5 6:74 7:1 29.0 1:4 2:98.00 3:83.00 4:2219. 5:16.5 6:74 7:2 26.0 1:4 2:79.00 3:67.00 4:1963. 5:15.5 6:74 7:2 26.0 1:4 2:97.00 3:78.00 4:2300. 5:14.5 6:74 7:2 31.0 1:4 2:76.00 3:52.00 4:1649. 5:16.5 6:74 7:3 32.0 1:4 2:83.00 3:61.00 4:2003. 5:19.0 6:74 7:3 28.0 1:4 2:90.00 3:75.00 4:2125. 5:14.5 6:74 7:1 24.0 1:4 2:90.00 3:75.00 4:2108. 5:15.5 6:74 7:2 26.0 1:4 2:116.0 3:75.00 4:2246. 5:14.0 6:74 7:2 24.0 1:4 2:120.0 3:97.00 4:2489. 5:15.0 6:74 7:3 26.0 1:4 2:108.0 3:93.00 4:2391. 5:15.5 6:74 7:3 31.0 1:4 2:79.00 3:67.00 4:2000. 5:16.0 6:74 7:2 19.0 1:6 2:225.0 3:95.00 4:3264. 5:16.0 6:75 7:1 18.0 1:6 2:250.0 3:105.0 4:3459. 5:16.0 6:75 7:1 15.0 1:6 2:250.0 3:72.00 4:3432. 5:21.0 6:75 7:1 15.0 1:6 2:250.0 3:72.00 4:3158. 5:19.5 6:75 7:1 16.0 1:8 2:400.0 3:170.0 4:4668. 5:11.5 6:75 7:1 15.0 1:8 2:350.0 3:145.0 4:4440. 5:14.0 6:75 7:1 16.0 1:8 2:318.0 3:150.0 4:4498. 5:14.5 6:75 7:1 14.0 1:8 2:351.0 3:148.0 4:4657. 5:13.5 6:75 7:1 17.0 1:6 2:231.0 3:110.0 4:3907. 5:21.0 6:75 7:1 16.0 1:6 2:250.0 3:105.0 4:3897. 5:18.5 6:75 7:1 15.0 1:6 2:258.0 3:110.0 4:3730. 5:19.0 6:75 7:1 18.0 1:6 2:225.0 3:95.00 4:3785. 5:19.0 6:75 7:1 21.0 1:6 2:231.0 3:110.0 4:3039. 5:15.0 6:75 7:1 20.0 1:8 2:262.0 3:110.0 4:3221. 5:13.5 6:75 7:1 13.0 1:8 2:302.0 3:129.0 4:3169. 5:12.0 6:75 7:1 29.0 1:4 2:97.00 3:75.00 4:2171. 5:16.0 6:75 7:3 23.0 1:4 2:140.0 3:83.00 4:2639. 5:17.0 6:75 7:1 20.0 1:6 2:232.0 3:100.0 4:2914. 5:16.0 6:75 7:1 23.0 1:4 2:140.0 3:78.00 4:2592. 5:18.5 6:75 7:1 24.0 1:4 2:134.0 3:96.00 4:2702. 5:13.5 6:75 7:3 25.0 1:4 2:90.00 3:71.00 4:2223. 5:16.5 6:75 7:2 24.0 1:4 2:119.0 3:97.00 4:2545. 5:17.0 6:75 7:3 18.0 1:6 2:171.0 3:97.00 4:2984. 5:14.5 6:75 7:1 29.0 1:4 2:90.00 3:70.00 4:1937. 5:14.0 6:75 7:2 19.0 1:6 2:232.0 3:90.00 4:3211. 5:17.0 6:75 7:1 23.0 1:4 2:115.0 3:95.00 4:2694. 5:15.0 6:75 7:2 23.0 1:4 2:120.0 3:88.00 4:2957. 5:17.0 6:75 7:2 22.0 1:4 2:121.0 3:98.00 4:2945. 5:14.5 6:75 7:2 25.0 1:4 2:121.0 3:115.0 4:2671. 5:13.5 6:75 7:2 33.0 1:4 2:91.00 3:53.00 4:1795. 5:17.5 6:75 7:3 28.0 1:4 2:107.0 3:86.00 4:2464. 5:15.5 6:76 7:2 25.0 1:4 2:116.0 3:81.00 4:2220. 5:16.9 6:76 7:2 25.0 1:4 2:140.0 3:92.00 4:2572. 5:14.9 6:76 7:1 26.0 1:4 2:98.00 3:79.00 4:2255. 5:17.7 6:76 7:1 27.0 1:4 2:101.0 3:83.00 4:2202. 5:15.3 6:76 7:2 17.5 1:8 2:305.0 3:140.0 4:4215. 5:13.0 6:76 7:1 16.0 1:8 2:318.0 3:150.0 4:4190. 5:13.0 6:76 7:1 15.5 1:8 2:304.0 3:120.0 4:3962. 5:13.9 6:76 7:1 14.5 1:8 2:351.0 3:152.0 4:4215. 5:12.8 6:76 7:1 22.0 1:6 2:225.0 3:100.0 4:3233. 5:15.4 6:76 7:1 22.0 1:6 2:250.0 3:105.0 4:3353. 5:14.5 6:76 7:1 24.0 1:6 2:200.0 3:81.00 4:3012. 5:17.6 6:76 7:1 22.5 1:6 2:232.0 3:90.00 4:3085. 5:17.6 6:76 7:1 29.0 1:4 2:85.00 3:52.00 4:2035. 5:22.2 6:76 7:1 24.5 1:4 2:98.00 3:60.00 4:2164. 5:22.1 6:76 7:1 29.0 1:4 2:90.00 3:70.00 4:1937. 5:14.2 6:76 7:2 33.0 1:4 2:91.00 3:53.00 4:1795. 5:17.4 6:76 7:3 20.0 1:6 2:225.0 3:100.0 4:3651. 5:17.7 6:76 7:1 18.0 1:6 2:250.0 3:78.00 4:3574. 5:21.0 6:76 7:1 18.5 1:6 2:250.0 3:110.0 4:3645. 5:16.2 6:76 7:1 17.5 1:6 2:258.0 3:95.00 4:3193. 5:17.8 6:76 7:1 29.5 1:4 2:97.00 3:71.00 4:1825. 5:12.2 6:76 7:2 32.0 1:4 2:85.00 3:70.00 4:1990. 5:17.0 6:76 7:3 28.0 1:4 2:97.00 3:75.00 4:2155. 5:16.4 6:76 7:3 26.5 1:4 2:140.0 3:72.00 4:2565. 5:13.6 6:76 7:1 20.0 1:4 2:130.0 3:102.0 4:3150. 5:15.7 6:76 7:2 13.0 1:8 2:318.0 3:150.0 4:3940. 5:13.2 6:76 7:1 19.0 1:4 2:120.0 3:88.00 4:3270. 5:21.9 6:76 7:2 19.0 1:6 2:156.0 3:108.0 4:2930. 5:15.5 6:76 7:3 16.5 1:6 2:168.0 3:120.0 4:3820. 5:16.7 6:76 7:2 16.5 1:8 2:350.0 3:180.0 4:4380. 5:12.1 6:76 7:1 13.0 1:8 2:350.0 3:145.0 4:4055. 5:12.0 6:76 7:1 13.0 1:8 2:302.0 3:130.0 4:3870. 5:15.0 6:76 7:1 13.0 1:8 2:318.0 3:150.0 4:3755. 5:14.0 6:76 7:1 31.5 1:4 2:98.00 3:68.00 4:2045. 5:18.5 6:77 7:3 30.0 1:4 2:111.0 3:80.00 4:2155. 5:14.8 6:77 7:1 36.0 1:4 2:79.00 3:58.00 4:1825. 5:18.6 6:77 7:2 25.5 1:4 2:122.0 3:96.00 4:2300. 5:15.5 6:77 7:1 33.5 1:4 2:85.00 3:70.00 4:1945. 5:16.8 6:77 7:3 17.5 1:8 2:305.0 3:145.0 4:3880. 5:12.5 6:77 7:1 17.0 1:8 2:260.0 3:110.0 4:4060. 5:19.0 6:77 7:1 15.5 1:8 2:318.0 3:145.0 4:4140. 5:13.7 6:77 7:1 15.0 1:8 2:302.0 3:130.0 4:4295. 5:14.9 6:77 7:1 17.5 1:6 2:250.0 3:110.0 4:3520. 5:16.4 6:77 7:1 20.5 1:6 2:231.0 3:105.0 4:3425. 5:16.9 6:77 7:1 19.0 1:6 2:225.0 3:100.0 4:3630. 5:17.7 6:77 7:1 18.5 1:6 2:250.0 3:98.00 4:3525. 5:19.0 6:77 7:1 16.0 1:8 2:400.0 3:180.0 4:4220. 5:11.1 6:77 7:1 15.5 1:8 2:350.0 3:170.0 4:4165. 5:11.4 6:77 7:1 15.5 1:8 2:400.0 3:190.0 4:4325. 5:12.2 6:77 7:1 16.0 1:8 2:351.0 3:149.0 4:4335. 5:14.5 6:77 7:1 29.0 1:4 2:97.00 3:78.00 4:1940. 5:14.5 6:77 7:2 24.5 1:4 2:151.0 3:88.00 4:2740. 5:16.0 6:77 7:1 26.0 1:4 2:97.00 3:75.00 4:2265. 5:18.2 6:77 7:3 25.5 1:4 2:140.0 3:89.00 4:2755. 5:15.8 6:77 7:1 30.5 1:4 2:98.00 3:63.00 4:2051. 5:17.0 6:77 7:1 33.5 1:4 2:98.00 3:83.00 4:2075. 5:15.9 6:77 7:1 30.0 1:4 2:97.00 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