Rename notebook 3
This commit is contained in:
parent
ef269a8036
commit
94b5e97991
GPG key ID:
344EA5AB10D868E0
4 changed files with 4973 additions and 4973 deletions
4970
02_descriptive_visualizations.ipynb
Normal file
4970
02_descriptive_visualizations.ipynb
Normal file
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
|
|
@ -17,7 +17,7 @@ The analyses are presented in four notebooks that may be interactively worked
|
|||
with by following these links:
|
||||
- *Notebook 0*: [Data Cleaning](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/00_data_cleaning.ipynb)
|
||||
- *Notebook 1*: [Correlations](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/01_pairwise_correlations.ipynb)
|
||||
- *Notebook 3*: [Visualizations](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/03_descriptive_visualizations.ipynb)
|
||||
- *Notebook 2*: [Visualizations](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/02_descriptive_visualizations.ipynb)
|
||||
- *Notebook 4*: [Predictions](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/04_predictive_models.ipynb)
|
||||
|
||||
|
||||
|
|
|
|||
|
|
@ -428,7 +428,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
|
|||
430,528108130,2020.0,7.61085279039525,0.0,0.0,3,TA,Av,1,0,Ex,788.0,1232.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,896.0,3,TA,RFn,TA,2020.0,7.61085279039525,0,1,Ex,Gtl,12350.0,15.654685543608181,Reg,0.0,450.0,0.0,5,98.0,5,9,Y,0.0,NA,0.0,7,3.0,2020.0,290.0,4040.0,21.31759972987615,AllPub,192.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,404000.0,12.909170156943286
|
||||
431,528108140,2020.0,7.61085279039525,0.0,0.0,3,TA,No,1,0,Ex,570.0,1436.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,900.0,3,TA,Fin,TA,2020.0,7.61085279039525,1,1,Ex,Gtl,12220.0,15.627551834008008,Reg,0.0,305.0,0.0,9,54.0,5,10,Y,0.0,NA,0.0,9,3.5,2006.0,210.0,4026.0,21.29933447351643,AllPub,156.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,402861.0,12.906346868281233
|
||||
432,528110010,1728.0,7.454719949364001,568.0,0.0,3,TA,Gd,1,0,Ex,384.0,1338.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,842.0,3,TA,RFn,TA,2296.0,7.738923757439457,1,1,Ex,Gtl,13478.0,15.879897099046154,IR1,0.0,420.0,0.0,6,274.0,5,10,Y,0.0,NA,0.0,10,3.5,1722.0,656.0,4018.0,21.28887435905055,AllPub,382.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,451950.0,13.021326833226556
|
||||
433,528110020,2674.0,7.891330757661889,0.0,0.0,2,TA,Gd,2,0,Ex,342.0,2288.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,2,Typ,762.0,3,TA,Fin,TA,2674.0,7.891330757661889,1,1,Ex,Gtl,13693.0,15.920887120524267,Reg,0.0,472.0,0.0,3,50.0,5,10,Y,0.0,NA,0.0,8,4.5,2630.0,410.0,5304.0,22.790138257062,AllPub,360.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,1,0,2,2,610000.0,13.321214236149494
|
||||
434,528110090,1734.0,7.458186157340487,1088.0,0.0,4,TA,Gd,0,0,Ex,1734.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,3,Typ,1020.0,3,TA,RFn,TA,2822.0,7.945201132412759,1,1,Ex,Gtl,13891.0,15.958126895168148,Reg,0.0,424.0,0.0,1,170.0,5,9,Y,0.0,NA,192.0,12,3.5,1734.0,414.0,4556.0,21.95794279603217,AllPub,52.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,0,582933.0,13.275827535915461
|
||||
435,528112040,1736.0,7.459338895220296,0.0,0.0,3,TA,No,0,0,Ex,1736.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,834.0,3,TA,RFn,TA,1736.0,7.459338895220296,0,1,Ex,Gtl,11578.0,15.489619617350394,Reg,0.0,302.0,0.0,7,90.0,5,9,Y,0.0,NA,0.0,7,2.0,1736.0,409.0,3472.0,20.53206536701657,AllPub,319.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,360000.0,12.793859310432293
|
||||
436,528116010,1782.0,7.485491608030754,0.0,0.0,3,TA,Gd,1,0,Ex,251.0,1531.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,2,Typ,932.0,3,TA,Fin,TA,1782.0,7.485491608030754,0,1,Gd,Gtl,16870.0,16.46741385670273,IR1,0.0,238.0,0.0,4,82.0,5,8,Y,0.0,NA,0.0,7,3.0,1782.0,181.0,3564.0,20.66596179182348,AllPub,99.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,4,296000.0,12.598114733306197
|
||||
|
|
@ -700,7 +699,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
|
|||
706,902201110,768.0,6.643789733147672,560.0,0.0,3,TA,No,0,0,TA,384.0,384.0,0.0,BLQ,Unf,FuseA,0.0,MnPrv,NA,0,1,Typ,308.0,1,TA,Unf,TA,1328.0,7.191429330036379,1,1,TA,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,3,12.0,7,5,Y,0.0,NA,0.0,6,1.5,768.0,12.0,2096.0,18.080661941177674,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,59,39,129500.0,11.771436160121729
|
||||
707,902202150,811.0,6.698268054115413,576.0,0.0,3,TA,No,0,0,TA,811.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,2,Typ,256.0,1,TA,Unf,TA,1387.0,7.234898420314831,0,2,Gd,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,11,0.0,4,5,Y,0.0,NA,0.0,7,2.0,811.0,0.0,2198.0,18.30105269110471,AllPub,0.0,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,55,55,93000.0,11.440354772135393
|
||||
708,902204080,861.0,6.7580945044277305,0.0,0.0,2,TA,No,0,0,Fa,861.0,0.0,0.0,Unf,Unf,SBrkr,128.0,NA,NA,0,1,Typ,288.0,2,TA,Unf,TA,861.0,6.7580945044277305,0,1,TA,Gtl,7404.0,14.375113185074957,Reg,0.0,0.0,0.0,11,0.0,6,4,N,0.0,NA,0.0,5,1.0,861.0,128.0,1722.0,17.190987754073017,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,89,59,80000.0,11.289781913656018
|
||||
709,902205010,612.0,6.416732282512326,0.0,0.0,1,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseA,25.0,NA,NA,0,1,Typ,308.0,1,Fa,Unf,TA,612.0,6.416732282512326,0,1,TA,Gtl,5925.0,13.837946210420888,Reg,0.0,0.0,0.0,10,0.0,4,2,N,0.0,NA,0.0,4,1.0,0.0,25.0,612.0,13.043479427110126,AllPub,0.0,0,0,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,69,59,45000.0,10.714417768752456
|
||||
710,902205030,600.0,6.396929655216146,368.0,0.0,2,TA,No,0,0,TA,600.0,0.0,0.0,Unf,Unf,SBrkr,0.0,GdWo,NA,0,1,Typ,0.0,0,NA,NA,NA,968.0,6.875232087276577,0,1,TA,Gtl,5925.0,13.837946210420888,Reg,0.0,0.0,0.0,5,0.0,6,3,Y,0.0,NA,0.0,6,1.0,600.0,0.0,1568.0,16.7790642448278,AllPub,0.0,1,0,1,0,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,99,59,37900.0,10.542706391070517
|
||||
711,902206260,886.0,6.786716950605081,0.0,0.0,2,TA,No,0,0,Fa,190.0,0.0,0.0,Unf,Unf,FuseA,80.0,NA,NA,0,1,Typ,273.0,1,TA,Unf,TA,886.0,6.786716950605081,0,1,TA,Gtl,5784.0,13.780601121178693,Reg,0.0,0.0,0.0,12,20.0,8,5,Y,0.0,NA,0.0,4,1.0,190.0,244.0,1076.0,15.19912043380998,AllPub,144.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,71,13,91300.0,11.421906066583059
|
||||
712,902207170,792.0,6.674561391814426,0.0,0.0,2,TA,No,0,0,Fa,624.0,0.0,0.0,Unf,Unf,SBrkr,81.0,GdWo,NA,0,1,Typ,287.0,1,TA,Unf,TA,792.0,6.674561391814426,0,1,TA,Gtl,8520.0,14.719743466735071,Reg,0.0,0.0,0.0,2,0.0,8,5,Y,0.0,NA,0.0,5,1.0,624.0,81.0,1416.0,16.33942215073927,AllPub,0.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,86,59,99500.0,11.507912923146684
|
||||
|
|
@ -1745,6 +1743,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
|
|||
1770,528354110,1383.0,7.232010331664759,1015.0,0.0,3,TA,No,1,0,Gd,660.0,719.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,834.0,3,TA,Fin,TA,2398.0,7.7823903355874595,1,1,Gd,Gtl,11787.0,15.53526259606626,IR1,0.0,594.0,0.0,8,60.0,5,7,Y,0.0,NA,0.0,8,3.5,1379.0,299.0,3777.0,20.96566210764097,AllPub,239.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,10,315750.0,12.662706040212738
|
||||
1771,528358040,1214.0,7.101675971619444,1306.0,0.0,4,TA,No,0,0,Gd,638.0,565.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,721.0,3,TA,RFn,TA,2520.0,7.832014180505469,1,1,Gd,Gtl,9950.0,15.106276534404287,IR1,0.0,290.0,0.0,6,114.0,5,7,Y,0.0,NA,0.0,9,2.5,1203.0,338.0,3723.0,20.8909872937205,AllPub,224.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,290000.0,12.577636201962656
|
||||
1772,528364110,1328.0,7.191429330036379,1203.0,0.0,4,TA,Av,0,0,Gd,1198.0,56.0,64.0,LwQ,ALQ,SBrkr,0.0,NA,TA,1,2,Typ,752.0,3,TA,RFn,TA,2531.0,7.836369760545124,1,1,Gd,Gtl,12257.0,15.635300851369571,IR1,0.0,513.0,0.0,11,98.0,5,8,Y,0.0,NA,0.0,9,2.5,1318.0,320.0,3849.0,21.06391115400039,AllPub,222.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,290000.0,12.577636201962656
|
||||
1773,528366050,3228.0,8.07961802938984,0.0,0.0,4,TA,No,1,0,Gd,1969.0,1231.0,0.0,GLQ,Unf,SBrkr,291.0,NA,Gd,1,3,Typ,546.0,2,TA,RFn,TA,3228.0,8.07961802938984,0,1,Gd,Gtl,12692.0,15.724859195735945,IR1,0.0,0.0,0.0,5,75.0,5,8,Y,0.0,NA,0.0,10,4.0,3200.0,630.0,6428.0,23.879201299438567,AllPub,264.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,15,14,430000.0,12.971540487669746
|
||||
1774,528366070,1105.0,7.007600613951853,1097.0,0.0,4,TA,No,1,0,Ex,770.0,335.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,517.0,2,TA,RFn,TA,2202.0,7.697121317282625,1,1,Gd,Gtl,11762.0,15.529841439857076,Reg,0.0,309.0,0.0,9,65.0,5,8,Y,0.0,NA,144.0,9,3.5,1105.0,209.0,3307.0,20.284644002311033,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,15,14,263000.0,12.479909311159902
|
||||
1775,528376010,1335.0,7.19668657083435,1203.0,0.0,4,TA,No,0,0,Gd,100.0,1225.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,933.0,3,TA,RFn,TA,2538.0,7.839131648274333,1,1,Gd,Gtl,9044.0,14.867724959619174,IR1,0.0,526.0,0.0,5,92.0,5,8,Y,0.0,NA,0.0,8,2.5,1325.0,290.0,3863.0,21.08284412453433,AllPub,198.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,10,330000.0,12.706847933442663
|
||||
1776,528427040,1369.0,7.221835825288449,0.0,0.0,3,TA,No,0,0,Gd,1369.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,2,Typ,605.0,2,TA,Unf,TA,1369.0,7.221835825288449,0,1,Gd,Gtl,9910.0,15.096165253640338,Reg,0.0,0.0,0.0,9,203.0,6,7,Y,0.0,NA,0.0,5,2.0,1369.0,203.0,2738.0,19.34762998557629,AllPub,0.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,1,0,0,0,213133.0,12.269671662972327
|
||||
|
|
@ -2621,6 +2620,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
|
|||
2664,902329070,684.0,6.52795791762255,684.0,0.0,3,TA,No,0,0,TA,684.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,1,Typ,216.0,1,Fa,Unf,TA,1368.0,7.221105098182496,0,1,TA,Gtl,3600.0,12.679331552660544,Reg,0.0,0.0,0.0,10,158.0,7,6,N,0.0,NA,0.0,7,1.0,684.0,158.0,2052.0,17.982934302945672,AllPub,0.0,0,0,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,96,13,114504.0,11.648365035864053
|
||||
2665,902329090,998.0,6.905753276311464,764.0,0.0,4,TA,No,1,0,Fa,596.0,0.0,0.0,Unf,Unf,SBrkr,221.0,NA,NA,0,1,Typ,576.0,2,TA,Unf,TA,1762.0,7.474204806496124,1,1,Gd,Gtl,7200.0,14.307105706203597,Reg,0.0,0.0,0.0,10,0.0,7,7,N,0.0,NA,0.0,8,2.5,596.0,257.0,2358.0,18.630818497230923,AllPub,36.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,86,56,157000.0,11.964001084330445
|
||||
2666,902400090,1200.0,7.090076835776092,0.0,0.0,4,TA,No,0,0,TA,1200.0,0.0,0.0,Unf,Unf,FuseA,228.0,NA,NA,0,1,Typ,312.0,1,Fa,Unf,Fa,1200.0,7.090076835776092,0,1,TA,Gtl,11340.0,15.43673148163438,Reg,0.0,0.0,0.0,3,0.0,5,6,Y,0.0,NA,0.0,7,1.0,1200.0,228.0,2400.0,18.71440609779312,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,83,56,125000.0,11.736069016284437
|
||||
2667,902400110,1518.0,7.325148957955575,1518.0,0.0,4,TA,Mn,0,0,TA,1107.0,0.0,0.0,Unf,Unf,SBrkr,0.0,GdPrv,TA,2,2,Typ,840.0,3,TA,Unf,Ex,3608.0,8.190908881182514,1,1,Ex,Gtl,22950.0,17.294696462432224,IR2,572.0,0.0,0.0,6,260.0,9,10,Y,0.0,NA,410.0,12,2.5,1107.0,670.0,4715.0,22.143531063375193,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,114,13,475000.0,13.071070083016778
|
||||
2668,902401090,624.0,6.436150368369428,624.0,0.0,2,TA,No,0,0,TA,624.0,0.0,0.0,Unf,Unf,FuseA,256.0,NA,NA,0,2,Typ,0.0,0,NA,NA,NA,1248.0,7.129297548929373,0,2,TA,Gtl,5976.0,13.858385901870495,Reg,0.0,0.0,0.0,12,130.0,7,5,N,0.0,NA,0.0,8,2.0,624.0,386.0,1872.0,17.56478361538355,AllPub,0.0,0,0,0,1,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,86,56,93500.0,11.44571671527678
|
||||
2669,902406030,960.0,6.866933284461882,0.0,0.0,3,TA,No,0,0,TA,960.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,1,Typ,624.0,2,TA,Unf,TA,960.0,6.866933284461882,0,1,TA,Gtl,9750.0,15.055349293727405,Reg,0.0,0.0,4500.0,7,0.0,5,5,Y,0.0,NA,0.0,5,1.0,960.0,0.0,1920.0,17.679331552660543,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,48,48,125000.0,11.736069016284437
|
||||
2670,902456015,1020.0,6.927557906278317,0.0,0.0,2,Fa,No,0,0,TA,1020.0,0.0,0.0,Unf,Unf,FuseP,105.0,NA,NA,0,1,Typ,0.0,0,NA,NA,NA,1020.0,6.927557906278317,0,1,Fa,Gtl,4761.0,13.322216261602419,Reg,0.0,0.0,0.0,10,0.0,3,3,N,0.0,NA,0.0,5,1.0,1020.0,105.0,2040.0,17.95599057784113,AllPub,0.0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,88,56,64500.0,11.074420502783864
|
||||
|
|
|
|||
|
Can't render this file because it is too large.
|
Loading…
Reference in a new issue