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miriamspsantos

feat: add tutorial on categorical encoding

Oct 31, 2023

80d4864 · Oct 31, 2023

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breast_cancer.csv

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1	age	menopause	tumour-size	inv-nodes	node-caps	deg-malig	breast	breast-quad	irradiat	class
2	40-49	premeno	15-19	0-2	yes	3	right	left_up	no	recurrence-events
3	50-59	ge40	15-19	0-2	no	1	right	central	no	no-recurrence-events
4	50-59	ge40	35-39	0-2	no	2	left	left_low	no	recurrence-events
5	40-49	premeno	35-39	0-2	yes	3	right	left_low	yes	no-recurrence-events
6	40-49	premeno	30-34	3-5	yes	2	left	right_up	no	recurrence-events
7	50-59	premeno	25-29	3-5	no	2	right	left_up	yes	no-recurrence-events
8	50-59	ge40	40-44	0-2	no	3	left	left_up	no	no-recurrence-events
9	40-49	premeno	10-14	0-2	no	2	left	left_up	no	no-recurrence-events
10	40-49	premeno	0-4	0-2	no	2	right	right_low	no	no-recurrence-events
11	40-49	ge40	40-44	15-17	yes	2	right	left_up	yes	no-recurrence-events
12	50-59	premeno	25-29	0-2	no	2	left	left_low	no	no-recurrence-events
13	60-69	ge40	15-19	0-2	no	2	right	left_up	no	no-recurrence-events
14	50-59	ge40	30-34	0-2	no	1	right	central	no	no-recurrence-events
15	50-59	ge40	25-29	0-2	no	2	right	left_up	no	no-recurrence-events
16	40-49	premeno	25-29	0-2	no	2	left	left_low	yes	recurrence-events
17	30-39	premeno	20-24	0-2	no	3	left	central	no	no-recurrence-events
18	50-59	premeno	10-14	3-5	no	1	right	left_up	no	no-recurrence-events
19	60-69	ge40	15-19	0-2	no	2	right	left_up	no	no-recurrence-events
20	50-59	premeno	40-44	0-2	no	2	left	left_up	no	no-recurrence-events
21	50-59	ge40	20-24	0-2	no	3	left	left_up	no	no-recurrence-events
22	50-59	lt40	20-24	0-2	nan	1	left	left_low	no	recurrence-events
23	60-69	ge40	40-44	3-5	no	2	right	left_up	yes	no-recurrence-events
24	50-59	ge40	15-19	0-2	no	2	right	left_low	no	no-recurrence-events
25	40-49	premeno	10-14	0-2	no	1	right	left_up	no	no-recurrence-events
26	30-39	premeno	15-19	6-8	yes	3	left	left_low	yes	recurrence-events
27	50-59	ge40	20-24	3-5	yes	2	right	left_up	no	no-recurrence-events
28	50-59	ge40	10-14	0-2	no	2	right	left_low	no	no-recurrence-events
29	40-49	premeno	10-14	0-2	no	1	right	left_up	no	no-recurrence-events
30	60-69	ge40	30-34	3-5	yes	3	left	left_low	no	no-recurrence-events
31	40-49	premeno	15-19	15-17	yes	3	left	left_low	no	recurrence-events
32	60-69	ge40	30-34	0-2	no	3	right	central	no	recurrence-events
33	60-69	ge40	25-29	3-5	nan	1	right	left_low	yes	no-recurrence-events
34	50-59	ge40	25-29	0-2	no	3	left	right_up	no	no-recurrence-events
35	50-59	ge40	20-24	0-2	no	3	right	left_up	no	no-recurrence-events
36	40-49	premeno	30-34	0-2	no	1	left	left_low	yes	recurrence-events
37	30-39	premeno	15-19	0-2	no	1	left	left_low	no	no-recurrence-events
38	40-49	premeno	10-14	0-2	no	2	right	left_up	no	no-recurrence-events
39	60-69	ge40	45-49	6-8	yes	3	left	central	no	no-recurrence-events
40	40-49	ge40	20-24	0-2	no	3	left	left_low	no	no-recurrence-events
41	40-49	premeno	10-14	0-2	no	1	right	right_low	no	no-recurrence-events
42	30-39	premeno	35-39	0-2	no	3	left	left_low	no	recurrence-events
43	40-49	premeno	35-39	9-11	yes	2	right	right_up	yes	no-recurrence-events
44	60-69	ge40	25-29	0-2	no	2	right	left_low	no	no-recurrence-events
45	50-59	ge40	20-24	3-5	yes	3	right	right_up	no	recurrence-events
46	30-39	premeno	15-19	0-2	no	1	left	left_low	no	no-recurrence-events
47	50-59	premeno	30-34	0-2	no	3	left	right_up	no	recurrence-events
48	60-69	ge40	10-14	0-2	no	2	right	left_up	yes	no-recurrence-events
49	40-49	premeno	35-39	0-2	yes	3	right	left_up	yes	no-recurrence-events
50	50-59	premeno	50-54	0-2	yes	2	right	left_up	yes	no-recurrence-events
51	50-59	ge40	40-44	0-2	no	3	right	left_up	no	no-recurrence-events
52	70-79	ge40	15-19	9-11	nan	1	left	left_low	yes	recurrence-events
53	50-59	lt40	30-34	0-2	no	3	right	left_up	no	no-recurrence-events
54	40-49	premeno	0-4	0-2	no	3	left	central	no	no-recurrence-events
55	70-79	ge40	40-44	0-2	no	1	right	right_up	no	no-recurrence-events
56	40-49	premeno	25-29	0-2	nan	2	left	right_low	yes	no-recurrence-events
57	50-59	ge40	25-29	15-17	yes	3	right	left_up	no	no-recurrence-events
58	50-59	premeno	20-24	0-2	no	1	left	left_low	no	no-recurrence-events
59	50-59	ge40	35-39	15-17	no	3	left	left_low	no	no-recurrence-events
60	50-59	ge40	50-54	0-2	no	1	right	right_up	no	no-recurrence-events
61	30-39	premeno	0-4	0-2	no	2	right	central	no	recurrence-events
62	50-59	ge40	40-44	6-8	yes	3	left	left_low	yes	recurrence-events
63	40-49	premeno	30-34	0-2	no	2	right	right_up	yes	no-recurrence-events
64	40-49	ge40	20-24	0-2	no	3	left	left_up	no	no-recurrence-events
65	40-49	premeno	30-34	15-17	yes	3	left	left_low	no	recurrence-events
66	40-49	ge40	20-24	0-2	no	2	right	left_up	no	recurrence-events
67	50-59	ge40	15-19	0-2	no	1	right	central	no	no-recurrence-events
68	30-39	premeno	25-29	0-2	no	2	right	left_low	no	no-recurrence-events
69	60-69	ge40	15-19	0-2	no	2	left	left_low	no	no-recurrence-events
70	50-59	premeno	50-54	9-11	yes	2	right	left_up	no	recurrence-events
71	30-39	premeno	10-14	0-2	no	1	right	left_low	no	no-recurrence-events
72	50-59	premeno	25-29	3-5	yes	3	left	left_low	yes	recurrence-events
73	60-69	ge40	25-29	3-5	nan	1	right	left_up	yes	no-recurrence-events
74	60-69	ge40	10-14	0-2	no	1	right	left_low	no	no-recurrence-events
75	50-59	ge40	30-34	6-8	yes	3	left	right_low	no	recurrence-events
76	30-39	premeno	25-29	6-8	yes	3	left	right_low	yes	recurrence-events
77	50-59	ge40	10-14	0-2	no	1	left	left_low	no	no-recurrence-events
78	50-59	premeno	15-19	0-2	no	1	left	left_low	no	no-recurrence-events
79	40-49	premeno	25-29	0-2	no	2	right	central	no	no-recurrence-events
80	40-49	premeno	25-29	0-2	no	3	left	right_up	no	recurrence-events
81	60-69	ge40	30-34	6-8	yes	2	right	right_up	no	no-recurrence-events
82	50-59	lt40	15-19	0-2	no	2	left	left_low	no	no-recurrence-events
83	40-49	premeno	25-29	0-2	no	2	right	left_low	no	no-recurrence-events
84	40-49	premeno	30-34	0-2	no	1	right	left_up	no	no-recurrence-events
85	60-69	ge40	15-19	0-2	no	2	left	left_up	yes	no-recurrence-events
86	30-39	premeno	0-4	0-2	no	2	right	central	no	no-recurrence-events
87	50-59	ge40	35-39	0-2	no	3	left	left_up	no	no-recurrence-events
88	40-49	premeno	40-44	0-2	no	1	right	left_up	no	no-recurrence-events
89	30-39	premeno	25-29	6-8	yes	2	right	left_up	yes	no-recurrence-events
90	50-59	ge40	20-24	0-2	no	1	right	left_low	no	no-recurrence-events
91	50-59	ge40	30-34	0-2	no	1	left	left_up	no	no-recurrence-events
92	60-69	ge40	20-24	0-2	no	1	right	left_up	no	recurrence-events
93	30-39	premeno	30-34	3-5	no	3	right	left_up	yes	recurrence-events
94	50-59	lt40	20-24	0-2	nan	1	left	left_up	no	recurrence-events
95	50-59	premeno	10-14	0-2	no	2	right	left_up	no	no-recurrence-events
96	50-59	ge40	20-24	0-2	no	2	right	left_up	no	no-recurrence-events
97	40-49	premeno	45-49	0-2	no	2	left	left_low	yes	no-recurrence-events
98	30-39	premeno	40-44	0-2	no	1	left	left_up	no	recurrence-events
99	50-59	premeno	10-14	0-2	no	1	left	left_low	no	no-recurrence-events
100	60-69	ge40	30-34	0-2	no	3	right	left_up	yes	recurrence-events
101	40-49	premeno	35-39	0-2	no	1	right	left_up	no	recurrence-events
102	40-49	premeno	20-24	3-5	yes	2	left	left_low	yes	recurrence-events
103	50-59	premeno	15-19	0-2	no	2	left	left_low	no	recurrence-events
104	50-59	ge40	30-34	0-2	no	3	right	left_low	no	no-recurrence-events
105	60-69	ge40	20-24	0-2	no	2	left	left_up	no	no-recurrence-events
106	40-49	premeno	20-24	0-2	no	1	left	right_low	no	no-recurrence-events
107	60-69	ge40	30-34	3-5	yes	2	left	central	yes	recurrence-events
108	60-69	ge40	20-24	3-5	no	2	left	left_low	yes	recurrence-events
109	50-59	premeno	25-29	0-2	no	2	left	right_up	no	recurrence-events
110	50-59	ge40	30-34	0-2	no	1	right	right_up	no	no-recurrence-events
111	40-49	premeno	20-24	0-2	no	2	left	right_low	no	no-recurrence-events
112	60-69	ge40	15-19	0-2	no	1	right	left_up	no	no-recurrence-events
113	60-69	ge40	30-34	0-2	no	2	left	left_low	yes	no-recurrence-events
114	30-39	premeno	30-34	0-2	no	2	left	left_up	no	no-recurrence-events
115	30-39	premeno	40-44	3-5	no	3	right	right_up	yes	no-recurrence-events
116	60-69	ge40	5-9	0-2	no	1	left	central	no	no-recurrence-events
117	60-69	ge40	10-14	0-2	no	1	left	left_up	no	no-recurrence-events
118	40-49	premeno	30-34	6-8	yes	3	right	left_up	no	recurrence-events
119	60-69	ge40	10-14	0-2	no	1	left	left_up	no	no-recurrence-events
120	40-49	premeno	35-39	9-11	yes	2	right	left_up	yes	no-recurrence-events
121	40-49	premeno	20-24	0-2	no	1	right	left_low	no	no-recurrence-events
122	40-49	premeno	30-34	0-2	yes	3	right	right_up	no	recurrence-events
123	50-59	premeno	25-29	0-2	yes	2	left	left_up	no	no-recurrence-events
124	40-49	premeno	15-19	0-2	no	2	left	left_low	no	no-recurrence-events
125	30-39	premeno	35-39	9-11	yes	3	left	left_low	no	recurrence-events
126	30-39	premeno	10-14	0-2	no	2	left	right_low	no	no-recurrence-events
127	50-59	ge40	30-34	0-2	no	1	right	left_low	no	no-recurrence-events
128	60-69	ge40	30-34	0-2	no	2	left	left_up	no	no-recurrence-events
129	60-69	ge40	25-29	0-2	no	2	left	left_low	no	no-recurrence-events
130	40-49	premeno	15-19	0-2	no	2	left	left_up	no	recurrence-events
131	60-69	ge40	15-19	0-2	no	2	right	left_low	no	no-recurrence-events
132	40-49	premeno	30-34	0-2	no	2	left	right_low	no	no-recurrence-events
133	20-29	premeno	35-39	0-2	no	2	right	right_up	no	no-recurrence-events
134	40-49	premeno	30-34	0-2	no	3	right	right_up	no	recurrence-events
135	40-49	premeno	25-29	0-2	no	2	right	left_low	no	recurrence-events
136	30-39	premeno	30-34	0-2	no	3	left	left_low	no	no-recurrence-events
137	30-39	premeno	15-19	0-2	no	1	right	left_low	no	recurrence-events
138	50-59	ge40	0-4	0-2	no	1	right	central	no	no-recurrence-events
139	50-59	ge40	0-4	0-2	no	1	left	left_low	no	no-recurrence-events
140	60-69	ge40	50-54	0-2	no	3	right	left_up	no	recurrence-events
141	50-59	premeno	30-34	0-2	no	1	left	central	no	no-recurrence-events
142	60-69	ge40	20-24	24-26	yes	3	left	left_low	yes	recurrence-events
143	40-49	premeno	25-29	0-2	no	2	left	left_up	no	no-recurrence-events
144	40-49	premeno	30-34	3-5	no	2	right	left_up	no	recurrence-events
145	50-59	premeno	20-24	3-5	yes	2	left	left_low	no	no-recurrence-events
146	50-59	ge40	15-19	0-2	yes	2	left	central	yes	no-recurrence-events
147	50-59	premeno	10-14	0-2	no	3	left	left_low	no	no-recurrence-events
148	30-39	premeno	30-34	9-11	no	2	right	left_up	yes	recurrence-events
149	60-69	ge40	10-14	0-2	no	1	left	left_low	no	no-recurrence-events
150	40-49	premeno	40-44	0-2	no	2	right	left_low	no	no-recurrence-events
151	50-59	ge40	30-34	9-11	nan	3	left	left_up	yes	no-recurrence-events
152	40-49	premeno	50-54	0-2	no	2	right	left_low	yes	recurrence-events
153	50-59	ge40	15-19	0-2	no	2	right	right_up	no	no-recurrence-events
154	50-59	ge40	40-44	3-5	yes	2	left	left_low	no	no-recurrence-events
155	30-39	premeno	25-29	3-5	yes	3	left	left_low	yes	recurrence-events
156	60-69	ge40	10-14	0-2	no	2	left	left_low	no	no-recurrence-events
157	60-69	lt40	10-14	0-2	no	1	left	right_up	no	no-recurrence-events
158	30-39	premeno	30-34	0-2	no	2	left	left_up	no	recurrence-events
159	30-39	premeno	20-24	3-5	yes	2	left	left_low	no	recurrence-events
160	50-59	ge40	10-14	0-2	no	1	right	left_up	no	no-recurrence-events
161	60-69	ge40	25-29	0-2	no	3	right	left_up	no	no-recurrence-events
162	50-59	ge40	25-29	3-5	yes	3	right	left_up	no	no-recurrence-events
163	40-49	premeno	30-34	6-8	no	2	left	left_up	no	no-recurrence-events
164	60-69	ge40	50-54	0-2	no	2	left	left_low	no	no-recurrence-events
165	50-59	premeno	30-34	0-2	no	3	left	left_low	no	no-recurrence-events
166	40-49	ge40	20-24	3-5	no	3	right	left_low	yes	recurrence-events
167	50-59	ge40	30-34	6-8	yes	2	left	right_low	yes	recurrence-events
168	60-69	ge40	25-29	3-5	no	2	right	right_up	no	recurrence-events
169	40-49	premeno	20-24	0-2	no	2	left	central	no	no-recurrence-events
170	40-49	premeno	20-24	0-2	no	2	left	left_up	no	no-recurrence-events
171	40-49	premeno	50-54	0-2	no	2	left	left_low	no	no-recurrence-events
172	50-59	ge40	20-24	0-2	no	2	right	central	no	recurrence-events
173	50-59	ge40	30-34	3-5	no	3	right	left_up	no	recurrence-events
174	40-49	ge40	25-29	0-2	no	2	left	left_low	no	no-recurrence-events
175	50-59	premeno	25-29	0-2	no	1	right	left_up	no	recurrence-events
176	40-49	premeno	40-44	3-5	yes	3	right	left_up	yes	no-recurrence-events
177	40-49	premeno	20-24	0-2	no	2	right	left_up	no	no-recurrence-events
178	40-49	premeno	20-24	3-5	no	2	right	left_up	no	no-recurrence-events
179	40-49	premeno	25-29	9-11	yes	3	right	left_up	no	recurrence-events
180	40-49	premeno	25-29	0-2	no	2	right	left_low	no	recurrence-events
181	40-49	premeno	20-24	0-2	no	1	right	right_up	no	no-recurrence-events
182	30-39	premeno	40-44	0-2	no	2	right	right_up	no	no-recurrence-events
183	60-69	ge40	10-14	6-8	yes	3	left	left_up	yes	recurrence-events
184	40-49	premeno	35-39	0-2	no	1	left	left_low	no	no-recurrence-events
185	50-59	ge40	30-34	3-5	no	3	left	left_low	no	recurrence-events
186	40-49	premeno	5-9	0-2	no	1	left	left_low	yes	no-recurrence-events
187	60-69	ge40	15-19	0-2	no	1	left	right_low	no	no-recurrence-events
188	40-49	premeno	30-34	0-2	no	3	right	right_up	no	no-recurrence-events
189	40-49	premeno	25-29	0-2	no	3	left	left_up	no	recurrence-events
190	50-59	ge40	5-9	0-2	no	2	right	right_up	no	no-recurrence-events
191	50-59	premeno	25-29	0-2	no	2	right	right_low	no	no-recurrence-events
192	50-59	premeno	25-29	0-2	no	2	left	right_up	no	recurrence-events
193	40-49	premeno	10-14	0-2	no	2	left	left_low	yes	no-recurrence-events
194	60-69	ge40	35-39	6-8	yes	3	left	left_low	no	recurrence-events
195	60-69	ge40	50-54	0-2	no	2	right	left_up	yes	no-recurrence-events
196	40-49	premeno	25-29	0-2	no	2	right	left_up	no	no-recurrence-events
197	30-39	premeno	20-24	3-5	no	2	right	central	no	no-recurrence-events
198	30-39	premeno	30-34	0-2	no	1	right	left_up	no	recurrence-events
199	60-69	lt40	30-34	0-2	no	1	left	left_low	no	no-recurrence-events
200	40-49	premeno	15-19	12-14	no	3	right	right_low	yes	no-recurrence-events
201	60-69	ge40	20-24	0-2	no	3	right	left_low	no	recurrence-events
202	30-39	premeno	5-9	0-2	no	2	left	right_low	no	no-recurrence-events