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regResult.txt
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regResult.txt
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General health:
exclude employ1, children, income:
HLTHPLN1's coefficient: 0.04900181565656891
PERSDOC2's coefficient: 0.5746998732988984
MEDCOST's coefficient: 0.030928549542126038
CHECKUP1's coefficient: -0.4163878211260929
EXERANY2's coefficient: 0.02789848555000081
SLEPTIM1's coefficient: 0.014671445983674428
CVDINFR4's coefficient: -0.01785684976634498
CVDCRHD4's coefficient: -0.0509359217454895
CVDSTRK3's coefficient: 0.08112088822880069
ASTHMA3's coefficient: -0.3225214394350372
CHCOCNCR's coefficient: 0.19634638366389945
CHCCOPD1's coefficient: 0.5379686034494852
HAVARTH3's coefficient: 0.5550030558338078
ADDEPEV2's coefficient: -0.02828664093129477
CHCKIDNY's coefficient: 0.12102463801978976
DIABETE3's coefficient: -0.05113560553910394
The intercept is: 1.2662057823510902
+-------+-------------------+
|summary| prediction|
+-------+-------------------+
| count| 486303|
| mean| 5.473836264633339|
| stddev| 0.8088982112539281|
| min|-0.8349183832346776|
| max| 21.47643009843881|
+-------+-------------------+
HLTHPLN1's correlation coefficient: 0.02770966549989581
PERSDOC2's correlation coefficient: 0.08571176385084207
MEDCOST's correlation coefficient: 0.024934984421196245
CHECKUP1's correlation coefficient: -0.08888780284863482
EXERANY2's correlation coefficient: -0.009743579564180703
SLEPTIM1's correlation coefficient: 0.09926872808358735
CVDINFR4's correlation coefficient: 0.020547021631027857
CVDCRHD4's correlation coefficient: 0.031253803091154886
CVDSTRK3's correlation coefficient: 0.08565482490604635
ASTHMA3's correlation coefficient: -0.08528223505966916
CHCOCNCR's correlation coefficient: 0.07103363771415436
CHCCOPD1's correlation coefficient: 0.13728395277485983
HAVARTH3's correlation coefficient: 0.1262899346966864
ADDEPEV2's correlation coefficient: 0.03279901296977287
CHCKIDNY's correlation coefficient: 0.08863696953574512
DIABETE3's correlation coefficient: -0.08011392380667305
Consider all fields:
HLTHPLN1's coefficient: 0.07427769348953307
PERSDOC2's coefficient: 0.5132905193293482
MEDCOST's coefficient: 0.03792569324891334
CHECKUP1's coefficient: -0.35458050906931554
EXERANY2's coefficient: 0.035097374893500705
SLEPTIM1's coefficient: 0.013462806450800325
CVDINFR4's coefficient: -0.012562663111117176
CVDCRHD4's coefficient: -0.060719702917446196
CVDSTRK3's coefficient: 0.07443152575265792
ASTHMA3's coefficient: -0.314175731845014
CHCOCNCR's coefficient: 0.1752395211877231
CHCCOPD1's coefficient: 0.5276274354797371
HAVARTH3's coefficient: 0.5215811085694381
ADDEPEV2's coefficient: -0.023639897171298815
CHCKIDNY's coefficient: 0.11256687063080424
DIABETE3's coefficient: -0.04658611469378264
EMPLOY1's coefficient: 0.05994068670168948
CHILDREN's coefficient: -0.006488159765963198
INCOME2's coefficient: 0.011144878886903194
The intercept is: 0.8647072812083038
+-------+-------------------+
|summary| prediction|
+-------+-------------------+
| count| 486303|
| mean| 5.473836264633283|
| stddev| 0.8414955212179742|
| min|-0.1443400920493222|
| max| 21.13280262253911|
+-------+-------------------+
HLTHPLN1's correlation coefficient: 0.02770966549989581
PERSDOC2's correlation coefficient: 0.08571176385084207
MEDCOST's correlation coefficient: 0.024934984421196238
CHECKUP1's correlation coefficient: -0.0888878028486348
EXERANY2's correlation coefficient: -0.009743579564180706
SLEPTIM1's correlation coefficient: 0.09926872808358735
CVDINFR4's correlation coefficient: 0.020547021631027857
CVDCRHD4's correlation coefficient: 0.031253803091154886
CVDSTRK3's correlation coefficient: 0.08565482490604635
ASTHMA3's correlation coefficient: -0.08528223505966916
CHCOCNCR's correlation coefficient: 0.07103363771415436
CHCCOPD1's correlation coefficient: 0.13728395277485983
HAVARTH3's correlation coefficient: 0.12628993469668642
ADDEPEV2's correlation coefficient: 0.03279901296977287
CHCKIDNY's correlation coefficient: 0.08863696953574511
DIABETE3's correlation coefficient: -0.08011392380667307
EMPLOY1's correlation coefficient: -0.009715026332735757
CHILDREN's correlation coefficient: -0.007112118321469436
INCOME2's correlation coefficient: 0.11325515127844925
On checkup1, sleptim1, chccopd1, havarith3, income2:
CHECKUP1's coefficient: -0.38562025508604314
SLEPTIM1's coefficient: 0.014777122666947242
CHCCOPD1's coefficient: 0.5981915367017092
HAVARTH3's coefficient: 0.6015632115617978
INCOME2's coefficient: 0.01191155775334725
The intercept is: 2.0873591990235143
+-------+--------------------+
|summary| prediction|
+-------+--------------------+
| count| 486303|
| mean| 5.473836264633337|
| stddev| 0.7513793837437006|
| min|-0.03766409053359965|
| max| 15.141711039918189|
+-------+--------------------+
HECKUP1's correlation coefficient: -0.0888878028486348
SLEPTIM1's correlation coefficient: 0.09926872808358735
CHCCOPD1's correlation coefficient: 0.13728395277485983
HAVARTH3's correlation coefficient: 0.1262899346966864
INCOME2's correlation coefficient: 0.11325515127844925
PHYSHLTH:
All fields:
HLTHPLN1's coefficient: 0.6631298736382782
PERSDOC2's coefficient: 4.891615576732835
MEDCOST's coefficient: 0.24414641972082776
CHECKUP1's coefficient: -5.457476233268334
EXERANY2's coefficient: -0.16795485605108482
SLEPTIM1's coefficient: 0.17006746770995587
CVDINFR4's coefficient: -0.09819818894834655
CVDCRHD4's coefficient: -0.19478025684430872
CVDSTRK3's coefficient: 0.3268793746126789
ASTHMA3's coefficient: -2.8732006947443387
CHCOCNCR's coefficient: 2.3107513489243763
CHCCOPD1's coefficient: 5.246117908510328
HAVARTH3's coefficient: 5.9437309022442815
ADDEPEV2's coefficient: -0.18464475986605328
CHCKIDNY's coefficient: 0.9116517435421021
DIABETE3's coefficient: -0.650089828044869
EMPLOY1's coefficient: 0.5922712640528214
CHILDREN's coefficient: -0.07395193667161197
INCOME2's coefficient: 0.12376031979465678
The intercept is: 18.27433614263671
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean| 65.57238182779027|
| stddev| 9.415105783270059|
| min|-6.910720230998837|
| max|221.00138870532544|
+-------+------------------+
HLTHPLN1's correlation coefficient: 0.026785201680134204
PERSDOC2's correlation coefficient: 0.09495510216299038
MEDCOST's correlation coefficient: 0.021728741431492664
CHECKUP1's correlation coefficient: -0.1358585292556919
EXERANY2's correlation coefficient: -0.030347746549567116
SLEPTIM1's correlation coefficient: 0.13519713226928515
CVDINFR4's correlation coefficient: 0.025032985039014112
CVDCRHD4's correlation coefficient: 0.04279443182829921
CVDSTRK3's correlation coefficient: 0.09078313134295656
ASTHMA3's correlation coefficient: -0.08887063004643668
CHCOCNCR's correlation coefficient: 0.09066769995097297
CHCCOPD1's correlation coefficient: 0.15972134300734842
HAVARTH3's correlation coefficient: 0.15580020909374076
ADDEPEV2's correlation coefficient: 0.03982233190901904
CHCKIDNY's correlation coefficient: 0.10958071799087776
DIABETE3's correlation coefficient: -0.10224862616397401
EMPLOY1's correlation coefficient: -0.02207392776012944
CHILDREN's correlation coefficient: -0.018776126381492196
INCOME2's correlation coefficient: 0.14357128061324037
On income2, CHCCOPD1, HAVARTH3, SLEPTIM1 and checkup1:
CHECKUP1's coefficient: -5.916406449584005
SLEPTIM1's coefficient: 0.1855186423017323
CHCCOPD1's coefficient: 6.051219083245332
HAVARTH3's coefficient: 6.706461056988224
INCOME2's coefficient: 0.13203245518185566
The intercept is: 29.518344818787448
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean| 65.57238182779273|
| stddev| 8.669707000580416|
| min|-9.333757437932888|
| max|169.85861828218066|
+-------+------------------+
CHECKUP1's correlation coefficient: -0.13585852925569186
SLEPTIM1's correlation coefficient: 0.13519713226928518
CHCCOPD1's correlation coefficient: 0.15972134300734842
HAVARTH3's correlation coefficient: 0.15580020909374076
INCOME2's correlation coefficient: 0.1435712806132404
MENTHLTH:
ALL fields:
HLTHPLN1's coefficient: -0.27045227678682077
PERSDOC2's coefficient: -0.20121188915556648
MEDCOST's coefficient: -0.27548778425225984
CHECKUP1's coefficient: 0.057577498983759
EXERANY2's coefficient: -0.7059176327787559
SLEPTIM1's coefficient: 0.013513799360101783
CVDINFR4's coefficient: -0.5787469471658494
CVDCRHD4's coefficient: -0.32777849307471213
CVDSTRK3's coefficient: -0.4415223099406876
ASTHMA3's coefficient: 0.587514470739275
CHCOCNCR's coefficient: -0.42212992762473767
CHCCOPD1's coefficient: -1.9575132267785647
HAVARTH3's coefficient: 3.1697983225259594
ADDEPEV2's coefficient: -1.0009029761534811
CHCKIDNY's coefficient: -0.19433320107450927
DIABETE3's coefficient: 0.24225675134463187
EMPLOY1's coefficient: 0.10063798715603503
CHILDREN's coefficient: -0.015976340822679874
INCOME2's coefficient: 0.00972000290754417
VETERAN3's coefficient: -0.11614769838913855
_PHYS14D's coefficient: 0.7825009749705603
_RFHLTH's coefficient: 11.480344371431684
The intercept is: 14.213276399097797
+-------+-------------------+
|summary| prediction|
+-------+-------------------+
| count| 486303|
| mean| 30.81054815619068|
| stddev| 15.263966279921446|
| min|-0.5128314489916015|
| max| 147.67029145085056|
+-------+-------------------+
HLTHPLN1's correlation coefficient: -0.015936349764117015
PERSDOC2's correlation coefficient: -0.018492916250535833
MEDCOST's correlation coefficient: -0.01688214362921054
CHECKUP1's correlation coefficient: 0.07472372946401683
EXERANY2's correlation coefficient: 0.032640935941662806
SLEPTIM1's correlation coefficient: -0.04138338558526702
CVDINFR4's correlation coefficient: -0.010148112712488314
CVDCRHD4's correlation coefficient: -0.02134904910499865
CVDSTRK3's correlation coefficient: -0.04012781858526482
ASTHMA3's correlation coefficient: 0.04656513395616196
CHCOCNCR's correlation coefficient: -0.037526150538099594
CHCCOPD1's correlation coefficient: -0.09615708627382928
HAVARTH3's correlation coefficient: -7.312619762857214E-5
ADDEPEV2's correlation coefficient: -0.01818065708788768
CHCKIDNY's correlation coefficient: -0.06782880773843793
DIABETE3's correlation coefficient: 0.07498889626270043
EMPLOY1's correlation coefficient: 0.028498287852039762
CHILDREN's correlation coefficient: 0.02791762553317788
INCOME2's correlation coefficient: -0.055741461287954056
VETERAN3's correlation coefficient: 0.0867119718853728
_PHYS14D's correlation coefficient: 0.1482395446839132
_RFHLTH's correlation coefficient: 0.46923833220389205
Only _RFHLTH, _PHYS14D, veteran3, diabede3, chccopd1:
_RFHLTH's coefficient: 11.40414954731509
_PHYS14D's coefficient: 0.5369496137416782
VETERAN3's coefficient: -0.1446240005303086
DIABETE3's coefficient: 0.32613424265034163
CHCCOPD1's coefficient: -1.886431606580032
The intercept is: 14.55791288938445
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean|30.810548156190286|
| stddev|15.144153559232537|
| min| 8.219185452205503|
| max| 122.9319579156381|
+-------+------------------+
_RFHLTH's correlation coefficient: 0.46923833220389194
_PHYS14D's correlation coefficient: 0.1482395446839132
VETERAN3's correlation coefficient: 0.0867119718853728
DIABETE3's correlation coefficient: 0.07498889626270043
CHCCOPD1's correlation coefficient: -0.09615708627382928
Only on _RFHLTH, _PHYS14D:
_RFHLTH's coefficient: 11.51477352841361
_PHYS14D's coefficient: 0.5369569894188122
The intercept is: 10.858458063324088
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean| 30.81054815619021|
| stddev|15.086402888506774|
| min| 22.91018858115651|
| max|119.32403272381589|
+-------+------------------+
_RFHLTH's correlation coefficient: 0.46923833220389194
_PHYS14D's correlation coefficient: 0.1482395446839132
POORHLTH
HLTHPLN1's coefficient: -0.019174335321021356
PERSDOC2's coefficient: -0.7455091437162666
MEDCOST's coefficient: -0.16603617669995746
CHECKUP1's coefficient: -2.5908404404619354
EXERANY2's coefficient: -1.231219892960997
SLEPTIM1's coefficient: 0.004916449755939098
CVDINFR4's coefficient: -0.4228683814441179
CVDCRHD4's coefficient: 0.36652982512155025
CVDSTRK3's coefficient: -0.31859478923255985
ASTHMA3's coefficient: 0.6977784045612001
CHCOCNCR's coefficient: 0.18372277584641578
CHCCOPD1's coefficient: -1.0656907035020398
HAVARTH3's coefficient: -1.05352524045055
ADDEPEV2's coefficient: -0.12408349858062537
CHCKIDNY's coefficient: 0.07707506604445706
DIABETE3's coefficient: 0.07144344665958283
EMPLOY1's coefficient: -0.24742126506347986
CHILDREN's coefficient: 0.004287364397212579
INCOME2's coefficient: -0.002333475205464094
VETERAN3's coefficient: -0.9142959345405735
_PHYS14D's coefficient: 8.3387333298029
_RFHLTH's coefficient: 7.64688585770225
The intercept is: 18.15346416673285
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean| 29.99406748467519|
| stddev|15.585004100277631|
| min|-32.16681995411125|
| max|159.41730073627704|
+-------+------------------+
HLTHPLN1's correlation coefficient: 0.012732796359331895
PERSDOC2's correlation coefficient: -0.04049958081219476
MEDCOST's correlation coefficient: 0.011834999945556837
CHECKUP1's correlation coefficient: 0.01790567453806513
EXERANY2's correlation coefficient: 0.014434818705526082
SLEPTIM1's correlation coefficient: -0.04940373955078963
CVDINFR4's correlation coefficient: -6.848543395321669E-4
CVDCRHD4's correlation coefficient: -0.004587470208144498
CVDSTRK3's correlation coefficient: -0.040349074254820115
ASTHMA3's correlation coefficient: 0.048623557398811926
CHCOCNCR's correlation coefficient: -0.01886624407726998
CHCCOPD1's correlation coefficient: -0.04677757961074147
HAVARTH3's correlation coefficient: -0.07481039440219509
ADDEPEV2's correlation coefficient: -0.004435050460223253
CHCKIDNY's correlation coefficient: -0.022954850245025357
DIABETE3's correlation coefficient: 0.021805099049516816
EMPLOY1's correlation coefficient: -0.03185497788518505
CHILDREN's correlation coefficient: -0.029891933432313913
INCOME2's correlation coefficient: -0.04835736663246146
VETERAN3's correlation coefficient: -0.011579241617009843
_PHYS14D's correlation coefficient: 0.3413779565229817
_RFHLTH's correlation coefficient: 0.33109936733921214
Only on _RFHLTH, _PHYS14D:
_RFHLTH's coefficient: 7.1356913423587045
_PHYS14D's coefficient: 8.31551511665358
The intercept is: 5.323351126682858
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean|29.994067484677764|
| stddev| 15.17115394934401|
| min|20.774557585695142|
| max|144.38420925779346|
+-------+------------------+
_RFHLTH's correlation coefficient: 0.3310993673392122
_PHYS14D's correlation coefficient: 0.3413779565229816
For question 3:
HLTHPLN1's coefficient: 0.018599478321940557
PERSDOC2's coefficient: 0.12334761646076003
MEDCOST's coefficient: 0.013853362312592175
CHECKUP1's coefficient: 0.09976278999730576
EXERANY2's coefficient: 0.0448196864638663
SLEPTIM1's coefficient: 2.1671320815013604E-4
CVDINFR4's coefficient: -0.014419001105406696
CVDCRHD4's coefficient: -0.056134742587781665
CVDSTRK3's coefficient: 0.036466977063814986
ASTHMA3's coefficient: -0.05775527529025948
CHCOCNCR's coefficient: -0.020678028365192804
CHCCOPD1's coefficient: 0.039951514113293854
HAVARTH3's coefficient: 0.14858323264816756
ADDEPEV2's coefficient: -0.029695599393801664
CHCKIDNY's coefficient: 0.04240477844536034
DIABETE3's coefficient: 0.020107027845284793
EMPLOY1's coefficient: 0.01216726726391875
CHILDREN's coefficient: -8.673623100901471E-4
INCOME2's coefficient: 0.001513236962359886
VETERAN3's coefficient: 0.011624585241009672
_PHYS14D's coefficient: 0.14403173491666182
_RFHLTH's coefficient: 0.08202388446904293
PHYSHLTH's coefficient: 0.07459117349714656
MENTHLTH's coefficient: -0.02759179141744603
POORHLTH's coefficient: -0.00639074947048086
The intercept is: 0.3887254715879499
+-------+-------------------+
|summary| prediction|
+-------+-------------------+
| count| 486303|
| mean| 5.473836264633375|
| stddev| 2.9513045392276314|
| min|-1.7969221009911127|
| max| 11.408224225663044|
+-------+-------------------+
HLTHPLN1's correlation coefficient: 0.027709665499895814
PERSDOC2's correlation coefficient: 0.08571176385084209
MEDCOST's correlation coefficient: 0.024934984421196245
CHECKUP1's correlation coefficient: -0.08888780284863482
EXERANY2's correlation coefficient: -0.009743579564180704
SLEPTIM1's correlation coefficient: 0.09926872808358735
CVDINFR4's correlation coefficient: 0.020547021631027857
CVDCRHD4's correlation coefficient: 0.031253803091154886
CVDSTRK3's correlation coefficient: 0.08565482490604637
ASTHMA3's correlation coefficient: -0.08528223505966916
CHCOCNCR's correlation coefficient: 0.07103363771415434
CHCCOPD1's correlation coefficient: 0.13728395277485983
HAVARTH3's correlation coefficient: 0.12628993469668642
ADDEPEV2's correlation coefficient: 0.03279901296977287
CHCKIDNY's correlation coefficient: 0.08863696953574512
DIABETE3's correlation coefficient: -0.08011392380667307
EMPLOY1's correlation coefficient: -0.009715026332735757
CHILDREN's correlation coefficient: -0.007112118321469437
INCOME2's correlation coefficient: 0.11325515127844925
VETERAN3's correlation coefficient: -0.10387972744206107
_PHYS14D's correlation coefficient: -0.14677351024816054
_RFHLTH's correlation coefficient: -0.3811384456115774
PHYSHLTH's correlation coefficient: 0.8194634427793099
MENTHLTH's correlation coefficient: -0.6330044278975129
POORHLTH's correlation coefficient: -0.47316350071837
HLTHPLN1's coefficient: 0.12082287182252954
PERSDOC2's coefficient: 1.1702612118805698
MEDCOST's coefficient: -0.016145650529388836
CHECKUP1's coefficient: -2.0935266388791844
EXERANY2's coefficient: 0.08936716038948861
SLEPTIM1's coefficient: 0.05935913869280372
CVDINFR4's coefficient: 0.1735940542817629
CVDCRHD4's coefficient: 0.19143219901101377
CVDSTRK3's coefficient: -0.050929081603492424
ASTHMA3's coefficient: -0.32823056576336457
CHCOCNCR's coefficient: 0.89622757123967
CHCCOPD1's coefficient: 0.9624830349467159
HAVARTH3's coefficient: 1.6296879198297942
ADDEPEV2's coefficient: 0.18513786934157073
CHCKIDNY's coefficient: 0.4001433288349849
DIABETE3's coefficient: -0.060357621304410435
EMPLOY1's coefficient: 0.020439971788409984
CHILDREN's coefficient: 0.0013921854607460659
INCOME2's coefficient: 0.0200618590499202
VETERAN3's coefficient: -0.3374127238816445
_PHYS14D's coefficient: -1.4825542151310025
_RFHLTH's coefficient: -2.360214814098451
GENHLTH's coefficient: 6.9225761639491346
MENTHLTH's coefficient: 0.016699417326307746
POORHLTH's coefficient: 0.0037998790904003902
The intercept is: 20.948231640095987
+-------+------------------+
|summary| prediction|
+-------+------------------+
| count| 486303|
| mean| 65.57238182779038|
| stddev| 26.0226337104961|
| min|-1.535684022901787|
| max|126.93257027029956|
+-------+------------------+
HLTHPLN1's correlation coefficient: 0.026785201680134204
PERSDOC2's correlation coefficient: 0.0949551021629904
MEDCOST's correlation coefficient: 0.021728741431492667
CHECKUP1's correlation coefficient: -0.1358585292556919
EXERANY2's correlation coefficient: -0.030347746549567112
SLEPTIM1's correlation coefficient: 0.13519713226928515
CVDINFR4's correlation coefficient: 0.025032985039014116
CVDCRHD4's correlation coefficient: 0.04279443182829922
CVDSTRK3's correlation coefficient: 0.09078313134295656
ASTHMA3's correlation coefficient: -0.08887063004643668
CHCOCNCR's correlation coefficient: 0.09066769995097297
CHCCOPD1's correlation coefficient: 0.15972134300734844
HAVARTH3's correlation coefficient: 0.15580020909374076
ADDEPEV2's correlation coefficient: 0.03982233190901904
CHCKIDNY's correlation coefficient: 0.10958071799087776
DIABETE3's correlation coefficient: -0.102248626163974
EMPLOY1's correlation coefficient: -0.022073927760129446
CHILDREN's correlation coefficient: -0.018776126381492203
INCOME2's correlation coefficient: 0.14357128061324037
VETERAN3's correlation coefficient: -0.14977276007760681
_PHYS14D's correlation coefficient: -0.2075172810710107
_RFHLTH's correlation coefficient: -0.4197811478360114
GENHLTH's correlation coefficient: 0.8194634427793099
MENTHLTH's correlation coefficient: -0.5301461581769225
POORHLTH's correlation coefficient: -0.4059157607476386