uni/year4/semester1/CT4101: Machine Learning/materials/topic3/examples/beer_training.csv

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
32	38.18141593	0.50525286	2.132727273	ale	4.224615385	16.5	10.18026316	24	14.28	73.1
33	40.65929204	0.46462286	1.187272727	ale	4.156923077	16.8	12.57984211	66	13.2	73.17857143
34	39.28761062	0.551372151	1.583636364	ale	4.233846154	16.53	8.651894737	47	15	73.21428571
35	44.90707965	0.475125154	1.575454545	ale	4.049230769	17.36	14.35978947	156	12.36	73.43285714
36	43.62389381	0.349082206	1.446363636	ale	3.978461538	18.8	9.628894737	125	12.36	74.06428571
37	44.50884956	0.575722739	2.030909091	ale	4.236923077	16.9	12.54373684	146	13.56	74.18857143
38	38.18141593	0.581744854	1.984545455	ale	4.4	16.92	10.52347368	25	12.84	74.35428571
39	38.04867257	0.56120456	2.814545455	ale	4.193846154	16.81	12.49468421	20	15.36	75.67142857
40	39.28761062	0.383650687	1.316363636	ale	4.267692308	16.9	9.522789474	48	15	75.82857143
41	38.71238938	0.308351123	1.650909091	ale	4.073846154	17.59	12.60215789	38	12.48	78.14714286
42	37.96017699	0.397214579	2.142727273	ale	4.086153846	16.64	11.25536842	18	13.08	78.70857143
43	41.8539823	0.312053481	1.081818182	ale	4.015384615	17.05	10.78168421	95	13.56	87.02571429
44	41.94247788	0.183229909	1.411818182	lager	3.806153846	16.17	7.673684211	96	13.44	53.66857143
45	38.53539823	0.257081082	1.250909091	lager	3.876923077	16.34	6.847578947	36	12.48	54.01428571
46	44.55309735	0.219026799	0.939090909	lager	3.636923077	16.47	6.328421053	148	11.4	54.53
47	45.52654867	0.189464469	1.750909091	lager	3.889230769	16.36	6.581526316	172	11.76	54.91142857
48	45.70353982	0.137596499	0.891818182	lager	3.76	16.29	10.27136842	176	10.32	54.95142857
49	39.90707965	0.107012723	0.779090909	lager	3.692307692	15.92	7.479684211	53	16.56	55.91428571
50	41.58849558	0.341122392	1.469090909	lager	3.781538462	16.61	6.477789474	90	10.872	60.89857143
51	42.03097345	0.282453802	1.708181818	lager	3.913846154	16.81	12.10615789	98	13.92	61.05714286
52	40.34955752	0.197146734	0.629090909	lager	3.904615385	16.53	5.315473684	62	11.52	61.59142857
53	44.11061947	0.206482297	1.352727273	lager	3.898461538	15.98	8.277157895	137	14.76	61.62285714
54	40.17256637	0.141298858	0.690909091	lager	3.393846154	16.51	9.779631579	58	20.52	61.91428571
55	38.18141593	0.169096529	1.452727273	lager	3.824615385	16.53	13.81763158	27	8.28	61.94428571
56	43.53539823	0.183369712	1.58	lager	4.150769231	16.66	7.230315789	124	11.76	62.30857143
57	38.53539823	0.286716054	1.259090909	lager	3.793846154	16.1	4.326368421	35	15	62.56
58	38.97787611	0.167299317	0.290909091	lager	3.806153846	16.63	10.85815789	45	10.68	62.64285714
59	40.74778761	0.109410604	1.541818182	lager	3.575384615	16.99	11.21652632	67	13.92	63.30285714
60	42.29646018	0.12751978	1.431818182	lager	3.821538462	17.55	9.598736842	102	10.32	63.34714286
61	37.87168142	0.238338684	0.672727273	lager	3.716923077	16.33	5.665842105	16	12.84	63.41428571
62	44.46460177	0.205390949	0.662727273	lager	3.716923077	16.83	5.123684211	144	12.96	63.44
63	37.38495575	0.176077042	1.130909091	lager	3.741538462	16.61	9.554789474	7	15.96	64.65571429
64	45.0840708	0.390027104	0.847272727	lager	3.68	16.09	11.42347368	161	11.88	64.72857143
65	40.0840708	0.164977505	0.534545455	lager	3.907692308	18.87	9.168157895	57	14.28	65.8
66	41.94247788	0.352781138	0.772727273	lager	4.104615385	15.94	5.924736842	97	12.24	65.94857143
67	41.41150442	0.202430433	0.959090909	lager	3.692307692	16.51	6.085526316	83	12.6	66.08285714
68	38.80088496	0.283330649	1.265454545	lager	3.704615385	19.3	6.477631579	40	9.48	66.17428571
69	41.76548673	0.143658705	1.118181818	lager	3.652307692	19.31	9.866684211	94	9	66.27285714
70	38.93362832	0.194925319	0.758181818	lager	3.796923077	17.45	11.17257895	43	9.6	67.04857143
71	40.96902655	0.246442412	0.701818182	lager	3.523076923	17.4	10.43847368	72	9.6	67.34
72	45.26106195	0.138479515	0.864545455	lager	3.716923077	16.39	11.46742105	165	11.16	67.55714286
73	43.35840708	0.31183761	0.928181818	lager	3.581538462	17.06	6.081105263	118	12	67.84857143
74	41.41150442	0.19404436	0.77	lager	3.510769231	15.74	7.862578947	82	13.2	68.72857143
75	42.78318584	0.28745447	0.65	lager	3.716923077	16.13	4.950631579	110	15.72	68.91285714
76	43.35840708	0.144433099	1.222727273	lager	3.744615385	16.45	10.37236842	119	17.4	70.13857143
77	37.34070796	0.265611069	1.202727273	lager	3.806153846	16.21	9.162368421	5	14.28	70.23428571
78	39.46460177	0.197993085	0.619090909	lager	3.643076923	15.89	11.74573684	49	9.48	70.68857143
79	43.04867257	0.197672705	1.229090909	lager	4.264615385	16.51	13.65547368	113	16.32	73.00428571
80	37.07522124	0.396231167	0.738181818	lager	3.996923077	16.67	11.74847368	1	15.72	73.02857143
81	39.90707965	0.241683999	1.155454545	lager	3.584615385	16.67	6.359421053	52	16.32	73.16857143
82	38.75663717	0.25024928	0.793636364	lager	3.572307692	16.35	13.31515789	39	11.52	73.98571429
83	39.59734513	0.180265967	0.856363636	lager	3.821538462	19.43	9.708263158	50	11.04	74.42428571
84	38.18141593	0.196229796	0.940909091	lager	3.627692308	17.13	11.25978947	26	11.64	76.31714286
85	43.49115044	0.258598004	1.139090909	lager	3.633846154	17.12	8.174263158	121	11.4	76.78
86	38.09292035	0.261521856	1.731818182	lager	3.618461538	17.68	7.556157895	21	14.76	81.21142857
87	45.70353982	0.22417001	2.661818182	lager	3.556923077	17.05	20.06378947	175	11.16	87.23857143
88	37.65044248	0.244681179	2.413636364	stout	3.870769231	16.29	3.219052632	13	6.96	57.21428571
89	38.62389381	0.293868922	3.001818182	stout	3.876923077	17.46	2.730210526	37	8.76	60.37142857
90	37.42920354	0.359055102	1.194545455	stout	4.049230769	18.57	4.336578947	9	7.2	60.70714286
91	44.59734513	0.394747482	2.485454545	stout	3.769230769	18.88	4.523263158	149	7.8	60.88571429
92	41.01327434	0.267123194	2.012727273	stout	4.150769231	18.59	6.593263158	75	9.72	61.93
93	44.02212389	0.169803078	1.311818182	stout	4.270769231	20.04	6.159263158	135	6.96	62.03857143
94	43.04867257	0.2685709	3.980909091	stout	3.944615385	18.37	7.098631579	115	8.64	62.47142857
95	43.93362832	0.254582118	2.451818182	stout	3.849230769	16.24	5.219052632	130	9	62.60714286
96	44.42035398	0.295698685	3.503636364	stout	4.24	17.76	7.318526316	142	8.4	62.61428571
97	38.35840708	0.282170771	4.255454545	stout	4.070769231	18.3	4.046684211	33	6.72	62.84571429
98	44.68584071	0.185837494	2.837272727	stout	4.224615385	19.36	6.667526316	152	9.36	62.84857143
99	45.57079646	0.168747709	3.989999636	stout	3.929230769	17.39	6.265210526	174	6.84	62.93142857
100	44.42035398	0.331995847	3.549090909	stout	4.083076923	19.28	4.823210526	141	7.08	62.93428571
101	42.47345133	0.296829438	2.902727273	stout	4.052307692	20.19	3.847736842	104	7.2	63.66857143
102	45.34955752	0.280161115	1.800909091	stout	3.956923077	16.35	4.348684211	168	9.12	63.66857143
103	40.92477876	0.256869323	1.65	stout	4.190769231	19.95	7.374736842	71	10.92	63.90714286
104	40.03982301	0.303067424	1.686363636	stout	4.110769231	17.56	3.55	55	8.4	64.10714286
105	43.13716814	0.20528644	2.611818182	stout	3.803076923	18.83	3.167789474	117	6.72	64.31714286
106	42.73893805	0.259444355	2.961818182	stout	4.098461538	18.24	5.145473684	108	6.6	64.46
107	43.93362832	0.248870104	2.31	stout	3.753846154	18.03	3.413736842	129	7.92	65.15428571
108	42.82743363	0.205390949	3.226363636	stout	4.258461538	19.12	7.099315789	112	6.84	65.23142857
109	42.82743363	0.313775309	2.36	stout	3.987692308	18.45	3.801578947	111	8.16	65.33571429
110	38.44690265	0.230198978	2.308181818	stout	3.907692308	18.55	8.877894737	34	9.36	65.43428571
111	44.68584071	0.334920385	3.651818182	stout	4.052307692	17.59	5.002736842	151	7.2	65.64714286
112	41.1460177	0.270822126	1.742727273	stout	3.941538462	17.31	5.800052632	79	7.92	65.85714286
113	41.45575221	0.262541932	3.018181818	stout	4.024615385	18.9	9.466894737	86	6.84	66.57714286
114	43.04867257	0.180269393	4.047272727	stout	3.935384615	17.67	5.900210526	114	5.76	67.10285714
115	43.84513274	0.31127566	3.05	stout	4.218461538	20.65	5.469947368	127	7.68	67.15
116	42.03097345	0.245981545	1.543636364	stout	3.963076923	17.99	8.782	99	8.88	67.51428571
117	44.95132743	0.304969144	2.744545455	stout	4.123076923	18.91	6.272368421	159	8.4	68.16
118	38.18141593	0.263215244	1.828181818	stout	4.212307692	18.26	5.262315789	29	11.52	68.80857143
119	40.88053097	0.292846105	3.717272727	stout	4.356923077	17.51	4.064736842	70	7.44	69.30285714
120	37.51769912	0.237528312	3.121818182	stout	3.96	19.61	3.751842105	11	6.48	69.70285714
121	41.05752212	0.310112356	1.44	stout	3.769230769	19.72	5.720157895	77	9	70.23714286
122	41.5	0.275860828	2.229090909	stout	3.953846154	18.27	4.228421053	87	10.44	70.68857143
123	43.71238938	0.233296555	2.627272727	stout	4.153846154	18.12	6.288052632	126	7.08	70.94
124	38.13716814	0.328714951	3.753636364	stout	4.138461538	18.7	7.799368421	22	10.2	71.17142857
125	42.51769912	0.352644077	2.937272727	stout	3.830769231	18.03	6.692736842	106	8.04	71.45142857