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data
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zhongkao and gaokao mock:
Total len: 10433
Mean Squared Error: 2601.3137561283884
R2 score: 0.748153327134703
zhongkao,gaokao and female
Total len: 10433
Mean Squared Error: 2601.3137561283884
R2 score: 0.748153327134703
dataarr = [zhongkao,gaokao_mockavg,female,county,gaokao]
Total len: 10433
Mean Squared Error: 2612.4892983841482
R2 score: 0.7470713649423499
dataarr = [zhongkao,gaokao_mockavg,female,county,school,gaokao]
Total len: 10433
Mean Squared Error: 2588.7025295489675
R2 score: 0.7493742853706309
dataarr = [zhongkao,gaokao_mockavg,female,school,gaokao]
Total len: 10433
Mean Squared Error: 2554.840274633651
R2 score: 0.7526526658489748
dataarr = [zhongkao,gaokao_mockavg,female,state,school,gaokao]
Total len: 10433
Mean Squared Error: 2554.840274633651
R2 score: 0.7526526658489748
dataarr = [zhongkao,gaokao_mockavg,female,state,urban,school,gaokao]
Total len: 9819
Mean Squared Error: 2563.634629061619
R2 score: 0.7508094228816797
dataarr = [zhongkao,gaokao_mockavg,female,state,urban,school,year,gaokao]
Total len: 9819
Mean Squared Error: 4102.092895677582
R2 score: 0.6012681040897699
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,state,urban,school,year,gaokao]
Total len: 6296
Mean Squared Error: 1367.4555429457953
R2 score: 0.8890431578061917
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,state,urban,school,gaokao]
Total len: 6296
Mean Squared Error: 1346.3262743133866
R2 score: 0.8907576098316421
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,state,age,urban,school,gaokao]
Total len: 6294
Mean Squared Error: 1347.1849457906544
R2 score: 0.8907489994293424
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,ethnicity,state,age,urban,school,gaokao]
Total len: 3025
Mean Squared Error: 1040.0158235287975
R2 score: 0.9203968430731583
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate, state, age, urban, school, gaokao]
Total len: 3025
Mean Squared Error: 1040.0158235287975
R2 score: 0.9203968430731583
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,zhongkaomock,state,age,urban,school,gaokao]
Total len: 1713
Mean Squared Error: 1279.4979212235125
R2 score: 0.8980764161863768
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate, state, age, urban, school, gaokao]
Total len: 1713
Mean Squared Error: 1281.125268058622
R2 score: 0.8979467832899173
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate, onechild,state, age, urban, school, gaokao]
Total len: 610
Mean Squared Error: 1927.936100607437
R2 score: 0.7106000197747224
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate,state, age, urban, school, gaokao]
Total len: 610
Mean Squared Error: 1927.38993906157
R2 score: 0.7106820033739318
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate,terms,state, age, urban, school, gaokao]
Total len: 2618
Mean Squared Error: 1034.7479958570043
R2 score: 0.9217325228620965
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate,state, age, urban, school, gaokao]
Total len: 2618
Mean Squared Error: 1086.923862332528
R2 score: 0.91778598375028
with svr rbf
Total len: 2618
Mean Squared Error: 894.8714224696195
R2 score: 0.9323126704473625
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate,state, age, urban, school, gaokao]
Total len: 6294
Mean Squared Error: 1200.9326202027098
R2 score: 0.9026094443936312
-----------------------
dataarr2 = [zhongkao, gaokao_mockavg, female, freshgraduate,state, age, urban, school, gaokao]
Total len: 6294
Mean Squared Error: 1200.9326202027098
R2 score: 0.9026094443936312
dataarr = [zhongkao,gaokao_mockavg,female,freshgraduate,state,age,urban,school,gaokao]
dataarr = [gaokao_mockavg, female, freshgraduate, state, school, gaokao]
with lasso
dataarr = [gaokao_mockavg, female, state, school, gaokao]
dataarr = [gaokao_mockavg, state, gaokao]