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[CT4101]: Add Topic 3 Examples

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Aindréas Ó hAodha
2024-09-29 06:45:29 +01:00
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year4/semester1/CT4101: Machine Learning/materials/topic3/examples/beer_test.csv Normal file
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calorific_value,nitrogen,turbidity,style,alcohol,sugars,bitterness,beer_id,colour,degree_of_fermentation
41.72123894,0.503275756,2.628181818,ale,4.015384615,16.73,10.45278947,93,13.44,55.33714286
42.42920354,0.52551218,1.776363636,ale,4.092307692,16.72,10.99952632,103,12.24,58.38
45.88053097,0.443232788,2.628181818,ale,4.276923077,16.68,13.45636842,178,10.92,58.38285714
45.30530973,0.471667792,1.806363636,ale,4.126153846,18.84,9.202736842,166,10.92,58.52571429
38.97787611,0.392845762,2.272727273,ale,4.015384615,16.77,9.457894737,44,10.56,58.9
41.1460177,0.396443611,0.885454545,ale,4.021538462,16.5,13.02610526,78,14.16,59.41428571
45.39380531,0.466171648,1.980909091,ale,4.563076923,16.64,11.44852632,170,12.96,60.01857143
38.2699115,0.472478164,2.099090909,ale,4.313846154,16.68,12.32826316,31,12.48,60.35571429
43.53539823,0.435870902,1.342727273,ale,4.061538462,16.78,10.81915789,122,12.6,60.46571429
37.29646018,0.367897245,2.104545455,ale,4.326153846,16.63,13.30068421,4,13.08,61.84571429
42.29646018,0.250667315,1.019090909,lager,3.806153846,15.94,2.924894737,101,12.6,37.03428571
44.86283186,0.185199475,2.102727273,lager,4.009230769,15.9,6.608789474,155,14.28,46.39857143
40.88053097,0.264555015,1.06,lager,3.716923077,17.08,7.411210526,69,15.24,47.32857143
40.52654867,0.237383712,1.767272727,lager,4.033846154,16.01,13.27905263,64,13.44,48.32857143
41.27876106,0.31818079,1.366363636,lager,3.756923077,16.19,8.915368421,81,15.36,50.07857143
42.5619469,0.238442508,0.774545455,lager,3.526153846,18.74,8.155894737,107,9,51.59714286
41.58849558,0.211766681,1.461818182,lager,3.587692308,16.88,5.340684211,89,14.76,52.15428571
39.24336283,0.156837113,0.689090909,lager,3.636923077,16.72,6.820842105,46,11.28,53.18857143
45.0840708,0.298799689,1.331818182,lager,4.206153846,16.25,10.28584211,162,14.76,53.38285714
43.97787611,0.271177799,1.419090909,lager,3.849230769,16.73,9.530947368,131,12.48,53.57428571
37.96017699,0.228401767,1.559090909,stout,3.950769231,17.96,5.386315789,19,10.68,71.69857143
37.34070796,0.221810849,1.638181818,stout,3.855384615,20.51,5.596842105,6,9.84,73.13714286
38.13716814,0.233793401,4.762727273,stout,4.147692308,16.67,6.252105263,23,6.84,73.39428571
41.45575221,0.260993144,1.352727273,stout,3.978461538,17.81,3.865789474,85,9.24,74.15714286
44.02212389,0.172410662,2.191818182,stout,4.033846154,16.9,7.546947368,134,7.32,74.67857143
39.95132743,0.272586785,5.217272727,stout,4.412307692,16.68,6.008368421,54,6.84,74.75714286
40.03982301,0.347918901,2.859090909,stout,4.178461538,17.58,7.340842105,56,8.88,74.88714286
43.97787611,0.266770262,3.775454545,stout,4.347692308,19.1,7.356,132,7.32,75.89428571
45.34955752,0.255529552,1.301818182,stout,4.16,18.17,3.243578947,169,10.68,76.18285714
41.19026549,0.283402606,2.620909091,stout,4.123076923,19.6,7.554947368,80,8.04,79.13428571
1 calorific_value nitrogen turbidity style alcohol sugars bitterness beer_id colour degree_of_fermentation
2 41.72123894 0.503275756 2.628181818 ale 4.015384615 16.73 10.45278947 93 13.44 55.33714286
3 42.42920354 0.52551218 1.776363636 ale 4.092307692 16.72 10.99952632 103 12.24 58.38
4 45.88053097 0.443232788 2.628181818 ale 4.276923077 16.68 13.45636842 178 10.92 58.38285714
5 45.30530973 0.471667792 1.806363636 ale 4.126153846 18.84 9.202736842 166 10.92 58.52571429
6 38.97787611 0.392845762 2.272727273 ale 4.015384615 16.77 9.457894737 44 10.56 58.9
7 41.1460177 0.396443611 0.885454545 ale 4.021538462 16.5 13.02610526 78 14.16 59.41428571
8 45.39380531 0.466171648 1.980909091 ale 4.563076923 16.64 11.44852632 170 12.96 60.01857143
9 38.2699115 0.472478164 2.099090909 ale 4.313846154 16.68 12.32826316 31 12.48 60.35571429
10 43.53539823 0.435870902 1.342727273 ale 4.061538462 16.78 10.81915789 122 12.6 60.46571429
11 37.29646018 0.367897245 2.104545455 ale 4.326153846 16.63 13.30068421 4 13.08 61.84571429
12 42.29646018 0.250667315 1.019090909 lager 3.806153846 15.94 2.924894737 101 12.6 37.03428571
13 44.86283186 0.185199475 2.102727273 lager 4.009230769 15.9 6.608789474 155 14.28 46.39857143
14 40.88053097 0.264555015 1.06 lager 3.716923077 17.08 7.411210526 69 15.24 47.32857143
15 40.52654867 0.237383712 1.767272727 lager 4.033846154 16.01 13.27905263 64 13.44 48.32857143
16 41.27876106 0.31818079 1.366363636 lager 3.756923077 16.19 8.915368421 81 15.36 50.07857143
17 42.5619469 0.238442508 0.774545455 lager 3.526153846 18.74 8.155894737 107 9 51.59714286
18 41.58849558 0.211766681 1.461818182 lager 3.587692308 16.88 5.340684211 89 14.76 52.15428571
19 39.24336283 0.156837113 0.689090909 lager 3.636923077 16.72 6.820842105 46 11.28 53.18857143
20 45.0840708 0.298799689 1.331818182 lager 4.206153846 16.25 10.28584211 162 14.76 53.38285714
21 43.97787611 0.271177799 1.419090909 lager 3.849230769 16.73 9.530947368 131 12.48 53.57428571
22 37.96017699 0.228401767 1.559090909 stout 3.950769231 17.96 5.386315789 19 10.68 71.69857143
23 37.34070796 0.221810849 1.638181818 stout 3.855384615 20.51 5.596842105 6 9.84 73.13714286
24 38.13716814 0.233793401 4.762727273 stout 4.147692308 16.67 6.252105263 23 6.84 73.39428571
25 41.45575221 0.260993144 1.352727273 stout 3.978461538 17.81 3.865789474 85 9.24 74.15714286
26 44.02212389 0.172410662 2.191818182 stout 4.033846154 16.9 7.546947368 134 7.32 74.67857143
27 39.95132743 0.272586785 5.217272727 stout 4.412307692 16.68 6.008368421 54 6.84 74.75714286
28 40.03982301 0.347918901 2.859090909 stout 4.178461538 17.58 7.340842105 56 8.88 74.88714286
29 43.97787611 0.266770262 3.775454545 stout 4.347692308 19.1 7.356 132 7.32 75.89428571
30 45.34955752 0.255529552 1.301818182 stout 4.16 18.17 3.243578947 169 10.68 76.18285714
31 41.19026549 0.283402606 2.620909091 stout 4.123076923 19.6 7.554947368 80 8.04 79.13428571