I use the toolbox glm-ie for a better result on the estimation.
RMSE=0.12677
99 regression values
| Variable | PLS value |
| 'population' | 0.3999 |
| 'householdsize' | 0.0214 |
| 'racepctblack' | 0.3249 |
| 'racePctWhite' | -0.0197 |
| 'racePctAsian' | -0.0128 |
| 'racePctHisp' | 0.1544 |
| 'agePct12t21' | 0.2107 |
| 'agePct12t29' | -0.2984 |
| 'agePct16t24' | -0.2222 |
| 'agePct65up' | 0.0728 |
| 'numbUrban' | -0.6007 |
| 'pctUrban' | 0.0616 |
| 'medIncome' | -0.0318 |
| 'pctWWage' | -0.027 |
| 'pctWFarmSelf' | 0.0758 |
| 'pctWInvInc' | -0.202 |
| 'pctWSocSec' | 0.2436 |
| 'pctWPubAsst' | 0.053 |
| 'pctWRetire' | -0.1096 |
| 'medFamInc' | 0.287 |
| 'perCapInc' | 0.1205 |
| 'whitePerCap' | -0.3385 |
| 'blackPerCap' | -0.0349 |
| 'indianPerCap' | -0.0365 |
| 'AsianPerCap' | 0.0113 |
| 'HispPerCap' | 0.0438 |
| 'NumUnderPov' | 0.0496 |
| 'PctPopUnderPov' | -0.167 |
| 'PctLess9thGrade' | -0.1638 |
| 'PctNotHSGrad' | 0.0938 |
| 'PctBSorMore' | 0.0608 |
| 'PctUnemployed' | -0.0264 |
| 'PctEmploy' | 0.2514 |
| 'PctEmplManu' | -0.0542 |
| 'PctEmplProfServ' | 0.0028 |
| 'PctOccupManu' | 0.0836 |
| 'PctOccupMgmtProf' | 0.0769 |
| 'MalePctDivorce' | 0.3493 |
| 'MalePctNevMarr' | 0.3719 |
| 'FemalePctDiv' | -0.0662 |
| 'TotalPctDiv' | -0.227 |
| 'PersPerFam' | -0.1277 |
| 'PctFam2Par' | -0.2185 |
| 'PctKids2Par' | 0.0216 |
| 'PctYoungKids2Par' | -0.0836 |
| 'PctTeen2Par' | -0.0316 |
| 'PctWorkMomYoungKids' | 0.075 |
| 'PctWorkMom' | -0.2358 |
| 'NumIlleg' | -0.0587 |
| 'PctIlleg' | -0.0566 |
| 'NumImmig' | -0.1606 |
| 'PctImmigRecent' | -0.0015 |
| 'PctImmigRec5' | 0.0414 |
| 'PctImmigRec8' | 0.0322 |
| 'PctImmigRec10' | -0.0792 |
| 'PctRecentImmig' | -0.1426 |
| 'PctRecImmig5' | 0.153 |
| 'PctRecImmig8' | -0.126 |
| 'PctRecImmig10' | 0.147 |
| 'PctSpeakEnglOnly' | 0.1233 |
| 'PctNotSpeakEnglWell' | -0.1464 |
| 'PctLargHouseFam' | 0.298 |
| 'PctLargHouseOccup' | -0.5543 |
| 'PersPerOccupHous' | 0.5582 |
| 'PersPerOwnOccHous' | -0.0536 |
| 'PersPerRentOccHous' | -0.1228 |
| 'PctPersOwnOccup' | -0.5747 |
| 'PctPersDenseHous' | 0.2394 |
| 'PctHousLess3BR' | 0.1854 |
| 'MedNumBR' | 0.0108 |
| 'HousVacant' | 0.223 |
| 'PctHousOccup' | -0.0406 |
| 'PctHousOwnOcc' | 0.4564 |
| 'PctVacantBoarded' | 0.056 |
| 'PctVacMore6Mos' | -0.1005 |
| 'MedYrHousBuilt' | -0.0174 |
| 'PctHousNoPhone' | 0.0764 |
| 'PctWOFullPlumb' | -0.0602 |
| 'OwnOccLowQuart' | -0.5692 |
| 'OwnOccMedVal' | 0.6942 |
| 'OwnOccHiQuart' | -0.2407 |
| 'RentLowQ' | -0.2082 |
| 'RentMedian' | -0.1476 |
| 'RentHighQ' | -0.0501 |
| 'MedRent' | 0.3854 |
| 'MedRentPctHousInc' | 0.0655 |
| 'MedOwnCostPctInc' | 0.0067 |
| 'MedOwnCostPctIncNoMtg' | -0.0985 |
| 'NumInShelters' | 0.1403 |
| 'NumStreet' | 0.1572 |
| 'PctForeignBorn' | 0.203 |
| 'PctBornSameState' | 0.0552 |
| 'PctSameHouse85' | 0.0661 |
| 'PctSameCity85' | 0.0252 |
| 'PctSameState85' | -0.0341 |
| 'LandArea' | 0.1668 |
| 'PopDens' | 0.0625 |
| 'PctUsePubTrans' | -0.0917 |
| 'LemasPctOfficDrugUn' | 0.0052 |
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