#-*- coding: utf-8 -*-

#邏輯回歸 自動建模 import pandas as pd#參數初始化 filename = '../data/bankloan.xls' data = pd.read_excel(filename) x = data.iloc[:,:8].as_matrix() y = data.iloc[:,8].as_matrix() from sklearn.linear_model import LogisticRegression as LR from sklearn.linear_model import RandomizedLogisticRegression as RLR rlr = RLR() #建立隨機邏輯回歸模型，篩選變量 rlr.fit(x, y) #訓練模型 rlr.get_support() #獲取特征篩選結果，也可以通過.scores_方法獲取各個特征的分數 print(u'通過隨機邏輯回歸模型篩選特征結束。') print(u'有效特征為：%s' % ','.join(data.columns[rlr.get_support()])) x = data[data.columns[rlr.get_support()]].as_matrix() #篩選好特征lr = LR() #建立邏輯貨柜模型 lr.fit(x, y) #用篩選后的特征數據來訓練模型 print(u'邏輯回歸模型訓練結束。') print(u'模型的平均正確率為：%s' % lr.score(x, y)) #給出模型的平均正確率，本例為81.4%
python 3.5.2下運行，

如果

把書上的x = data.iloc[:,:8].as_matrix()

x = data.iloc[:,:9].as_matrix()，可以消除warning，但是結果會錯誤。

上述代碼原封不動的情況下，運行后會出現如下警告

isibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 9 but corresponding boolean dimension is 8

這個意思是excel中的數據少讀了一列，可以不予理會。

數據集（bankloan.xls）：

年齡	教育	工齡	地址	收入	負債率	信用卡負債	其他負債	違約
41	3	17	12	176.00	9.30	11.36	5.01	1
27	1	10	6	31.00	17.30	1.36	4.00	0
40	1	15	14	55.00	5.50	0.86	2.17	0
41	1	15	14	120.00	2.90	2.66	0.82	0
24	2	2	0	28.00	17.30	1.79	3.06	1
41	2	5	5	25.00	10.20	0.39	2.16	0
39	1	20	9	67.00	30.60	3.83	16.67	0
43	1	12	11	38.00	3.60	0.13	1.24	0
24	1	3	4	19.00	24.40	1.36	3.28	1
36	1	0	13	25.00	19.70	2.78	2.15	0
27	1	0	1	16.00	1.70	0.18	0.09	0
25	1	4	0	23.00	5.20	0.25	0.94	0
52	1	24	14	64.00	10.00	3.93	2.47	0
37	1	6	9	29.00	16.30	1.72	3.01	0
48	1	22	15	100.00	9.10	3.70	5.40	0
36	2	9	6	49.00	8.60	0.82	3.40	1
36	2	13	6	41.00	16.40	2.92	3.81	1
43	1	23	19	72.00	7.60	1.18	4.29	0
39	1	6	9	61.00	5.70	0.56	2.91	0
41	3	0	21	26.00	1.70	0.10	0.34	0
39	1	22	3	52.00	3.20	1.15	0.51	0
47	1	17	21	43.00	5.60	0.59	1.82	0
28	1	3	6	26.00	10.00	0.43	2.17	0
29	1	8	6	27.00	9.80	0.40	2.24	0
21	2	1	2	16.00	18.00	0.24	2.64	1
25	4	0	2	32.00	17.60	2.14	3.49	0
45	2	9	26	69.00	6.70	0.71	3.92	0
43	1	25	21	64.00	16.70	0.95	9.74	0
33	2	12	8	58.00	18.40	3.08	7.59	0
26	3	2	1	37.00	14.20	0.20	5.05	0
45	1	3	15	20.00	2.10	0.11	0.32	0
30	1	1	10	22.00	10.50	1.14	1.17	0
27	3	2	7	26.00	6.00	0.72	0.84	0
25	1	8	4	27.00	14.40	1.02	2.87	0
25	1	8	1	35.00	2.90	0.08	0.94	0
26	2	6	7	45.00	26.00	6.05	5.65	0
30	2	10	4	22.00	16.10	1.41	2.13	0
32	2	12	1	54.00	14.40	3.20	4.58	0
28	2	1	8	24.00	17.10	1.34	2.77	1
45	1	23	5	50.00	4.20	0.56	1.54	0
23	1	7	2	31.00	6.60	0.34	1.71	0
34	1	17	3	59.00	8.00	1.81	2.91	0
42	2	7	23	41.00	4.60	0.94	0.94	0
39	1	19	5	48.00	13.10	1.93	4.36	0
26	1	0	0	14.00	7.50	0.30	0.75	1
21	2	0	1	16.00	6.80	0.15	0.94	0
35	1	13	15	35.00	4.50	0.43	1.14	0
47	1	4	2	26.00	10.40	0.12	2.58	0
23	2	0	2	21.00	11.40	0.78	1.62	1
35	1	18	2	42.00	7.40	0.21	2.90	0
34	1	2	11	25.00	12.60	0.57	2.58	1
46	1	1	12	20.00	14.00	0.81	1.99	0
46	1	16	18	52.00	12.90	3.03	3.68	1
38	3	3	18	25.00	3.70	0.31	0.61	0
40	2	3	2	28.00	9.50	0.55	2.11	0
37	1	1	3	24.00	15.10	1.80	1.82	1
35	1	9	1	34.00	5.00	0.40	1.30	0
39	2	16	13	69.00	2.40	1.06	0.59	0
40	3	18	6	100.00	2.50	1.49	1.02	0
50	3	10	20	80.00	12.20	2.48	7.28	0
31	1	9	10	28.00	2.40	0.05	0.62	0
29	1	13	1	42.00	7.40	1.46	1.65	1
37	1	4	0	23.00	12.40	0.87	1.98	0
33	2	4	9	55.00	7.00	2.16	1.69	0
26	2	5	7	28.00	7.80	1.02	1.16	0
32	2	11	6	75.00	23.30	7.76	9.72	1
28	2	2	3	23.00	6.40	0.19	1.29	1
39	1	19	8	46.00	9.10	2.52	1.67	0
28	2	8	3	31.00	8.20	1.49	1.05	1
29	1	1	2	20.00	18.60	0.57	3.15	1
34	2	3	8	21.00	23.10	1.40	3.45	0
28	2	5	9	34.00	23.80	3.10	4.99	0
47	1	26	21	100.00	12.80	4.58	8.22	0
43	4	1	5	26.00	10.60	1.52	1.24	0
41	1	13	10	44.00	1.70	0.07	0.68	0
47	1	13	25	51.00	23.80	3.74	8.40	0
24	1	2	1	21.00	0.60	0.03	0.10	0
29	1	1	9	17.00	6.70	0.16	0.98	0
33	1	14	2	37.00	2.60	0.20	0.76	0
36	1	15	10	39.00	3.20	0.69	0.56	0
26	1	4	3	27.00	10.50	2.47	0.36	1
31	1	11	12	45.00	17.00	2.74	4.91	0
37	1	7	3	32.00	19.60	2.70	3.58	0
35	4	4	16	29.00	11.00	1.84	1.35	0
26	1	4	3	20.00	5.40	0.32	0.76	0
40	1	10	15	45.00	18.80	2.01	6.45	0
29	2	5	4	36.00	12.40	3.49	0.97	1
37	3	5	17	29.00	24.60	1.41	5.73	0
32	1	12	12	28.00	2.90	0.12	0.70	0
23	2	0	1	17.00	27.70	2.04	2.67	1
32	1	3	10	23.00	6.20	0.05	1.37	0
25	1	1	6	15.00	11.40	0.37	1.34	1
38	1	5	5	54.00	10.60	1.50	4.22	0
32	2	0	6	18.00	5.80	0.30	0.75	1
41	3	2	0	15.00	26.30	1.96	1.98	1
36	1	17	6	54.00	4.40	0.73	1.65	0
42	3	13	0	82.00	3.30	1.32	1.39	0
41	1	14	8	52.00	7.30	0.93	2.87	0
29	2	4	9	19.00	6.30	0.68	0.52	0
38	3	4	6	31.00	9.30	1.33	1.55	1
39	1	22	9	113.00	2.60	0.99	1.95	0
36	1	6	9	26.00	8.30	0.03	2.13	0
33	1	8	7	27.00	5.80	0.78	0.79	0
42	2	21	11	121.00	3.10	1.37	2.39	0
41	2	22	17	75.00	23.60	9.88	7.82	0
40	1	8	17	28.00	3.60	0.53	0.47	0
53	1	9	18	50.00	11.20	2.02	3.58	1
28	1	4	7	26.00	13.50	1.30	2.21	0
36	2	12	13	60.00	7.90	1.72	3.02	0
34	2	9	13	45.00	10.10	1.12	3.43	0
45	3	2	5	39.00	4.90	0.46	1.45	0
38	1	6	0	41.00	8.90	0.27	3.38	0
21	3	0	2	24.00	7.70	0.83	1.01	0
42	1	12	11	51.00	21.40	2.41	8.50	0
52	1	16	25	64.00	8.60	1.87	3.64	0
25	2	4	6	33.00	5.20	0.55	1.16	0
34	2	9	9	65.00	6.20	2.11	1.92	0
40	2	15	16	73.00	3.40	1.03	1.45	0
31	2	0	4	27.00	12.80	1.09	2.37	1
25	1	1	0	20.00	6.70	0.47	0.87	1
45	1	12	19	37.00	9.50	1.34	2.17	0
23	1	3	0	19.00	8.40	0.28	1.32	1
34	4	6	3	27.00	35.30	1.98	7.55	1
31	1	2	4	22.00	12.70	1.09	1.70	1
28	1	5	9	22.00	2.80	0.14	0.48	0
41	1	7	11	43.00	4.40	0.69	1.20	0
39	2	7	2	68.00	13.00	1.02	7.82	1
29	2	9	3	36.00	1.40	0.13	0.38	0
21	1	5	1	25.00	9.00	0.37	1.88	0
41	2	19	2	68.00	5.80	1.51	2.44	0
26	4	1	7	27.00	2.90	0.31	0.47	0
33	1	5	10	18.00	12.90	0.98	1.34	0
45	2	18	19	35.00	17.40	0.55	5.54	0
39	1	17	20	60.00	13.70	2.45	5.77	0
24	1	7	2	21.00	6.30	0.52	0.80	0
29	2	6	7	57.00	2.20	0.45	0.80	0
27	2	1	0	23.00	12.40	0.29	2.57	0
40	1	13	2	28.00	5.90	0.96	0.69	0
29	1	8	10	24.00	6.70	0.47	1.14	0
29	2	4	3	37.00	6.60	1.16	1.28	1
24	1	0	2	16.00	16.00	1.01	1.55	1
27	1	9	6	45.00	17.80	2.85	5.16	1
41	3	16	22	135.00	4.40	1.28	4.66	0
31	1	11	8	25.00	9.10	0.14	2.13	0
41	1	16	17	68.00	5.40	0.45	3.22	0
42	2	5	3	41.00	3.40	0.36	1.04	0
28	4	1	3	26.00	12.40	0.38	2.85	0
30	4	2	8	25.00	10.00	1.77	0.73	0
30	1	11	1	33.00	8.40	0.68	2.09	0
31	1	8	4	44.00	8.00	1.72	1.80	0
45	2	15	14	51.00	18.10	1.55	7.68	0
43	1	13	23	76.00	6.10	2.15	2.48	1
36	1	4	10	23.00	16.30	1.33	2.42	0
28	1	8	6	30.00	7.20	0.61	1.55	0
27	2	3	5	33.00	13.20	1.63	2.72	0
36	3	13	3	39.00	19.20	2.80	4.69	0
33	1	12	11	32.00	11.30	2.10	1.51	0
54	1	9	2	28.00	14.80	1.56	2.59	1
33	1	9	4	29.00	13.80	1.35	2.65	1
31	1	9	5	26.00	4.50	0.31	0.86	0
21	1	4	0	26.00	8.90	1.42	0.89	0
28	3	5	9	44.00	8.70	0.77	3.05	0
31	2	2	1	26.00	6.80	0.28	1.49	1
32	1	8	6	26.00	4.10	0.33	0.74	0
35	2	1	8	24.00	12.50	0.59	2.41	1
40	2	13	11	102.00	18.90	6.23	13.05	1
22	1	4	2	24.00	15.60	1.64	2.11	1
39	1	4	9	38.00	6.50	1.18	1.29	0
41	4	14	3	44.00	1.70	0.35	0.39	0
34	1	16	9	79.00	4.00	1.73	1.43	0
29	1	7	9	22.00	9.70	0.55	1.58	0
31	1	4	10	28.00	11.30	0.29	2.87	0
32	1	1	0	20.00	4.80	0.31	0.65	1
32	1	14	7	73.00	8.80	3.75	2.67	0
33	1	6	14	21.00	7.50	0.57	1.01	0
26	1	6	0	22.00	10.30	0.72	1.55	0
21	1	1	1	18.00	17.30	0.16	2.96	0
28	2	7	2	34.00	7.00	0.36	2.02	0
37	1	13	5	24.00	8.90	0.60	1.53	0
33	2	2	14	35.00	22.90	2.12	5.89	1
39	1	12	10	46.00	5.00	0.56	1.74	0
40	2	8	19	57.00	5.60	0.88	2.31	0
45	3	16	21	80.00	3.00	0.91	1.49	0
27	1	10	6	34.00	6.50	0.85	1.36	0
28	4	0	7	29.00	24.20	1.42	5.59	0
39	1	13	9	27.00	8.00	0.97	1.19	0
40	1	14	21	43.00	15.00	2.79	3.66	1
27	1	11	8	56.00	16.90	4.64	4.83	0
36	1	1	4	16.00	9.30	0.43	1.05	0
55	1	19	2	78.00	15.60	4.40	7.76	0
27	2	4	3	22.00	13.20	1.09	1.82	1
30	1	1	8	17.00	11.00	0.75	1.12	0
36	1	10	0	28.00	11.20	0.82	2.32	1
31	1	1	6	21.00	2.50	0.28	0.25	1
33	2	13	2	40.00	7.20	0.18	2.70	0
30	1	4	0	33.00	4.20	0.50	0.89	0
24	1	1	0	18.00	5.90	0.24	0.82	1
33	4	9	10	28.00	4.30	0.38	0.83	0
50	1	8	27	47.00	6.90	0.40	2.84	0
31	2	6	6	32.00	23.10	3.34	4.05	1
28	1	3	7	19.00	4.10	0.26	0.52	0
44	3	8	10	88.00	6.10	0.28	5.08	1
48	4	3	23	45.00	9.80	0.97	3.44	0
36	2	0	17	30.00	9.70	0.33	2.58	0
29	3	7	1	63.00	5.50	0.57	2.89	0
40	3	17	11	116.00	6.00	2.56	4.40	0
33	1	7	6	26.00	6.00	0.54	1.02	0
26	2	6	6	30.00	1.00	0.14	0.16	0
36	1	14	11	81.00	7.20	1.78	4.05	0
26	2	6	0	35.00	1.90	0.09	0.58	0
40	3	16	6	116.00	12.10	1.61	12.42	0
44	1	5	3	48.00	9.00	1.97	2.35	1
29	3	1	10	30.00	4.50	0.28	1.07	0
35	3	5	3	37.00	5.40	0.58	1.42	1
34	1	16	3	75.00	10.40	3.95	3.85	0
34	3	12	8	47.00	6.70	1.30	1.85	0
46	1	14	25	35.00	10.20	1.35	2.22	0
41	2	21	22	145.00	12.20	3.24	14.45	0
27	2	7	8	30.00	4.00	0.45	0.75	1
27	4	0	6	70.00	8.00	1.62	3.98	1
28	1	11	6	24.00	2.40	0.11	0.47	0
48	3	0	27	19.00	10.80	0.85	1.20	0
48	3	17	26	113.00	12.00	3.38	10.18	0
29	3	5	6	70.00	19.90	3.18	10.75	1
43	2	9	5	60.00	20.40	4.04	8.20	1
23	1	5	2	17.00	7.90	0.30	1.04	0
29	2	10	8	44.00	18.10	3.70	4.26	0
40	4	5	6	75.00	1.90	0.88	0.54	0
22	2	0	3	20.00	5.60	0.21	0.91	0
23	1	7	3	22.00	14.40	0.85	2.32	0
46	3	9	10	60.00	15.30	1.61	7.57	0
55	1	3	11	40.00	8.00	0.56	2.64	1
38	2	8	16	38.00	0.60	0.03	0.20	0
35	2	5	1	33.00	2.80	0.10	0.82	0
30	1	11	9	27.00	0.90	0.07	0.17	0
24	1	7	0	18.00	6.50	0.53	0.64	0
26	2	4	3	28.00	9.50	0.23	2.43	0
32	2	2	11	15.00	9.10	0.12	1.25	1
37	2	11	4	75.00	3.50	0.63	1.99	0
39	1	6	19	42.00	19.90	2.54	5.82	1
30	2	4	4	21.00	18.30	0.49	3.35	0
30	1	10	11	39.00	9.50	2.06	1.65	0
32	2	7	10	32.00	4.30	0.43	0.94	0
54	3	21	20	118.00	14.40	9.60	7.39	0
27	3	3	4	35.00	13.30	1.60	3.05	0
31	1	12	4	31.00	23.70	2.06	5.29	0
39	1	15	16	39.00	1.80	0.14	0.56	0
31	1	5	3	25.00	14.10	1.18	2.35	0
35	1	15	11	40.00	18.50	1.21	6.19	0
35	2	10	16	98.00	13.30	4.87	8.16	0
46	2	22	17	144.00	11.10	3.32	12.66	0
33	1	13	3	52.00	21.30	2.71	8.36	1
35	2	13	3	105.00	1.90	1.42	0.58	0
35	2	1	1	21.00	7.90	0.37	1.29	0
38	1	5	13	21.00	9.00	0.45	1.44	0
41	1	19	1	96.00	7.80	2.25	5.23	0
38	1	18	19	44.00	4.50	0.61	1.37	0
34	3	2	14	39.00	13.20	1.14	4.01	0
51	3	16	25	82.00	4.40	2.60	1.00	0
34	2	10	2	33.00	9.50	0.57	2.56	0
47	1	15	1	30.00	24.50	2.21	5.14	0
34	2	8	6	78.00	5.40	2.16	2.06	0
27	2	8	7	18.00	11.90	0.40	1.74	0
52	1	9	11	24.00	19.20	0.80	3.81	1
39	1	9	6	35.00	5.00	0.23	1.52	0
33	1	7	0	22.00	6.40	0.63	0.78	0
34	1	0	1	21.00	7.20	0.19	1.32	0
31	3	9	7	59.00	14.60	3.11	5.50	1
28	1	2	9	16.00	15.20	0.87	1.56	0
39	1	19	16	45.00	3.70	0.92	0.75	0
51	2	22	23	120.00	7.60	4.14	4.98	0
22	1	4	1	16.00	1.20	0.08	0.11	0
27	3	6	4	26.00	10.40	0.93	1.77	0
32	1	16	10	38.00	21.00	0.69	7.29	0
28	2	6	7	38.00	7.20	0.77	1.96	0
27	2	1	0	20.00	10.30	0.38	1.68	1
26	2	2	6	24.00	13.60	1.58	1.69	1
32	1	14	0	36.00	2.40	0.27	0.59	0
30	1	0	11	17.00	3.70	0.45	0.18	1
39	1	13	1	38.00	8.90	1.90	1.48	0
31	1	11	6	28.00	4.80	0.35	1.00	1
34	1	15	2	39.00	24.70	4.37	5.26	1
31	1	8	3	41.00	12.60	0.13	5.03	0
29	2	1	7	25.00	10.40	0.57	2.03	0
29	1	9	0	25.00	13.90	1.07	2.40	0
35	2	9	16	30.00	7.60	0.65	1.63	0
29	1	11	7	32.00	6.00	0.93	0.99	0
38	2	2	16	22.00	22.70	1.21	3.79	1
35	1	16	15	36.00	3.40	0.18	1.05	0
29	1	11	5	36.00	6.10	0.71	1.49	0
23	2	3	4	34.00	4.40	0.26	1.23	0
33	4	9	8	32.00	5.50	0.50	1.26	0
51	2	19	25	159.00	2.80	1.07	3.38	0
24	1	4	2	21.00	2.60	0.10	0.45	0
31	1	10	12	49.00	9.80	3.24	1.57	1
45	1	10	14	52.00	5.40	0.93	1.88	0
29	1	3	1	17.00	9.00	0.47	1.06	0
34	1	0	10	20.00	17.10	2.05	1.37	0
25	2	4	5	27.00	5.00	0.55	0.80	1
37	1	20	2	56.00	1.90	0.54	0.52	0
47	1	29	18	129.00	25.30	20.56	12.08	1
43	2	6	24	54.00	9.60	0.62	4.56	0
47	1	22	19	81.00	5.50	1.51	2.95	0
24	1	6	2	21.00	5.20	0.11	0.98	0
27	3	5	1	75.00	6.30	2.21	2.52	0
25	1	9	4	18.00	1.20	0.07	0.15	0
36	3	11	12	44.00	14.70	0.45	6.02	0
39	1	16	20	57.00	19.40	1.56	9.50	0
26	1	10	1	25.00	7.10	1.31	0.47	0
41	1	4	19	25.00	10.10	1.06	1.46	0
39	1	19	15	60.00	27.10	9.59	6.67	1
37	1	18	8	54.00	12.10	4.59	1.94	0
29	1	2	0	14.00	14.40	0.59	1.43	1
42	1	6	9	31.00	11.60	1.02	2.57	0
31	4	1	6	29.00	11.10	1.07	2.15	0
36	1	4	15	17.00	17.30	0.52	2.42	0
39	1	16	4	52.00	20.00	4.16	6.24	0
23	4	0	2	23.00	6.70	0.47	1.07	0
39	1	4	15	33.00	7.00	0.40	1.91	0
27	3	4	1	40.00	3.10	0.28	0.96	1
24	1	8	4	24.00	5.00	0.38	0.82	0
27	3	3	4	45.00	11.00	0.29	4.66	1
41	1	16	22	49.00	1.60	0.43	0.35	0
38	1	0	8	23.00	8.10	0.90	0.97	1
40	2	5	12	35.00	16.40	1.58	4.16	1
54	1	25	12	120.00	26.50	14.60	17.20	1
40	1	12	6	89.00	17.40	2.77	12.71	0
40	1	2	4	32.00	3.70	0.85	0.33	0
29	1	1	8	31.00	8.00	0.16	2.32	0
30	1	8	6	23.00	12.00	0.76	2.00	0
29	1	1	1	18.00	1.10	0.03	0.17	0
29	3	3	3	50.00	2.40	0.26	0.94	1
28	4	2	4	41.00	2.50	0.46	0.57	1
28	4	0	5	38.00	10.40	0.64	3.32	0
39	2	16	9	89.00	14.30	5.00	7.73	0
32	1	11	2	53.00	3.30	0.09	1.66	0
36	2	7	16	43.00	15.40	2.65	3.97	0
39	1	20	12	39.00	8.20	0.77	2.42	0
28	3	6	8	47.00	19.80	5.57	3.73	1
28	1	4	2	28.00	14.20	0.44	3.54	1
46	1	6	19	31.00	12.20	1.99	1.80	0
30	2	4	8	15.00	6.50	0.35	0.62	0
39	2	15	19	32.00	4.90	0.42	1.15	0
40	3	5	3	220.00	16.00	8.17	27.03	1
44	2	18	4	74.00	13.40	4.52	5.39	0
30	1	0	8	19.00	16.60	0.62	2.53	1
24	2	3	0	19.00	4.30	0.36	0.46	0
32	1	10	13	32.00	11.30	1.17	2.45	0
29	2	3	8	15.00	2.60	0.15	0.24	0
40	2	2	1	36.00	3.80	0.28	1.09	0
41	2	8	21	43.00	0.70	0.09	0.22	0
22	1	1	3	17.00	18.60	0.81	2.36	0
38	1	10	8	34.00	1.20	0.04	0.37	0
37	2	6	13	62.00	8.50	1.19	4.08	0
41	3	18	6	71.00	15.70	6.57	4.58	1
41	3	7	6	56.00	14.50	0.37	7.75	1
39	1	2	15	22.00	23.10	1.92	3.17	1
24	2	0	2	15.00	16.10	0.32	2.09	1
32	3	9	10	51.00	23.00	2.69	9.04	0
21	3	0	1	26.00	7.70	1.53	0.47	0
29	1	13	7	27.00	2.30	0.07	0.55	0
35	2	14	3	82.00	0.80	0.47	0.19	0
29	1	6	7	21.00	18.10	1.11	2.69	0
41	2	2	22	30.00	6.70	0.11	1.90	0
37	1	0	18	18.00	12.90	1.58	0.74	1
32	2	3	13	47.00	1.90	0.43	0.46	0
36	5	5	12	20.00	8.10	0.73	0.89	0
39	2	18	9	44.00	2.10	0.37	0.56	0
36	1	18	9	67.00	11.20	5.25	2.26	0
46	3	22	4	99.00	2.30	0.83	1.45	0
34	1	13	11	51.00	9.60	1.88	3.02	0
27	1	7	4	26.00	9.10	0.64	1.72	0
43	1	8	11	45.00	3.30	0.68	0.81	0
33	1	14	8	72.00	41.30	15.02	14.72	1
39	2	20	17	101.00	1.40	0.34	1.07	0
29	1	1	4	17.00	2.50	0.13	0.29	0
34	4	7	15	40.00	6.40	0.95	1.61	0
26	1	1	0	21.00	4.90	0.61	0.42	0
31	1	15	2	60.00	4.80	0.80	2.08	0
26	1	10	6	24.00	2.70	0.31	0.34	0
28	1	12	7	45.00	7.70	1.85	1.61	0
48	1	13	20	50.00	30.80	6.11	9.29	1
39	2	2	12	46.00	16.00	4.00	3.36	1
37	1	3	3	25.00	3.70	0.28	0.65	0
52	5	9	0	70.00	9.40	1.33	5.25	1
48	1	3	11	27.00	21.30	1.40	4.35	0
26	1	7	3	22.00	5.10	0.21	0.91	0
46	5	15	0	126.00	3.10	0.48	3.43	0
31	1	7	10	23.00	4.90	0.23	0.90	0
34	1	13	8	56.00	6.10	0.86	2.55	0
40	1	22	4	95.00	3.60	0.63	2.79	0
24	3	2	5	16.00	6.40	0.27	0.75	1
33	1	2	14	44.00	3.10	0.53	0.84	0
53	4	5	29	78.00	17.30	6.94	6.56	1
47	3	9	1	52.00	20.10	2.54	7.91	1
35	1	5	5	32.00	13.00	0.17	3.99	0
34	1	14	8	28.00	17.00	1.14	3.62	0
49	1	11	5	39.00	10.10	2.46	1.48	0
26	2	0	7	28.00	9.30	1.27	1.33	0
23	1	2	2	16.00	9.60	0.80	0.73	1
23	2	0	4	21.00	8.70	0.45	1.37	0
38	2	4	13	56.00	1.60	0.44	0.45	0
28	2	5	2	37.00	8.30	1.12	1.95	0
30	3	0	8	65.00	29.70	3.90	15.41	1
34	1	18	10	34.00	15.40	2.10	3.14	0
50	2	16	14	71.00	11.10	1.66	6.22	0
29	1	12	2	40.00	6.70	1.63	1.05	0
42	3	0	9	64.00	6.60	0.28	3.95	0
31	1	13	12	27.00	5.00	0.24	1.11	0
39	1	10	4	31.00	4.80	0.18	1.30	0
45	2	21	26	132.00	3.00	2.56	1.40	0
45	1	22	24	91.00	11.70	1.26	9.39	0
36	1	14	17	53.00	5.70	1.89	1.13	0
25	4	0	6	24.00	12.10	1.60	1.31	1
29	2	1	7	29.00	21.20	2.33	3.82	1
30	2	8	4	56.00	6.40	0.33	3.25	0
31	1	1	1	24.00	4.50	0.22	0.86	0
43	1	4	2	29.00	4.60	0.05	1.28	0
32	2	11	4	57.00	23.80	5.44	8.13	1
47	1	19	7	50.00	30.10	3.18	11.87	0
46	1	1	15	21.00	14.80	1.38	1.73	1
43	2	16	10	83.00	4.10	0.26	3.14	0
48	1	3	7	24.00	7.00	0.76	0.92	0
30	3	8	7	61.00	2.80	0.55	1.16	0
23	4	0	4	32.00	18.40	0.82	5.07	1
36	4	8	0	32.00	1.60	0.02	0.49	0
20	3	0	1	17.00	2.30	0.04	0.35	0
43	1	16	7	89.00	0.40	0.16	0.20	0
23	1	2	1	25.00	4.50	0.12	1.00	1
41	1	21	2	76.00	20.50	6.95	8.63	0
34	1	12	5	68.00	25.10	7.82	9.25	1
50	1	11	5	36.00	4.80	0.83	0.89	0
40	1	9	4	64.00	6.60	0.79	3.43	0
29	2	0	8	22.00	12.90	1.04	1.80	1
39	2	9	16	56.00	18.70	4.76	5.71	0
24	2	1	2	42.00	5.70	0.84	1.56	0
27	1	0	5	16.00	1.10	0.13	0.05	0
40	3	18	14	157.00	6.60	3.33	7.04	0
32	2	8	2	45.00	3.70	0.98	0.68	0
39	2	16	12	53.00	3.70	0.69	1.27	0
40	1	22	1	100.00	14.60	5.40	9.20	0
32	1	10	11	42.00	9.10	1.54	2.28	0
39	1	23	1	75.00	18.90	3.13	11.04	0
24	1	3	3	21.00	28.90	2.68	3.39	1
43	4	18	14	446.00	6.50	16.03	12.96	1
56	1	11	20	59.00	15.00	4.67	4.18	0
32	3	5	9	23.00	4.50	0.33	0.71	0
42	1	7	12	25.00	10.20	1.63	0.92	0
46	3	3	13	43.00	13.20	3.04	2.63	1
31	1	2	2	22.00	16.40	1.74	1.87	1
43	1	25	16	242.00	2.60	1.64	4.66	0
28	2	6	9	22.00	11.50	0.65	1.88	0
39	3	11	17	39.00	12.90	2.56	2.47	0
39	1	0	8	39.00	7.90	1.07	2.01	0
37	4	1	14	33.00	16.10	2.69	2.62	1
30	1	0	11	17.00	12.00	0.30	1.74	0
37	5	9	16	177.00	5.90	0.89	9.56	0
22	1	4	3	14.00	17.50	0.23	2.22	0
50	1	1	26	26.00	14.30	1.85	1.87	0
30	1	10	2	19.00	4.40	0.34	0.50	0
39	1	8	0	21.00	4.00	0.28	0.56	0
21	2	0	2	21.00	12.50	0.49	2.14	1
31	3	9	2	28.00	2.60	0.12	0.61	0
31	2	9	1	30.00	5.80	0.60	1.14	0
48	1	0	23	30.00	22.30	2.66	4.03	0
28	1	4	1	16.00	23.80	1.09	2.72	0
47	3	16	26	221.00	17.60	15.79	23.10	1
27	2	6	1	34.00	4.40	0.24	1.26	0
29	2	6	10	65.00	18.40	1.99	9.97	0
21	2	2	0	20.00	4.50	0.29	0.61	1
29	1	7	5	20.00	19.80	1.01	2.95	1
24	4	0	3	29.00	6.60	0.59	1.32	1
44	1	12	3	31.00	9.70	0.36	2.65	0
22	1	1	0	18.00	4.40	0.27	0.52	0
38	2	13	0	59.00	2.40	0.41	1.01	0
52	2	12	16	76.00	7.70	0.99	4.86	0
25	1	3	2	18.00	16.30	0.35	2.58	1
25	1	5	5	22.00	10.90	0.40	2.00	0
51	2	27	21	166.00	11.50	0.82	18.27	0
38	1	21	16	58.00	16.50	4.58	4.99	0
44	1	9	20	33.00	5.20	0.55	1.17	0
24	2	2	3	26.00	9.70	0.89	1.63	1
34	1	5	3	33.00	7.30	0.78	1.63	0
25	2	6	2	26.00	4.50	0.07	1.10	0
45	3	5	17	94.00	10.50	3.61	6.26	1
34	2	4	10	25.00	5.80	0.57	0.88	0
27	4	2	8	23.00	5.70	0.32	0.99	1
33	2	10	13	57.00	20.90	6.11	5.80	1
35	2	0	16	22.00	15.00	1.97	1.33	1
50	2	15	31	60.00	1.10	0.47	0.19	0
33	1	13	13	42.00	3.60	0.23	1.28	0
41	3	13	13	91.00	25.20	2.32	20.62	1
28	1	0	2	28.00	33.30	2.28	7.04	1
38	3	12	14	63.00	16.00	5.72	4.36	1
25	1	3	2	16.00	17.80	1.01	1.84	1
47	2	4	9	33.00	7.10	1.19	1.15	1
30	2	12	9	98.00	7.20	2.94	4.12	0
44	2	12	5	86.00	13.00	1.48	9.70	0
25	1	0	2	18.00	18.90	0.51	2.89	1
41	2	6	0	36.00	19.50	4.51	2.51	1
22	3	0	1	18.00	7.70	0.48	0.91	0
35	2	3	11	40.00	17.20	1.80	5.08	1
42	5	6	23	190.00	7.80	3.16	11.66	0
38	1	3	19	23.00	14.70	0.83	2.55	0
23	2	1	3	18.00	18.70	0.89	2.48	1
28	3	2	5	30.00	19.90	1.52	4.45	0
52	1	19	25	89.00	4.70	0.40	3.79	0
25	1	9	2	20.00	3.50	0.11	0.60	0
28	2	1	4	16.00	14.70	0.57	1.78	0
43	1	19	11	79.00	7.50	0.78	5.14	0
24	2	3	1	24.00	19.10	2.17	2.41	0
34	3	13	7	52.00	9.20	1.50	3.29	0
29	2	6	9	25.00	4.20	0.58	0.47	0
31	1	6	9	21.00	8.30	0.73	1.01	0
42	2	14	1	48.00	8.60	1.20	2.93	1
49	2	11	1	51.00	15.00	0.54	7.11	0
39	1	22	9	73.00	14.30	3.73	6.71	0
45	3	0	19	22.00	4.20	0.03	0.89	0
41	1	7	22	32.00	2.90	0.07	0.86	0
29	2	9	0	46.00	1.60	0.24	0.49	0
35	3	7	5	38.00	15.10	1.38	4.36	0
27	2	5	6	25.00	6.80	0.71	0.99	0
28	1	4	7	19.00	4.10	0.29	0.49	0
48	1	17	22	66.00	3.20	1.47	0.64	0
24	1	2	5	18.00	6.00	0.53	0.55	0
31	1	6	12	33.00	4.20	0.15	1.24	0
43	1	10	9	69.00	6.40	0.41	4.01	0
42	1	3	10	24.00	10.60	0.67	1.88	0
51	2	31	14	249.00	7.80	4.27	15.15	0
22	1	4	3	19.00	23.10	1.89	2.50	1
37	1	6	10	31.00	11.70	1.70	1.93	1
22	3	1	3	25.00	13.80	1.98	1.47	1
49	2	2	13	20.00	16.90	0.38	3.00	1
29	1	9	8	30.00	8.20	0.15	2.31	0
42	1	2	16	30.00	9.70	1.47	1.44	0
34	1	15	0	67.00	13.20	3.74	5.10	0
34	2	9	7	27.00	1.70	0.30	0.16	0
32	2	5	5	43.00	15.00	1.81	4.64	1
42	2	18	23	66.00	9.60	1.64	4.69	0
24	1	3	0	14.00	16.10	0.84	1.42	1
34	1	16	9	48.00	7.60	1.47	2.17	0
26	1	10	2	32.00	4.70	0.13	1.38	0
30	2	12	9	68.00	20.10	2.86	10.81	0
32	1	4	3	16.00	28.50	0.89	3.67	1
38	3	13	18	25.00	5.70	0.34	1.08	0
43	2	10	24	37.00	8.50	0.68	2.47	0
31	2	9	8	53.00	13.50	1.19	5.96	0
37	4	10	18	123.00	17.30	3.02	18.26	0
37	2	4	11	20.00	21.70	0.17	4.17	1
41	3	12	11	86.00	26.50	4.99	17.80	1
32	1	0	4	20.00	3.00	0.26	0.34	1
22	2	0	1	35.00	9.00	0.78	2.37	1
32	2	12	3	63.00	18.20	5.55	5.92	0
47	2	17	23	41.00	9.50	0.46	3.44	0
40	1	21	21	46.00	6.20	0.97	1.89	0
31	1	8	1	22.00	6.70	0.37	1.10	0
34	3	7	0	27.00	2.20	0.13	0.47	0
52	4	13	17	234.00	7.70	7.39	10.63	0
28	1	2	2	17.00	2.50	0.20	0.23	1
38	3	15	18	63.00	13.40	5.09	3.35	0
33	2	10	4	26.00	3.10	0.03	0.78	0
39	2	9	12	32.00	6.60	1.43	0.68	0
47	3	23	11	115.00	4.00	0.65	3.95	0
36	2	11	8	49.00	1.30	0.27	0.36	0
29	3	7	2	84.00	13.60	6.91	4.51	1
48	4	14	10	59.00	16.50	4.94	4.80	1
38	3	12	18	64.00	5.80	0.89	2.82	0
46	2	9	26	15.00	4.30	0.01	0.63	0
27	3	5	4	42.00	19.90	2.71	5.65	1
54	1	18	34	114.00	8.50	3.29	6.40	0
27	4	0	0	25.00	12.70	1.42	1.76	1
23	1	1	0	17.00	1.60	0.01	0.26	0
41	1	23	2	91.00	13.70	0.57	11.89	0
24	1	3	5	15.00	11.30	0.07	1.62	1
28	1	9	0	22.00	27.70	5.28	0.81	1
26	1	0	0	14.00	10.50	0.26	1.21	0
24	1	8	0	17.00	5.60	0.57	0.38	1
49	2	22	4	79.00	7.30	0.29	5.48	0
28	2	3	1	36.00	8.60	0.38	2.71	0
38	1	6	17	18.00	13.00	0.13	2.21	0
33	2	2	9	37.00	4.50	0.83	0.83	0
26	1	8	4	25.00	4.70	0.21	0.96	0
36	1	9	1	40.00	9.80	1.98	1.94	0
37	3	16	14	50.00	36.60	7.32	10.98	1
25	4	0	1	18.00	33.40	2.80	3.21	1
29	1	9	2	33.00	4.80	0.69	0.89	0
27	2	8	4	38.00	6.90	0.36	2.26	0
45	1	17	0	62.00	15.00	2.44	6.86	0
37	1	9	8	57.00	5.50	1.36	1.78	0
29	2	3	6	26.00	6.10	0.54	1.05	1
51	1	10	1	44.00	13.20	4.96	0.85	1
22	3	0	0	23.00	8.40	0.37	1.56	1
30	4	7	10	30.00	15.70	0.26	4.45	0
31	1	7	2	20.00	12.30	0.11	2.35	0
28	1	2	0	18.00	14.80	1.94	0.72	1
35	1	10	16	39.00	5.70	0.22	2.01	0
25	4	1	1	34.00	8.50	0.13	2.76	1
32	2	5	0	28.00	14.80	2.59	1.55	1
33	1	2	10	24.00	9.60	1.04	1.26	0
28	2	3	4	41.00	25.10	5.90	4.39	1
46	3	4	17	73.00	5.40	2.22	1.72	0
41	1	24	12	83.00	14.00	6.59	5.03	0
42	2	11	5	73.00	6.80	2.87	2.09	0
41	4	9	13	47.00	5.00	0.44	1.91	0
26	1	3	5	29.00	25.70	2.53	4.93	1
47	1	27	8	113.00	9.20	2.38	8.02	0
29	1	1	3	18.00	25.60	1.98	2.63	1
34	1	3	14	36.00	4.70	0.62	1.07	0
36	1	7	2	43.00	6.20	1.04	1.63	0
38	2	7	4	64.00	3.00	0.65	1.27	0
41	2	4	14	26.00	19.20	1.47	3.52	1
46	1	9	23	31.00	13.80	1.62	2.66	0
40	3	3	15	55.00	16.50	1.75	7.32	1
44	2	17	0	129.00	2.50	0.55	2.67	0
35	3	10	15	39.00	10.40	1.60	2.45	0
36	1	20	15	60.00	5.40	1.06	2.18	0
28	2	0	3	30.00	4.80	0.12	1.32	1
29	2	6	7	18.00	5.10	0.45	0.47	1
23	2	3	3	22.00	11.40	1.27	1.23	1
41	2	7	17	63.00	15.40	4.64	5.06	0
25	1	1	1	19.00	6.90	0.19	1.12	0
45	2	2	19	29.00	5.40	0.44	1.12	0
48	2	30	14	148.00	7.20	3.97	6.68	0
38	1	18	7	45.00	7.00	0.54	2.61	0
29	1	6	4	46.00	5.40	1.17	1.31	0
42	4	15	8	186.00	3.60	2.40	4.29	0
31	1	11	12	47.00	10.90	2.86	2.26	0
40	1	3	13	23.00	6.90	0.41	1.18	0
26	1	2	6	21.00	19.80	1.02	3.14	0
25	1	6	6	22.00	20.20	2.26	2.18	0
53	4	7	11	61.00	7.90	1.87	2.94	0
50	3	18	27	102.00	14.10	5.78	8.60	0
47	1	31	9	136.00	23.10	14.23	17.18	1
23	1	1	0	21.00	8.40	1.21	0.55	1
37	3	12	8	83.00	4.10	0.32	3.08	0
41	1	24	15	100.00	11.50	5.06	6.44	0
28	2	0	7	29.00	13.30	2.15	1.71	1
31	1	7	11	41.00	30.70	3.00	9.59	1
41	2	6	1	19.00	6.30	0.12	1.07	0
36	1	7	17	40.00	9.90	1.69	2.27	0
41	1	1	16	19.00	4.40	0.24	0.59	0
53	2	16	31	44.00	5.60	1.33	1.13	0
31	2	6	5	25.00	11.50	2.33	0.54	0
28	2	5	6	25.00	2.90	0.34	0.39	0
48	1	28	25	70.00	12.00	4.33	4.07	0
23	2	0	1	42.00	3.90	1.02	0.62	1
31	1	11	6	34.00	6.80	0.30	2.01	0
27	1	6	6	43.00	4.90	0.88	1.22	0
43	1	11	17	37.00	1.30	0.18	0.30	0
29	2	5	7	28.00	18.70	2.13	3.11	0
53	1	6	7	27.00	6.40	0.59	1.13	1
38	1	4	9	19.00	13.60	1.25	1.34	0
30	1	12	10	38.00	8.50	0.17	3.06	0
28	3	2	0	20.00	9.40	0.23	1.65	1
36	1	11	2	33.00	32.50	1.27	9.46	0
48	1	15	5	60.00	2.10	0.32	0.94	0
31	1	12	9	24.00	6.60	0.44	1.14	0
35	1	16	10	57.00	10.50	1.14	4.84	0
50	1	4	4	23.00	12.50	0.14	2.73	0
42	2	12	9	55.00	15.00	2.53	5.72	0
40	1	2	3	28.00	7.10	0.18	1.80	0
37	2	0	13	31.00	0.90	0.12	0.16	1
31	3	6	8	54.00	2.80	0.40	1.11	0
38	1	11	13	35.00	8.00	1.27	1.53	0
35	1	15	1	77.00	10.60	5.50	2.66	0
44	1	24	10	101.00	5.60	2.99	2.66	0
44	2	21	14	113.00	13.20	3.19	11.72	0
33	1	0	12	23.00	0.90	0.08	0.13	0
35	1	7	14	29.00	4.90	0.26	1.16	0
36	3	10	4	43.00	13.00	0.96	4.63	0
23	2	3	4	24.00	6.30	0.55	0.96	0
27	1	0	7	18.00	12.80	0.58	1.72	0
34	1	6	1	20.00	1.20	0.04	0.20	0
35	1	0	5	34.00	11.10	1.37	2.40	1
24	2	4	4	20.00	3.70	0.32	0.42	0
48	1	30	8	101.00	6.40	1.87	4.59	0
26	2	8	1	40.00	11.80	0.44	4.28	0
40	1	6	9	36.00	2.10	0.39	0.37	1
34	1	9	8	48.00	9.30	0.42	4.04	0
35	1	17	4	42.00	3.00	0.09	1.17	0
30	1	7	2	33.00	25.40	1.17	7.22	1
20	1	4	0	14.00	9.70	0.20	1.16	1
36	4	1	17	30.00	11.50	0.32	3.13	0
21	1	1	1	16.00	6.30	0.14	0.87	0
34	1	18	10	53.00	10.50	0.84	4.72	0
35	1	7	5	39.00	16.10	1.70	4.58	1
35	3	1	4	20.00	7.90	0.85	0.73	0
34	1	10	1	33.00	10.30	2.50	0.90	1
33	1	12	12	68.00	10.80	1.37	5.98	0
30	1	4	2	18.00	10.70	0.23	1.70	0
24	2	0	5	16.00	7.30	0.02	1.14	0
47	1	31	8	253.00	7.20	9.31	8.91	0
53	1	0	26	27.00	28.90	2.75	5.05	1
22	3	0	2	20.00	4.70	0.22	0.72	0
48	2	6	1	66.00	12.10	2.32	5.67	0
36	2	6	15	27.00	4.60	0.26	0.98	1
29	2	6	4	21.00	11.50	0.37	2.05	0
33	1	15	3	32.00	7.60	0.49	1.94	0
45	1	19	22	77.00	8.40	2.30	4.17	0
37	1	12	14	44.00	14.70	2.99	3.47	0

總結

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