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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_training.csv Normal file
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calorific_value,nitrogen,turbidity,style,alcohol,sugars,bitterness,beer_id,colour,degree_of_fermentation
45.30530973,0.459548179,1.917272727,ale,4.227692308,16.67,12.56894737,167,11.04,62.17857143
43.88938053,0.548977011,3.186363636,ale,4.289230769,16.73,14.974,128,13.44,63.03285714
41.58849558,0.542846961,1.568181818,ale,4.344615385,16.48,11.84878947,88,14.04,63.46857143
44.55309735,0.480300917,1.871818182,ale,4.424615385,18.59,13.87963158,147,12.48,63.53142857
41.01327434,0.441860465,2.345454545,ale,4.264615385,16.35,12.18605263,74,12.12,63.74714286
42.78318584,0.360463403,1.889090909,ale,4.172307692,16.71,15.09373684,109,11.4,63.91285714
44.77433628,0.431959526,1.141818182,ale,4.218461538,16.86,12.82273684,153,13.32,64.03428571
44.15486726,0.493446774,2.443636364,ale,4.252307692,16.75,14.17294737,138,12.12,65.62571429
37.60619469,0.485480107,2.554545455,ale,4.338461538,17.02,13.26252632,12,12.84,65.82857143
45.83628319,0.520862387,1.886363636,ale,4.230769231,16.73,11.50336842,177,13.8,66.47
44.95132743,0.586365521,2.264545455,ale,4.369230769,16.76,14.82478947,158,12.6,66.75
40.26106195,0.609585356,2.346363636,ale,4.421538462,16.95,11.819,60,10.32,67.55714286
37.42920354,0.429247433,2.240909091,ale,4.378461538,16.71,10.01231579,8,12.48,67.81
44.46460177,0.363074414,1.814545455,ale,4.147692308,16.81,9.659052632,143,12.48,67.89857143
37.73893805,0.571386474,1.659090909,ale,4.427692308,16.87,12.812,14,12.24,67.95
43.44690265,0.573324173,2.862727273,ale,4.221538462,16.43,13.74542105,120,10.68,68.07142857
41.67699115,0.295421137,1.814545455,ale,4.375384615,18.99,10.31873684,91,10.68,68.42714286
44.77433628,0.450176637,1.605454545,ale,4.372307692,19.04,13.32026316,154,10.44,68.45142857
45.21681416,0.742774319,2.853636364,ale,4.366153846,16.59,12.49878947,164,14.76,68.67428571
37.51769912,0.435485418,1.812727273,ale,4.172307692,16.73,10.67063158,10,11.76,69.16285714
43.09292035,0.335413804,1.754545455,ale,4.196923077,18.1,11.07721053,116,11.52,69.43428571
42.11946903,0.391087955,1.369090909,ale,3.953846154,16.6,10.24173684,100,13.08,69.95428571
44.06637168,0.454088014,2.124545455,ale,4.270769231,16.89,11.19389474,136,10.56,70.21571429
45.03982301,0.532171628,1.756363636,ale,4.326153846,17.15,11.62310526,160,12.72,70.87
40.21681416,0.505285412,1.355454545,ale,4.12,16.77,13.74557895,59,11.04,70.88285714
38.2699115,0.489920882,1.625454545,ale,4.015384615,16.65,9.954052632,30,13.44,70.99285714
44.02212389,0.495629469,2.28,ale,4.255384615,16.57,14.01368421,133,13.56,71.05428571
44.42035398,0.382415425,1.09,ale,4.153846154,16.81,9.406789474,139,13.44,71.47
38.84513274,0.562436395,2.256363636,ale,4.255384615,16.65,10.42689474,41,14.88,71.54285714
41.45575221,0.554015714,2.251818182,ale,4.089230769,16.97,10.48668421,84,12.84,72.56
38.18141593,0.50525286,2.132727273,ale,4.224615385,16.5,10.18026316,24,14.28,73.1
40.65929204,0.46462286,1.187272727,ale,4.156923077,16.8,12.57984211,66,13.2,73.17857143
39.28761062,0.551372151,1.583636364,ale,4.233846154,16.53,8.651894737,47,15,73.21428571
44.90707965,0.475125154,1.575454545,ale,4.049230769,17.36,14.35978947,156,12.36,73.43285714
43.62389381,0.349082206,1.446363636,ale,3.978461538,18.8,9.628894737,125,12.36,74.06428571
44.50884956,0.575722739,2.030909091,ale,4.236923077,16.9,12.54373684,146,13.56,74.18857143
38.18141593,0.581744854,1.984545455,ale,4.4,16.92,10.52347368,25,12.84,74.35428571
38.04867257,0.56120456,2.814545455,ale,4.193846154,16.81,12.49468421,20,15.36,75.67142857
39.28761062,0.383650687,1.316363636,ale,4.267692308,16.9,9.522789474,48,15,75.82857143
38.71238938,0.308351123,1.650909091,ale,4.073846154,17.59,12.60215789,38,12.48,78.14714286
37.96017699,0.397214579,2.142727273,ale,4.086153846,16.64,11.25536842,18,13.08,78.70857143
41.8539823,0.312053481,1.081818182,ale,4.015384615,17.05,10.78168421,95,13.56,87.02571429
41.94247788,0.183229909,1.411818182,lager,3.806153846,16.17,7.673684211,96,13.44,53.66857143
38.53539823,0.257081082,1.250909091,lager,3.876923077,16.34,6.847578947,36,12.48,54.01428571
44.55309735,0.219026799,0.939090909,lager,3.636923077,16.47,6.328421053,148,11.4,54.53
45.52654867,0.189464469,1.750909091,lager,3.889230769,16.36,6.581526316,172,11.76,54.91142857
45.70353982,0.137596499,0.891818182,lager,3.76,16.29,10.27136842,176,10.32,54.95142857
39.90707965,0.107012723,0.779090909,lager,3.692307692,15.92,7.479684211,53,16.56,55.91428571
41.58849558,0.341122392,1.469090909,lager,3.781538462,16.61,6.477789474,90,10.872,60.89857143
42.03097345,0.282453802,1.708181818,lager,3.913846154,16.81,12.10615789,98,13.92,61.05714286
40.34955752,0.197146734,0.629090909,lager,3.904615385,16.53,5.315473684,62,11.52,61.59142857
44.11061947,0.206482297,1.352727273,lager,3.898461538,15.98,8.277157895,137,14.76,61.62285714
40.17256637,0.141298858,0.690909091,lager,3.393846154,16.51,9.779631579,58,20.52,61.91428571
38.18141593,0.169096529,1.452727273,lager,3.824615385,16.53,13.81763158,27,8.28,61.94428571
43.53539823,0.183369712,1.58,lager,4.150769231,16.66,7.230315789,124,11.76,62.30857143
38.53539823,0.286716054,1.259090909,lager,3.793846154,16.1,4.326368421,35,15,62.56
38.97787611,0.167299317,0.290909091,lager,3.806153846,16.63,10.85815789,45,10.68,62.64285714
40.74778761,0.109410604,1.541818182,lager,3.575384615,16.99,11.21652632,67,13.92,63.30285714
42.29646018,0.12751978,1.431818182,lager,3.821538462,17.55,9.598736842,102,10.32,63.34714286
37.87168142,0.238338684,0.672727273,lager,3.716923077,16.33,5.665842105,16,12.84,63.41428571
44.46460177,0.205390949,0.662727273,lager,3.716923077,16.83,5.123684211,144,12.96,63.44
37.38495575,0.176077042,1.130909091,lager,3.741538462,16.61,9.554789474,7,15.96,64.65571429
45.0840708,0.390027104,0.847272727,lager,3.68,16.09,11.42347368,161,11.88,64.72857143
40.0840708,0.164977505,0.534545455,lager,3.907692308,18.87,9.168157895,57,14.28,65.8
41.94247788,0.352781138,0.772727273,lager,4.104615385,15.94,5.924736842,97,12.24,65.94857143
41.41150442,0.202430433,0.959090909,lager,3.692307692,16.51,6.085526316,83,12.6,66.08285714
38.80088496,0.283330649,1.265454545,lager,3.704615385,19.3,6.477631579,40,9.48,66.17428571
41.76548673,0.143658705,1.118181818,lager,3.652307692,19.31,9.866684211,94,9,66.27285714
38.93362832,0.194925319,0.758181818,lager,3.796923077,17.45,11.17257895,43,9.6,67.04857143
40.96902655,0.246442412,0.701818182,lager,3.523076923,17.4,10.43847368,72,9.6,67.34
45.26106195,0.138479515,0.864545455,lager,3.716923077,16.39,11.46742105,165,11.16,67.55714286
43.35840708,0.31183761,0.928181818,lager,3.581538462,17.06,6.081105263,118,12,67.84857143
41.41150442,0.19404436,0.77,lager,3.510769231,15.74,7.862578947,82,13.2,68.72857143
42.78318584,0.28745447,0.65,lager,3.716923077,16.13,4.950631579,110,15.72,68.91285714
43.35840708,0.144433099,1.222727273,lager,3.744615385,16.45,10.37236842,119,17.4,70.13857143
37.34070796,0.265611069,1.202727273,lager,3.806153846,16.21,9.162368421,5,14.28,70.23428571
39.46460177,0.197993085,0.619090909,lager,3.643076923,15.89,11.74573684,49,9.48,70.68857143
43.04867257,0.197672705,1.229090909,lager,4.264615385,16.51,13.65547368,113,16.32,73.00428571
37.07522124,0.396231167,0.738181818,lager,3.996923077,16.67,11.74847368,1,15.72,73.02857143
39.90707965,0.241683999,1.155454545,lager,3.584615385,16.67,6.359421053,52,16.32,73.16857143
38.75663717,0.25024928,0.793636364,lager,3.572307692,16.35,13.31515789,39,11.52,73.98571429
39.59734513,0.180265967,0.856363636,lager,3.821538462,19.43,9.708263158,50,11.04,74.42428571
38.18141593,0.196229796,0.940909091,lager,3.627692308,17.13,11.25978947,26,11.64,76.31714286
43.49115044,0.258598004,1.139090909,lager,3.633846154,17.12,8.174263158,121,11.4,76.78
38.09292035,0.261521856,1.731818182,lager,3.618461538,17.68,7.556157895,21,14.76,81.21142857
45.70353982,0.22417001,2.661818182,lager,3.556923077,17.05,20.06378947,175,11.16,87.23857143
37.65044248,0.244681179,2.413636364,stout,3.870769231,16.29,3.219052632,13,6.96,57.21428571
38.62389381,0.293868922,3.001818182,stout,3.876923077,17.46,2.730210526,37,8.76,60.37142857
37.42920354,0.359055102,1.194545455,stout,4.049230769,18.57,4.336578947,9,7.2,60.70714286
44.59734513,0.394747482,2.485454545,stout,3.769230769,18.88,4.523263158,149,7.8,60.88571429
41.01327434,0.267123194,2.012727273,stout,4.150769231,18.59,6.593263158,75,9.72,61.93
44.02212389,0.169803078,1.311818182,stout,4.270769231,20.04,6.159263158,135,6.96,62.03857143
43.04867257,0.2685709,3.980909091,stout,3.944615385,18.37,7.098631579,115,8.64,62.47142857
43.93362832,0.254582118,2.451818182,stout,3.849230769,16.24,5.219052632,130,9,62.60714286
44.42035398,0.295698685,3.503636364,stout,4.24,17.76,7.318526316,142,8.4,62.61428571
38.35840708,0.282170771,4.255454545,stout,4.070769231,18.3,4.046684211,33,6.72,62.84571429
44.68584071,0.185837494,2.837272727,stout,4.224615385,19.36,6.667526316,152,9.36,62.84857143
45.57079646,0.168747709,3.989999636,stout,3.929230769,17.39,6.265210526,174,6.84,62.93142857
44.42035398,0.331995847,3.549090909,stout,4.083076923,19.28,4.823210526,141,7.08,62.93428571
42.47345133,0.296829438,2.902727273,stout,4.052307692,20.19,3.847736842,104,7.2,63.66857143
45.34955752,0.280161115,1.800909091,stout,3.956923077,16.35,4.348684211,168,9.12,63.66857143
40.92477876,0.256869323,1.65,stout,4.190769231,19.95,7.374736842,71,10.92,63.90714286
40.03982301,0.303067424,1.686363636,stout,4.110769231,17.56,3.55,55,8.4,64.10714286
43.13716814,0.20528644,2.611818182,stout,3.803076923,18.83,3.167789474,117,6.72,64.31714286
42.73893805,0.259444355,2.961818182,stout,4.098461538,18.24,5.145473684,108,6.6,64.46
43.93362832,0.248870104,2.31,stout,3.753846154,18.03,3.413736842,129,7.92,65.15428571
42.82743363,0.205390949,3.226363636,stout,4.258461538,19.12,7.099315789,112,6.84,65.23142857
42.82743363,0.313775309,2.36,stout,3.987692308,18.45,3.801578947,111,8.16,65.33571429
38.44690265,0.230198978,2.308181818,stout,3.907692308,18.55,8.877894737,34,9.36,65.43428571
44.68584071,0.334920385,3.651818182,stout,4.052307692,17.59,5.002736842,151,7.2,65.64714286
41.1460177,0.270822126,1.742727273,stout,3.941538462,17.31,5.800052632,79,7.92,65.85714286
41.45575221,0.262541932,3.018181818,stout,4.024615385,18.9,9.466894737,86,6.84,66.57714286
43.04867257,0.180269393,4.047272727,stout,3.935384615,17.67,5.900210526,114,5.76,67.10285714
43.84513274,0.31127566,3.05,stout,4.218461538,20.65,5.469947368,127,7.68,67.15
42.03097345,0.245981545,1.543636364,stout,3.963076923,17.99,8.782,99,8.88,67.51428571
44.95132743,0.304969144,2.744545455,stout,4.123076923,18.91,6.272368421,159,8.4,68.16
38.18141593,0.263215244,1.828181818,stout,4.212307692,18.26,5.262315789,29,11.52,68.80857143
40.88053097,0.292846105,3.717272727,stout,4.356923077,17.51,4.064736842,70,7.44,69.30285714
37.51769912,0.237528312,3.121818182,stout,3.96,19.61,3.751842105,11,6.48,69.70285714
41.05752212,0.310112356,1.44,stout,3.769230769,19.72,5.720157895,77,9,70.23714286
41.5,0.275860828,2.229090909,stout,3.953846154,18.27,4.228421053,87,10.44,70.68857143
43.71238938,0.233296555,2.627272727,stout,4.153846154,18.12,6.288052632,126,7.08,70.94
38.13716814,0.328714951,3.753636364,stout,4.138461538,18.7,7.799368421,22,10.2,71.17142857
42.51769912,0.352644077,2.937272727,stout,3.830769231,18.03,6.692736842,106,8.04,71.45142857
1 calorific_value nitrogen turbidity style alcohol sugars bitterness beer_id colour degree_of_fermentation
2 45.30530973 0.459548179 1.917272727 ale 4.227692308 16.67 12.56894737 167 11.04 62.17857143
3 43.88938053 0.548977011 3.186363636 ale 4.289230769 16.73 14.974 128 13.44 63.03285714
4 41.58849558 0.542846961 1.568181818 ale 4.344615385 16.48 11.84878947 88 14.04 63.46857143
5 44.55309735 0.480300917 1.871818182 ale 4.424615385 18.59 13.87963158 147 12.48 63.53142857
6 41.01327434 0.441860465 2.345454545 ale 4.264615385 16.35 12.18605263 74 12.12 63.74714286
7 42.78318584 0.360463403 1.889090909 ale 4.172307692 16.71 15.09373684 109 11.4 63.91285714
8 44.77433628 0.431959526 1.141818182 ale 4.218461538 16.86 12.82273684 153 13.32 64.03428571
9 44.15486726 0.493446774 2.443636364 ale 4.252307692 16.75 14.17294737 138 12.12 65.62571429
10 37.60619469 0.485480107 2.554545455 ale 4.338461538 17.02 13.26252632 12 12.84 65.82857143
11 45.83628319 0.520862387 1.886363636 ale 4.230769231 16.73 11.50336842 177 13.8 66.47
12 44.95132743 0.586365521 2.264545455 ale 4.369230769 16.76 14.82478947 158 12.6 66.75
13 40.26106195 0.609585356 2.346363636 ale 4.421538462 16.95 11.819 60 10.32 67.55714286
14 37.42920354 0.429247433 2.240909091 ale 4.378461538 16.71 10.01231579 8 12.48 67.81
15 44.46460177 0.363074414 1.814545455 ale 4.147692308 16.81 9.659052632 143 12.48 67.89857143
16 37.73893805 0.571386474 1.659090909 ale 4.427692308 16.87 12.812 14 12.24 67.95
17 43.44690265 0.573324173 2.862727273 ale 4.221538462 16.43 13.74542105 120 10.68 68.07142857
18 41.67699115 0.295421137 1.814545455 ale 4.375384615 18.99 10.31873684 91 10.68 68.42714286
19 44.77433628 0.450176637 1.605454545 ale 4.372307692 19.04 13.32026316 154 10.44 68.45142857
20 45.21681416 0.742774319 2.853636364 ale 4.366153846 16.59 12.49878947 164 14.76 68.67428571
21 37.51769912 0.435485418 1.812727273 ale 4.172307692 16.73 10.67063158 10 11.76 69.16285714
22 43.09292035 0.335413804 1.754545455 ale 4.196923077 18.1 11.07721053 116 11.52 69.43428571
23 42.11946903 0.391087955 1.369090909 ale 3.953846154 16.6 10.24173684 100 13.08 69.95428571
24 44.06637168 0.454088014 2.124545455 ale 4.270769231 16.89 11.19389474 136 10.56 70.21571429
25 45.03982301 0.532171628 1.756363636 ale 4.326153846 17.15 11.62310526 160 12.72 70.87
26 40.21681416 0.505285412 1.355454545 ale 4.12 16.77 13.74557895 59 11.04 70.88285714
27 38.2699115 0.489920882 1.625454545 ale 4.015384615 16.65 9.954052632 30 13.44 70.99285714
28 44.02212389 0.495629469 2.28 ale 4.255384615 16.57 14.01368421 133 13.56 71.05428571
29 44.42035398 0.382415425 1.09 ale 4.153846154 16.81 9.406789474 139 13.44 71.47
30 38.84513274 0.562436395 2.256363636 ale 4.255384615 16.65 10.42689474 41 14.88 71.54285714
31 41.45575221 0.554015714 2.251818182 ale 4.089230769 16.97 10.48668421 84 12.84 72.56
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