Optimization Design of College Teaching Reform Paths in the Context of Big Data Mining-Driven High-Quality Development of Commerce and Circulation Based on Big Data Mining

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Figure 11.

Each component score coefficient matrix

	Constituent
Course name	1	2	3	4
Pathology	-0.11	0.126	0.026	0.002
Formulology	-0.019	0.333	-0.142	-0.134
The golden chamber is slightly read	0.076	-0.018	-0.038	0.179
Internal reading	-0.062	0.014	-0.158	0.278
Chilling theory	0.023	0.089	-0.081	0.191
Physiology	-0.274	0.056	0.18	0.135
Biochemistry	0.196	-0.275	0.171	-0.067
Microbial parasitology	0.02	0.14	0.024	-0.116
Epidemiology	0.135	-0.183	0.023	0.158
Western medicine	0.21	-0.036	-0.063	0.015
Pharmacology	-0.114	0.222	-0.113	0.15
Medical history	-0.025	-0.123	0.3	-0.07
Acupuncture	-0.023	0.138	-0.084	0.058
Diagnostic foundation	0.201	-0.149	0.135	-0.083
Human anatomy	-0.047	-0.179	0.322	0.029
Chinese medical history	-0.159	0.075	0.158	0.091
Combination of Chinese and western medicine	0.331	0.019	-0.12	-0.23
Chinese and western medicine combine the oral and throat	0.246	0.078	-0.106	-0.122
Combination of Chinese and western medicine combined with gynecology	0.165	-0.014	-0.061	0.003
Chinese and western medicine combined with foreign science	0.136	-0.046	-0.023	0.157
Chinese and western medicine combined ophthalmology	0.166	-0.162	0.031	0.104
Chinese medicine	0.039	0.168	0.061	-0.204
Traditional Chinese medicine	0.566	-0.081	-0.069	-0.134
Basic theory of Chinese medicine	0.046	0.004	0.186	-0.19
Internal medicine	0.091	0.096	-0.091	0.027
TCM diagnosis	-0.128	0.228	0.086	-0.132
Histology	-0.046	-0.073	0.228	0.034

The component matrix a before the rotation

	Constituent
Course name	1	2	3	4
Pathology	0.743	0.172	0.175	-0.022
Formulology	0.76	0.069	0.141	-0.402
The golden chamber is slightly read	0.74	-0.254	0.07	0.098
Internal reading	0.722	-0.043	0.188	-0.205
Chilling theory	0.826	-0.121	0.184	-0.098
Physiology	0.665	0.405	0.311	0.147
Biochemistry	0.723	0.1	-0.361	0.281
Microbial parasitology	0.79	0.146	-0.038	-0.178
Epidemiology	0.606	-0.307	-0.054	0.219
Western medicine	0.704	-0.297	0.15	0.161
Pharmacology	0.763	-0.017	0.342	-0.098
Medical history	0.646	0.365	-0.218	0.212
Acupuncture	0.795	-0.107	0.151	-0.11
Diagnostic foundation	0.73	0.011	-0.324	0.136
Human anatomy	0.714	0.345	-0.084	0.287
Chinese medical history	0.554	0.256	0.169	0.056
Combination of Chinese and western medicine	0.633	-0.288	-0.341	-0.278
Chinese and western medicine combine the oral and throat	0.674	-0.3	-0.227	-0.276
Combination of Chinese and western medicine combined with gynecology	0.764	-0.303	-0.126	-0.007
Chinese and western medicine combined with foreign science	0.783	-0.251	-0.057	0.148
Chinese and western medicine combined ophthalmology	0.746	-0.262	-0.127	0.211
Chinese medicine	0.729	0.158	-0.103	-0.201
Traditional Chinese medicine	0.474	-0.331	0.506	0.377
Basic theory of Chinese medicine	0.604	0.311	-0.241	-0.065
Internal medicine	0.768	-0.222	0.059	-0.063
TCM diagnosis	0.632	0.387	0.057	-0.192
Histology	0.776	0.293	-0.043	0.147

Total variance interpretation

Constituent	Initial eigenvalue			Extracting the load of the load			Rotational load squared
	Total	Percentage of variance	Cumulation%	Total	Percentage of variance	Cumulation%	Total	Percentage of variance	Cumulation%
1	13.663	50.604	50.604	13.663	50.604	50.604	5.184	19.200	19.200
2	1.686	6.244	56.848	1.686	6.244	56.848	4.872	18.044	37.244
3	1.2	4.444	61.292	1.2	4.444	61.292	4.719	17.478	54.722
4	1.116	4.133	65.425	1.116	4.133	65.425	2.89	10.703	65.425
5	0.866	3.207	68.632
6	0.863	3.196	71.828
7	0.632	2.341	74.169
8	0.603	2.233	76.402
9	0.564	2.089	78.491
10	0.548	2.030	80.521
11	0.477	1.767	82.288
12	0.435	1.611	83.899
13	0.435	1.611	85.51
14	0.361	1.337	86.847
15	0.357	1.322	88.169
16	0.352	1.304	89.473
17	0.315	1.167	90.64
18	0.307	1.137	91.777
19	0.291	1.078	92.855
20	0.286	1.059	93.914
21	0.283	1.048	94.962
22	0.272	1.007	95.969
23	0.231	0.856	96.825
24	0.22	0.815	97.64
25	0.219	0.811	98.451
26	0.217	0.804	99.255
27	0.201	0.744	100.000

The component matrix of the rotation

	Constituent
Course name	1	2	3	4
Pathology	0.197	0.591	0.486	0.273
Formulology	0.366	0.758	0.243	0.085
The golden chamber is slightly read	0.44	0.32	0.188	0.553
Internal reading	0.321	0.269	0.257	0.662
Chilling theory	0.434	0.375	0.228	0.551
Physiology	-0.038	0.44	0.618	0.393
Biochemistry	0.566	0.047	0.624	0.157
Microbial parasitology	0.378	0.556	0.436	0.073
Epidemiology	0.491	0.032	0.292	0.397
Western medicine	0.463	0.271	0.238	0.452
Pharmacology	0.266	0.635	0.316	0.437
Medical history	0.217	0.181	0.726	0.056
Acupuncture	0.426	0.575	0.275	0.399
Diagnostic foundation	0.562	0.136	0.491	0.131
Human anatomy	0.181	0.21	0.787	0.216
Chinese medical history	0.086	0.326	0.477	0.23
Combination of Chinese and western medicine	0.727	0.334	0.122	-0.016
Chinese and western medicine combine the oral and throat	0.714	0.397	0.09	0.045
Combination of Chinese and western medicine combined with gynecology	0.642	0.397	0.263	0.312
Chinese and western medicine combined with foreign science	0.655	0.254	0.282	0.376
Chinese and western medicine combined ophthalmology	0.639	0.104	0.356	0.387
Chinese medicine	0.399	0.561	0.479	0.001
Traditional Chinese medicine	0.802	0.117	0.007	0.111
Basic theory of Chinese medicine	0.277	0.32	0.574	-0.097
Internal medicine	0.538	0.467	0.254	0.381
TCM diagnosis	0.131	0.636	0.514	-0.032
Histology	0.247	0.336	0.704	0.231

KMO standard

Is it appropriate to do factorial analysis	Perfect for	Fit	Basic fit	Reluctance	Discomfort
Score	K>=0.9	0.9>K>=0.8	0.8>K>=0.7	0.7>K>=0.6	K<=0.6

The data structure and the database principle course compare the test

Source		Type iii sum	df	Mean square	F	Sig.
Intercept	hypothesize	748 752.631	1	747482.833	4214.836	.000
	error	17236.548	98.417	167.951a
Year of admission	hypothesize	912.435	1	922.431	5.822	.015
	error	33364.626	215	156.282b
Data structure	hypothesize	6899.072	40	195.932	1.285	.143
	error	33164.526	215	156.122b

Common factor variance

	Initial	Extraction
Pathology	1.000	0.66
Formulology	1.000	0.782
The golden chamber is slightly read	1.000	0.664
Internal reading	1.000	0.671
Chilling theory	1.000	0.689
Physiology	1.000	0.655
Biochemistry	1.000	0.769
Microbial parasitology	1.000	0.619
Epidemiology	1.000	0.553
Western medicine	1.000	0.611
Pharmacology	1.000	0.748
Medical history	1.000	0.545
Acupuncture	1.000	0.703
Diagnostic foundation	1.000	0.619
Human anatomy	1.000	0.746
Chinese medical history	1.000	0.403
Combination of Chinese and western medicine	1.000	0.687
Chinese and western medicine combine the oral and throat	1.000	0.702
Combination of Chinese and western medicine combined with gynecology	1.000	0.712
Chinese and western medicine combined with foreign science	1.000	0.68
Chinese and western medicine combined ophthalmology	1.000	0.685
Chinese medicine	1.000	0.676
Traditional Chinese medicine	1.000	0.676
Basic theory of Chinese medicine	1.000	0.554
Internal medicine	1.000	0.714
TCM diagnosis	1.000	0.657
Histology	1.000	0.724

KMO and bartlett test

KMO sampling availability number		0.955
Bartlett sphericity test	15205.074	15215.621
	.351	0.362
	Significance	0.000

The test of the effect of the course subject in the database principle

Source	Type iii sum	df	Mean square	F	Sig.
Calibration model	756.853a	1	369.495	2.234	.112
intercept	1313830.727	1	1315231.672	7952.285	.000
Year of admission	751.996	2	369.493	2.324	.110
error	52524.312	315	168.606
total	1925995.000	305
Total correction	52269.326	301