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MIT License
Copyright (c) 2018-2021 Alexander Hess [alexander@webartifex.biz]
Copyright (c) 2018-2020 Alexander Hess [alexander@webartifex.biz]
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal

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# Ames Housing
This repository is a case study of applying various machine learning models
to the problem of predicting house prices.
This repository is a case study of applying various machine learning models to
the problem of predicting house prices.
The dataset is publicly available
and can be downloaded, for example, at [Kaggle](https://www.kaggle.com/c/house-prices-advanced-regression-techniques).
The dataset is publicly available and can be downloaded, for example, at
[Kaggle](https://www.kaggle.com/c/house-prices-advanced-regression-techniques).
The case study is based on this [research paper](static/paper.pdf).
A video presentation of the case study is available on [YouTube <img height="12" style="display: inline-block" src="static/link/to_yt.png">](https://www.youtube.com/watch?v=VSeGseoJsNA).
### Table of Contents
The case study is based on this [research paper](paper.pdf).
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 2*: [Visualizations](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/02_descriptive_visualizations.ipynb)
- *Notebook 3*: [Predictions](https://mybinder.org/v2/gh/webartifex/ames-housing/main?urlpath=lab/tree/03_predictive_models.ipynb)
- [Data Cleaning](https://mybinder.org/v2/gh/webartifex/ames-housing/master?urlpath=lab/tree/01_data_cleaning.ipynb)
- [Correlations](https://mybinder.org/v2/gh/webartifex/ames-housing/master?urlpath=lab/tree/02_pairwise_correlations.ipynb)
- [Visualizations](https://mybinder.org/v2/gh/webartifex/ames-housing/master?urlpath=lab/tree/03_descriptive_visualizations.ipynb)
- [Predictions](https://mybinder.org/v2/gh/webartifex/ames-housing/master?urlpath=lab/tree/04_predictive_models.ipynb)
A video presentation of the case study is available on
[YouTube <img height="12" style="display: inline-block" src="link_to_yt.png">](https://www.youtube.com/watch?v=VSeGseoJsNA).
### Objective
## Installation
The **main goal** is to **show** students
how **Python** can be used to solve a typical **data science** task.
The project can be cloned and may be worked with under the MIT open source
license.
Python 3.7 was used to prepare and test the provided code.
Albeit the [poetry](https://python-poetry.org/) tool was used to manage the
dependencies, a [requirements.txt](requirements.txt) file is also provided as
an alternative.
On a Unix system, run:
- `git clone https://github.com/webartifex/ames-housing.git` (or use HTTPS
instead)
- either `poetry install` or `pip install -r requirements.txt` (in the latter
case, it is suggested that a virtual environment be used)
- after installation, `jupyter lab` opens a new tab in one's web browser where
the notebooks and data files may be opened
### Prerequisites
To be suitable for *beginners*, there are *no* formal prerequisites.
It is only expected that the student has:
- a *solid* understanding of the **English** language and
- knowledge of **basic mathematics** from high school.
Some background knowledge in Python is still helpful.
To learn about Python and programming in detail,
this [introductory course <img height="12" style="display: inline-block" src="static/link/to_gh.png">](https://github.com/webartifex/intro-to-python) is recommended.
### Getting started & Installation
To follow this workshop, an installation of **Python 3.9** or higher is expected.
A popular and beginner friendly way is
to install the [Anaconda Distribution](https://www.anaconda.com/download)
that not only ships Python itself
but also comes pre-packaged with a lot of third-party libraries
including [Python's scientific stack](https://scipy.org/).
Detailed instructions can be found [here <img height="12" style="display: inline-block" src="static/link/to_gh.png">](https://github.com/webartifex/intro-to-python#installation).
As this project assumes a couple of third-party packages
that are *not* part of the Anaconda Distribution,
it is most likely necessary
to run the command `pip install -r requirements.txt`
before working with the notebook files.
## Contributing
Feedback **is highly encouraged** and will be incorporated.
Open an issue in the [issues tracker <img height="12" style="display: inline-block" src="static/link/to_gh.png">](https://github.com/webartifex/ames-housing/issues)
or initiate a [pull request <img height="12" style="display: inline-block" src="static/link/to_gh.png">](https://help.github.com/en/articles/about-pull-requests)
if you are familiar with the concept.
Simple issues that *anyone* can **help fix** are, for example,
**spelling mistakes** or **broken links**.
If you feel that some topic is missing entirely, you may also mention that.
The materials here are considered a **permanent work-in-progress**.
Alternatively, the project should also be runnable with the
[Anaconda Distribution](https://www.anaconda.com/products/individual).
## About the Author
Alexander Hess is a PhD student
at the Chair of Logistics Management at [WHU - Otto Beisheim School of Management](https://www.whu.edu)
where he conducts research on urban delivery platforms
and teaches coding courses based on Python in the BSc and MBA programs.
Alexander Hess is a PhD student at the Chair of Logistics Management at the
[WHU - Otto Beisheim School of Management](https://www.whu.edu) where he
conducts research on urban delivery platforms and teaches an introductory
course on Python (cf., [Fall Term 2019](https://vlv.whu.edu/campus/all/event.asp?objgguid=0xE57C2715B01B441AAFD3E79AA05CACCF&from=vvz&gguid=0x6A2B0ED5B2B949E69957A2099E7DE2F1&mode=own&tguid=0x3980A9BBC3BF4A638E977F2DC163F44B&lang=en),
[Spring Term 2020](https://vlv.whu.edu/campus/all/event.asp?objgguid=0x3354F4C108FF4E959CDD692A325D9AFE&from=vvz&gguid=0x262E29795DD742CFBDE72B12B69CEFD6&mode=own&lang=en&tguid=0x2E4A7D1FF3C34AD08FF07685461781C9)).
Connect him on [LinkedIn](https://www.linkedin.com/in/webartifex).
Connect with him on [LinkedIn](https://www.linkedin.com/in/webartifex).

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@ -351,7 +351,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Alley,Bedroom
352,527132090,1478.0,7.298445101508147,0.0,0.0,NA,2,1Fam,TA,Av,1,0,Gd,1077.0,341.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,CemntBd,CemntBd,NA,NA,0,PConc,2,Typ,495.0,2,TA,Fin,TA,Attchd,1478.0,7.298445101508147,0,GasA,Ex,1Story,1,TA,Lvl,Gtl,7380.0,14.367200464938653,Corner,IR1,0.0,120,RL,0.0,None,NA,0.0,7,StoneBr,43.0,5,8,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,5,3.0,1418.0,211.0,2896.0,19.622362214685307,AllPub,168.0,1998,1998,2009,240000.0,12.388394202324129
353,527146010,1734.0,7.458186157340487,0.0,0.0,NA,2,TwnhsE,TA,No,1,0,Gd,846.0,741.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,CemntBd,CemntBd,NA,NA,0,PConc,2,Typ,528.0,2,TA,RFn,TA,Attchd,1734.0,7.458186157340487,0,GasA,Ex,1Story,1,Gd,Lvl,Gtl,8013.0,14.56854934744058,Corner,IR1,0.0,120,RL,0.0,None,NA,0.0,9,StoneBr,50.0,5,8,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,3.0,1587.0,102.0,3321.0,20.306016067856913,AllPub,52.0,1995,1996,2009,239500.0,12.386308695833106
354,527161040,751.0,6.621405651764134,631.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,195.0,189.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,396.0,2,TA,Fin,TA,BuiltIn,1382.0,7.231287004327616,1,GasA,Gd,SLvl,1,TA,Lvl,Gtl,8923.0,14.834252319425625,Inside,IR1,0.0,080,RL,0.0,None,NA,0.0,2,Gilbert,0.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,2.5,384.0,256.0,1766.0,17.303249574220334,AllPub,256.0,1998,1998,2009,177500.0,12.086725887897607
355,527162110,885.0,6.785587645007929,833.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,832.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,427.0,2,TA,Fin,TA,Attchd,1718.0,7.4489161025442,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,10141.0,15.15405917561631,Corner,IR1,0.0,060,RL,40.0,BrkFace,NA,0.0,12,Gilbert,94.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,291.0,Pave,7,2.5,832.0,385.0,2550.0,19.00369171710328,AllPub,0.0,1998,1998,2009,185000.0,12.128111104060462
355,527162110,885.0,6.785587645007929,833.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,832.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,427.0,2,TA,Fin,TA,Attchd,1718.0,7.4489161025442,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,10141.0,15.15405917561631,Corner,IR1,0.0,060,RL,40.0,BrkFace,NA,0.0,12,Gilbert,94.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,291.0,Pave,7,2.5,832.0,385.0,2550.0,19.003691717103283,AllPub,0.0,1998,1998,2009,185000.0,12.128111104060462
356,527162120,952.0,6.858565034791365,684.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,476.0,476.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,440.0,2,TA,Fin,TA,Attchd,1636.0,7.400009517162692,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,7500.0,14.406534966757283,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,10,Gilbert,84.0,5,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,3.5,952.0,84.0,2588.0,19.07480946817217,AllPub,0.0,1998,1999,2009,191000.0,12.160028707028767
357,527163040,799.0,6.683360945766275,772.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,799.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,380.0,2,TA,RFn,TA,Attchd,1571.0,7.359467638255621,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,7837.0,14.51404532104361,Inside,IR1,0.0,060,RL,0.0,None,NA,0.0,5,Gilbert,40.0,7,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,2.5,799.0,40.0,2370.0,18.654821409606946,AllPub,0.0,1993,1994,2009,178000.0,12.089538829274222
358,527163070,680.0,6.522092798170152,790.0,0.0,NA,3,1Fam,Gd,No,0,0,Gd,370.0,310.0,0.0,ALQ,Unf,Y,Norm,Norm,SBrkr,0.0,Gd,Ex,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,420.0,2,TA,Fin,TA,BuiltIn,1470.0,7.293017679772782,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,9765.0,15.059201296829725,Corner,IR2,0.0,060,RL,68.0,BrkFace,Shed,480.0,4,Gilbert,63.0,8,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.5,680.0,295.0,2150.0,18.198382041699816,AllPub,232.0,1993,1993,2009,185000.0,12.128111104060462
@ -545,7 +545,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Alley,Bedroom
550,531452260,754.0,6.625392368007956,786.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,122.0,36.0,596.0,LwQ,GLQ,Y,RRAe,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,NA,0,PConc,2,Typ,495.0,2,TA,RFn,TA,Attchd,1540.0,7.3395376954076745,1,GasA,Ex,2Story,1,Gd,Lvl,Gtl,9109.0,14.885540064062317,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,10,SawyerW,32.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,3.5,754.0,172.0,2294.0,18.50112687133047,AllPub,140.0,1994,1994,2009,184000.0,12.122691036591123
551,531453100,698.0,6.548219102762372,702.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,345.0,331.0,0.0,Rec,Unf,Y,Norm,Norm,SBrkr,0.0,Gd,TA,VinylSd,VinylSd,NA,NA,0,CBlock,2,Typ,465.0,2,TA,RFn,TA,Attchd,1400.0,7.24422751560335,1,GasA,TA,2Story,1,TA,Lvl,Gtl,10274.0,15.186855822557384,CulDSac,IR1,0.0,060,RL,141.0,BrkFace,NA,0.0,7,SawyerW,48.0,7,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.5,676.0,48.0,2076.0,18.036445788849743,AllPub,0.0,1986,1986,2009,162000.0,11.99535161421452
552,531475220,964.0,6.871091294610546,918.0,0.0,NA,4,Duplx,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,Y,Norm,Norm,SBrkr,0.0,TA,TA,Wd Sdng,WdShing,NA,TA,2,Slab,2,Typ,612.0,2,TA,Unf,TA,Attchd,1882.0,7.540090320145325,0,GasA,TA,2Story,2,TA,Lvl,Gtl,8250.0,14.64026616916342,Inside,Reg,0.0,090,RL,0.0,None,NA,0.0,5,SawyerW,0.0,7,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,8,2.0,0.0,0.0,1882.0,17.588839942548756,AllPub,0.0,1981,1981,2009,160000.0,11.982929094215963
553,531477020,841.0,6.734591659972948,0.0,0.0,NA,2,1Fam,Fa,No,0,0,TA,721.0,0.0,0.0,Unf,Unf,Y,Feedr,Norm,SBrkr,24.0,Fa,Fa,Wd Sdng,AsbShng,NA,NA,0,CBlock,1,Typ,294.0,1,TA,Unf,TA,CarPort,841.0,6.734591659972948,0,GasA,Gd,1Story,1,TA,Lvl,Gtl,8400.0,14.68470426970406,Inside,Reg,0.0,020,RH,0.0,None,NA,0.0,9,SawyerW,0.0,4,4,N,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,4,1.0,721.0,274.0,1562.0,16.762371023178833,AllPub,250.0,1950,1950,2009,82000.0,11.314474526246391
553,531477020,841.0,6.734591659972948,0.0,0.0,NA,2,1Fam,Fa,No,0,0,TA,721.0,0.0,0.0,Unf,Unf,Y,Feedr,Norm,SBrkr,24.0,Fa,Fa,Wd Sdng,AsbShng,NA,NA,0,CBlock,1,Typ,294.0,1,TA,Unf,TA,CarPort,841.0,6.734591659972948,0,GasA,Gd,1Story,1,TA,Lvl,Gtl,8400.0,14.68470426970406,Inside,Reg,0.0,020,RH,0.0,None,NA,0.0,9,SawyerW,0.0,4,4,N,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,4,1.0,721.0,274.0,1562.0,16.762371023178837,AllPub,250.0,1950,1950,2009,82000.0,11.314474526246391
554,531479020,784.0,6.664409020350408,0.0,0.0,NA,2,1Fam,Fa,No,0,0,Fa,784.0,0.0,0.0,Unf,Unf,N,Norm,Norm,FuseA,91.0,TA,TA,Wd Sdng,Wd Sdng,NA,NA,0,BrkTil,1,Typ,360.0,2,Fa,Unf,Fa,Detchd,784.0,6.664409020350408,0,GasA,TA,1.5Unf,1,TA,Lvl,Gtl,9000.0,14.855599984056148,Corner,Reg,0.0,045,RH,0.0,None,NA,0.0,10,SawyerW,0.0,3,6,N,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,5,1.0,784.0,91.0,1568.0,16.7790642448278,AllPub,0.0,1928,1950,2009,76000.0,11.238488619268468
555,532353020,980.0,6.887552571664617,0.0,0.0,NA,3,1Fam,TA,No,1,0,TA,28.0,68.0,884.0,LwQ,BLQ,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,Plywood,MnPrv,NA,0,CBlock,1,Typ,400.0,2,TA,Unf,TA,Detchd,980.0,6.887552571664617,0,GasA,Gd,1Story,1,TA,Lvl,Gtl,9750.0,15.055349293727405,Inside,IR1,0.0,020,RL,0.0,None,NA,0.0,11,Sawyer,28.0,5,5,Y,0.0,NA,CompShg,Hip,Normal,WD,0.0,Pave,5,2.0,980.0,28.0,1960.0,17.773050992818334,AllPub,0.0,1962,1962,2009,110000.0,11.608235644774552
556,532353130,980.0,6.887552571664617,0.0,0.0,NA,3,1Fam,TA,No,0,0,TA,420.0,560.0,0.0,BLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,Plywood,Plywood,NA,NA,0,CBlock,1,Typ,484.0,2,TA,Unf,TA,Detchd,980.0,6.887552571664617,0,GasA,TA,1Story,1,TA,Lvl,Gtl,7064.0,14.260797286621031,Inside,Reg,0.0,020,RL,153.0,BrkFace,NA,0.0,7,Sawyer,0.0,6,5,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,1.0,980.0,192.0,1960.0,17.773050992818334,AllPub,192.0,1977,1977,2009,135000.0,11.813030057420567
@ -948,7 +948,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Alley,Bedroom
954,914476380,1217.0,7.104144092987527,0.0,0.0,NA,3,1Fam,TA,Av,1,0,Gd,577.0,611.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,GdPrv,NA,0,PConc,2,Typ,497.0,2,TA,Unf,TA,Attchd,1217.0,7.104144092987527,0,GasA,Ex,SLvl,1,Gd,Lvl,Gtl,9947.0,15.105519458517929,CulDSac,IR1,0.0,080,RL,0.0,None,NA,0.0,6,Mitchel,27.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,3.0,1188.0,195.0,2405.0,18.724278876442806,AllPub,168.0,1990,1991,2009,173000.0,12.061046873479915
955,914476430,1595.0,7.374629015218945,0.0,0.0,NA,2,1Fam,TA,No,1,0,Gd,1527.0,55.0,0.0,BLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,NA,NA,0,PConc,2,Typ,672.0,2,TA,Unf,TA,Detchd,1595.0,7.374629015218945,0,GasA,TA,1Story,1,TA,Lvl,Gtl,11070.0,15.375508981989565,Inside,Reg,0.0,020,RL,0.0,None,NA,0.0,4,Mitchel,0.0,5,5,Y,0.0,NA,CompShg,Gable,Abnorml,COD,0.0,Pave,5,3.0,1582.0,0.0,3177.0,20.082651686134287,AllPub,0.0,1991,1991,2009,152000.0,11.931635799828413
956,916176030,1344.0,7.203405521083095,0.0,0.0,NA,3,1Fam,TA,No,0,1,TA,354.0,111.0,354.0,GLQ,Rec,Y,Norm,Norm,FuseA,0.0,TA,TA,HdBoard,HdBoard,NA,Gd,1,CBlock,1,Typ,525.0,2,TA,RFn,TA,Basment,1344.0,7.203405521083095,0,GasA,Gd,SLvl,1,Gd,Lvl,Gtl,14375.0,16.047184443127506,CulDSac,IR1,0.0,020,RL,541.0,BrkFace,NA,0.0,1,Timber,118.0,6,6,Y,0.0,NA,CompShg,Gable,Abnorml,COD,233.0,Pave,7,1.5,819.0,351.0,2163.0,18.226368292983384,NoSeWa,0.0,1958,1958,2009,137500.0,11.831379196088763
957,916176125,2036.0,7.618742377670413,0.0,0.0,NA,3,1Fam,TA,Gd,2,0,Gd,80.0,1236.0,820.0,ALQ,Rec,Y,Norm,Norm,SBrkr,0.0,TA,TA,BrkFace,BrkFace,NA,Gd,2,CBlock,2,Typ,513.0,2,TA,RFn,TA,Attchd,2036.0,7.618742377670413,0,GasW,TA,1Story,1,TA,Low,Sev,215245.0,24.14234191189319,Inside,IR3,0.0,020,RL,0.0,None,NA,0.0,6,Timber,0.0,5,7,Y,0.0,NA,CompShg,Hip,Normal,WD,0.0,Pave,8,4.0,2136.0,0.0,4172.0,21.487371590601576,AllPub,0.0,1965,1965,2009,375000.0,12.834681304952548
957,916176125,2036.0,7.618742377670413,0.0,0.0,NA,3,1Fam,TA,Gd,2,0,Gd,80.0,1236.0,820.0,ALQ,Rec,Y,Norm,Norm,SBrkr,0.0,TA,TA,BrkFace,BrkFace,NA,Gd,2,CBlock,2,Typ,513.0,2,TA,RFn,TA,Attchd,2036.0,7.618742377670413,0,GasW,TA,1Story,1,TA,Low,Sev,215245.0,24.142341911893194,Inside,IR3,0.0,020,RL,0.0,None,NA,0.0,6,Timber,0.0,5,7,Y,0.0,NA,CompShg,Hip,Normal,WD,0.0,Pave,8,4.0,2136.0,0.0,4172.0,21.487371590601576,AllPub,0.0,1965,1965,2009,375000.0,12.834681304952548
958,916380070,1620.0,7.3901814282264295,0.0,0.0,NA,2,1Fam,TA,Gd,1,0,Ex,598.0,1022.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,Ex,1,PConc,2,Typ,912.0,3,TA,Fin,TA,Attchd,1620.0,7.3901814282264295,0,GasA,Ex,1Story,1,Ex,HLS,Gtl,12898.0,15.766310574459004,Inside,IR1,0.0,020,RL,70.0,Stone,NA,0.0,9,Timber,0.0,5,9,Y,0.0,NA,CompShg,Hip,Normal,WD,0.0,Pave,6,3.0,1620.0,228.0,3240.0,20.18134982456163,AllPub,228.0,2007,2008,2009,315500.0,12.661913960963405
959,916382010,846.0,6.740519359606223,846.0,0.0,NA,3,1Fam,TA,Av,0,0,Ex,846.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,NA,0,PConc,2,Typ,650.0,2,TA,RFn,TA,Attchd,1692.0,7.433666540166168,1,GasA,Gd,2Story,1,Gd,HLS,Gtl,13159.0,15.817981703423513,Corner,IR1,0.0,060,RL,0.0,None,NA,0.0,7,Timber,114.0,5,7,Y,0.0,NA,CompShg,Gable,Partial,New,0.0,Pave,6,2.5,846.0,322.0,2538.0,18.981057361211253,AllPub,208.0,2009,2009,2009,224500.0,12.321630986164447
960,916382100,2036.0,7.618742377670413,0.0,0.0,NA,3,1Fam,TA,Gd,1,0,Ex,432.0,1758.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Ex,CemntBd,CemntBd,NA,Ex,1,CBlock,2,Typ,780.0,3,TA,Fin,TA,Attchd,2036.0,7.618742377670413,0,GasA,Ex,1Story,1,Ex,HLS,Gtl,13438.0,15.872206187914584,Corner,IR1,0.0,020,RL,246.0,Stone,NA,0.0,7,Timber,154.0,5,9,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,9,3.0,2190.0,244.0,4226.0,21.55558682405044,AllPub,90.0,2008,2008,2009,410000.0,12.92391243868049
@ -1607,7 +1607,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Alley,Bedroom
1623,527161090,947.0,6.853299093186078,767.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,52.0,871.0,0.0,ALQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,TA,1,PConc,2,Typ,451.0,2,TA,Fin,TA,Attchd,1714.0,7.446585099157725,1,GasA,Gd,2Story,1,TA,Lvl,Gtl,8637.0,14.753481627067941,Inside,IR1,0.0,060,RL,0.0,None,NA,0.0,4,Gilbert,48.0,5,6,Y,0.0,NA,CompShg,Gable,Abnorml,WD,0.0,Pave,7,3.5,923.0,304.0,2637.0,19.16529105486511,AllPub,256.0,1999,2000,2007,180000.0,12.100712129872347
1624,527162080,691.0,6.53813982376767,862.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,277.0,414.0,0.0,Rec,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,HdBoard,HdBoard,NA,NA,0,PConc,2,Typ,420.0,2,TA,Fin,TA,Attchd,1553.0,7.347943823148687,1,GasA,Gd,2Story,1,Gd,Lvl,Gtl,7875.0,14.525905820919508,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,8,Gilbert,44.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.5,691.0,44.0,2244.0,18.397775781250722,AllPub,0.0,1996,1996,2007,178750.0,12.093743460556254
1625,527162090,1253.0,7.133295954896068,0.0,0.0,NA,3,1Fam,Gd,No,0,0,Gd,1237.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,NA,TA,1,PConc,2,Typ,402.0,2,TA,Fin,TA,Attchd,1253.0,7.133295954896068,0,GasA,Gd,1Story,1,TA,Lvl,Gtl,7875.0,14.525905820919508,Inside,Reg,0.0,020,RL,38.0,BrkFace,NA,0.0,6,Gilbert,21.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.0,1237.0,241.0,2490.0,18.88965476782098,AllPub,220.0,1995,1996,2007,176000.0,12.078239274020289
1626,527162140,957.0,6.863803391452954,1342.0,0.0,NA,5,1Fam,TA,No,0,0,Gd,938.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,TA,1,PConc,3,Typ,482.0,2,TA,Fin,TA,Attchd,2299.0,7.740229524763182,1,GasA,Ex,2Story,1,TA,Lvl,Gtl,7500.0,14.406534966757283,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,8,Gilbert,30.0,5,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,3.5,938.0,218.0,3237.0,20.17668488355512,AllPub,188.0,1999,2003,2007,204000.0,12.225875272826354
1626,527162140,957.0,6.863803391452954,1342.0,0.0,NA,5,1Fam,TA,No,0,0,Gd,938.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,NA,TA,1,PConc,3,Typ,482.0,2,TA,Fin,TA,Attchd,2299.0,7.740229524763182,1,GasA,Ex,2Story,1,TA,Lvl,Gtl,7500.0,14.406534966757283,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,8,Gilbert,30.0,5,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,3.5,938.0,218.0,3237.0,20.176684883555122,AllPub,188.0,1999,2003,2007,204000.0,12.225875272826354
1627,527163080,1187.0,7.079184394609668,0.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,1168.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,NA,NA,0,PConc,2,Typ,420.0,2,TA,RFn,TA,Attchd,1187.0,7.079184394609668,0,GasA,Gd,1Story,1,Gd,Lvl,Gtl,9556.0,15.005043482926363,Corner,IR1,0.0,020,RL,52.0,BrkFace,NA,0.0,8,Gilbert,21.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.0,1168.0,21.0,2355.0,18.62480250396189,AllPub,0.0,1992,1993,2007,160000.0,11.982929094215963
1628,527165020,802.0,6.687108607866515,670.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,384.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,Gd,HdBoard,HdBoard,NA,TA,1,PConc,2,Typ,402.0,2,TA,RFn,TA,Attchd,1472.0,7.294377299288821,1,GasA,Gd,SLvl,1,Gd,Lvl,Gtl,10784.0,15.309174951796374,FR2,IR1,0.0,080,RL,76.0,BrkFace,NA,0.0,5,Gilbert,0.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,2.5,384.0,164.0,1856.0,17.526078784323257,AllPub,164.0,1991,1992,2007,160000.0,11.982929094215963
1629,527165100,812.0,6.699500340161678,670.0,0.0,NA,3,1Fam,TA,No,0,0,Gd,384.0,0.0,0.0,Unf,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,NA,TA,1,PConc,2,Typ,392.0,2,TA,Fin,TA,Attchd,1482.0,7.301147805856032,1,GasA,Gd,SLvl,1,Gd,Lvl,Gtl,9125.0,14.889907769270682,Inside,IR1,0.0,080,RL,170.0,BrkFace,NA,0.0,7,Gilbert,25.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,7,2.5,384.0,125.0,1866.0,17.550300430394216,AllPub,100.0,1992,1992,2007,163900.0,12.00701176473192
@ -2326,7 +2326,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Alley,Bedroom
2352,527356060,811.0,6.698268054115413,741.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,163.0,550.0,0.0,ALQ,Unf,Y,RRAn,Norm,SBrkr,0.0,TA,TA,VinylSd,VinylSd,MnPrv,TA,1,CBlock,2,Typ,434.0,2,TA,RFn,TA,Attchd,1552.0,7.347299700743164,1,GasA,TA,2Story,1,TA,Lvl,Gtl,11475.0,15.466852293432254,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,2,NWAmes,208.0,6,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,3.5,713.0,417.0,2265.0,18.441405394566303,AllPub,209.0,1975,1975,2006,179900.0,12.100156419938624
2353,527358090,1083.0,6.9874902470009905,0.0,0.0,NA,2,1Fam,TA,Gd,1,0,Ex,42.0,1005.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,40.0,TA,Gd,VinylSd,WdShing,NA,Fa,1,CBlock,1,Typ,596.0,2,TA,RFn,TA,Attchd,1083.0,6.9874902470009905,0,GasA,TA,SFoyer,1,TA,Lvl,Gtl,9927.0,15.10046702787839,Inside,IR1,0.0,085,RL,252.0,Stone,NA,0.0,7,NWAmes,0.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,5,2.0,1047.0,484.0,2130.0,18.155060764405075,AllPub,444.0,1976,1976,2006,172000.0,12.05524975579559
2354,527365010,960.0,6.866933284461882,1358.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,172.0,788.0,0.0,ALQ,Unf,Y,RRAn,Norm,SBrkr,0.0,TA,Gd,VinylSd,VinylSd,NA,Ex,1,PConc,2,Typ,541.0,2,TA,Fin,TA,BuiltIn,2318.0,7.748460023899697,1,GasA,Ex,2Story,1,Gd,Lvl,Gtl,9512.0,14.99350614262242,Inside,IR1,0.0,060,FV,0.0,None,NA,0.0,6,Somerst,246.0,5,7,Y,0.0,NA,CompShg,Gable,Partial,New,0.0,Pave,8,3.5,960.0,246.0,3278.0,20.240142016334854,AllPub,0.0,2005,2006,2006,294323.0,12.592433082713933
2355,527375160,1109.0,7.011213987350367,766.0,0.0,NA,3,1Fam,Fa,No,0,0,TA,127.0,548.0,0.0,ALQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,Plywood,Plywood,NA,TA,1,CBlock,3,Typ,485.0,2,TA,RFn,TA,Attchd,1875.0,7.536363938404511,0,GasA,TA,SLvl,1,Gd,Lvl,Gtl,10530.0,15.248921792104442,Inside,Reg,0.0,080,RL,248.0,BrkFace,NA,0.0,6,NWAmes,28.0,6,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,8,3.0,675.0,76.0,2550.0,19.00369171710328,AllPub,48.0,1975,2000,2006,184500.0,12.125404742462718
2355,527375160,1109.0,7.011213987350367,766.0,0.0,NA,3,1Fam,Fa,No,0,0,TA,127.0,548.0,0.0,ALQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,Plywood,Plywood,NA,TA,1,CBlock,3,Typ,485.0,2,TA,RFn,TA,Attchd,1875.0,7.536363938404511,0,GasA,TA,SLvl,1,Gd,Lvl,Gtl,10530.0,15.248921792104442,Inside,Reg,0.0,080,RL,248.0,BrkFace,NA,0.0,6,NWAmes,28.0,6,6,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,8,3.0,675.0,76.0,2550.0,19.003691717103283,AllPub,48.0,1975,2000,2006,184500.0,12.125404742462718
2356,527376090,1074.0,6.97914527506881,0.0,0.0,NA,3,1Fam,TA,No,1,0,Gd,268.0,788.0,0.0,ALQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,MnPrv,NA,0,CBlock,1,Typ,495.0,2,TA,RFn,TA,Attchd,1074.0,6.97914527506881,1,GasA,Ex,1Story,1,TA,Lvl,Gtl,10140.0,15.153811121425997,Inside,Reg,0.0,020,RL,0.0,None,NA,0.0,7,NWAmes,88.0,6,5,Y,0.0,NA,CompShg,Gable,Normal,WD,0.0,Pave,6,2.5,1056.0,88.0,2130.0,18.155060764405075,AllPub,0.0,1975,1975,2006,153500.0,11.941455846009388
2357,527376110,832.0,6.723832440821209,832.0,0.0,NA,4,1Fam,TA,No,0,0,Gd,638.0,194.0,0.0,GLQ,Unf,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,GdWo,TA,1,PConc,2,Typ,528.0,2,TA,RFn,TA,Attchd,1664.0,7.416979621381154,1,GasA,TA,2Story,1,TA,Lvl,Gtl,10140.0,15.153811121425997,Inside,Reg,0.0,060,RL,0.0,None,NA,0.0,3,NWAmes,28.0,5,7,Y,0.0,NA,CompShg,Gable,Normal,WD,259.0,Pave,8,2.5,832.0,287.0,2496.0,18.901156773521873,AllPub,0.0,1976,1976,2006,162900.0,12.000891794590137
2358,527377030,1309.0,7.1770187659099,0.0,0.0,NA,3,1Fam,TA,No,1,0,TA,0.0,663.0,377.0,ALQ,LwQ,Y,Norm,Norm,SBrkr,0.0,TA,TA,HdBoard,HdBoard,GdPrv,Fa,1,CBlock,1,Typ,484.0,2,TA,RFn,TA,Attchd,1309.0,7.1770187659099,1,GasA,Fa,1Story,1,Gd,Lvl,Gtl,10140.0,15.153811121425997,Inside,Reg,0.0,020,RL,99.0,BrkFace,NA,0.0,1,NWAmes,0.0,6,6,Y,648.0,Fa,CompShg,Hip,Normal,WD,0.0,Pave,5,2.5,1040.0,265.0,2349.0,18.61275210110533,AllPub,265.0,1974,1999,2006,181000.0,12.106252310247962

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20
data/data_clean_with_transformations_and_factors.csv
View file

@ -14,7 +14,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
13,527166040,789.0,6.670766320845874,676.0,0.0,3,TA,No,0,0,Gd,789.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1465.0,7.289610521451167,1,1,TA,Gtl,8402.0,14.685291937796409,IR1,0.0,0.0,0.0,5,75.0,5,6,Y,0.0,NA,0.0,7,2.5,789.0,75.0,2254.0,18.41859234068575,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,180400.0,12.10293188661066
14,527180040,1341.0,7.201170883281678,0.0,0.0,2,TA,Gd,1,0,Gd,663.0,637.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Po,1,1,Typ,506.0,2,TA,Unf,TA,1341.0,7.201170883281678,1,1,Gd,Gtl,10176.0,15.162727233149424,Reg,0.0,0.0,0.0,2,0.0,5,7,Y,0.0,NA,0.0,5,2.5,1300.0,192.0,2641.0,19.17261775705475,AllPub,192.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,20,171500.0,12.052338545588132
15,527182190,1502.0,7.31455283232408,0.0,0.0,1,TA,Av,1,0,Gd,0.0,368.0,1120.0,GLQ,BLQ,SBrkr,0.0,NA,NA,0,1,Typ,528.0,2,TA,RFn,TA,1502.0,7.31455283232408,1,1,Gd,Gtl,6820.0,14.175665468060789,IR1,0.0,0.0,0.0,6,54.0,5,8,Y,0.0,NA,140.0,4,2.5,1488.0,194.0,2990.0,19.780167749026837,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,25,25,212000.0,12.26434155365415
16,527216070,1690.0,7.432483807917119,1589.0,0.0,4,TA,Gd,1,0,Gd,234.0,1416.0,0.0,ALQ,Unf,SBrkr,0.0,NA,Gd,1,3,Mod,841.0,3,TA,Fin,TA,3279.0,8.095293776844649,1,1,Ex,Mod,53504.0,19.70562027155414,IR2,0.0,603.0,0.0,6,36.0,5,8,Y,0.0,NA,210.0,12,4.5,1650.0,749.0,4929.0,22.385568944059006,AllPub,503.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,7,7,538000.0,13.195613839143922
17,527225035,1080.0,6.984716320118266,672.0,0.0,4,TA,Av,0,0,Gd,132.0,427.0,0.0,GLQ,Unf,SBrkr,0.0,NA,NA,0,2,Typ,492.0,2,TA,RFn,TA,1752.0,7.468513271496337,0,1,TA,Mod,12134.0,15.609458703357477,IR1,0.0,0.0,0.0,6,12.0,7,8,Y,0.0,NA,0.0,8,2.0,559.0,337.0,2311.0,18.53585573958732,AllPub,325.0,0,1,1,0,0,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,22,5,164000.0,12.007621706806335
18,527258010,1856.0,7.526178913346146,0.0,0.0,1,TA,Av,1,0,Ex,411.0,1445.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Ex,1,1,Typ,834.0,3,TA,Fin,TA,1856.0,7.526178913346146,1,1,Ex,Gtl,11394.0,15.448818333073188,Reg,0.0,350.0,0.0,6,0.0,2,9,Y,0.0,NA,0.0,8,2.5,1856.0,113.0,3712.0,20.875669644085733,AllPub,113.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,394432.0,12.885202034321916
19,527276150,864.0,6.761572768804055,0.0,0.0,2,TA,No,0,0,TA,744.0,120.0,0.0,LwQ,Unf,SBrkr,0.0,NA,NA,0,1,Typ,400.0,2,TA,Unf,TA,864.0,6.761572768804055,0,1,TA,Gtl,19138.0,16.803385646415467,Reg,0.0,0.0,0.0,6,0.0,5,4,Y,0.0,NA,0.0,4,1.0,864.0,0.0,1728.0,17.206430349229205,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,59,59,141000.0,11.856515169360305
@ -351,7 +350,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
352,527132090,1478.0,7.298445101508147,0.0,0.0,2,TA,Av,1,0,Gd,1077.0,341.0,0.0,GLQ,Unf,SBrkr,0.0,NA,NA,0,2,Typ,495.0,2,TA,Fin,TA,1478.0,7.298445101508147,0,1,TA,Gtl,7380.0,14.367200464938653,IR1,0.0,0.0,0.0,7,43.0,5,8,Y,0.0,NA,0.0,5,3.0,1418.0,211.0,2896.0,19.622362214685307,AllPub,168.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,11,11,240000.0,12.388394202324129
353,527146010,1734.0,7.458186157340487,0.0,0.0,2,TA,No,1,0,Gd,846.0,741.0,0.0,GLQ,Unf,SBrkr,0.0,NA,NA,0,2,Typ,528.0,2,TA,RFn,TA,1734.0,7.458186157340487,0,1,Gd,Gtl,8013.0,14.56854934744058,IR1,0.0,0.0,0.0,9,50.0,5,8,Y,0.0,NA,0.0,6,3.0,1587.0,102.0,3321.0,20.306016067856913,AllPub,52.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,14,13,239500.0,12.386308695833106
354,527161040,751.0,6.621405651764134,631.0,0.0,3,TA,No,0,0,Gd,195.0,189.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,396.0,2,TA,Fin,TA,1382.0,7.231287004327616,1,1,TA,Gtl,8923.0,14.834252319425625,IR1,0.0,0.0,0.0,2,0.0,5,7,Y,0.0,NA,0.0,7,2.5,384.0,256.0,1766.0,17.303249574220334,AllPub,256.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,177500.0,12.086725887897607
355,527162110,885.0,6.785587645007929,833.0,0.0,3,TA,No,0,0,Gd,832.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,427.0,2,TA,Fin,TA,1718.0,7.4489161025442,1,1,TA,Gtl,10141.0,15.15405917561631,IR1,0.0,40.0,0.0,12,94.0,5,7,Y,0.0,NA,291.0,7,2.5,832.0,385.0,2550.0,19.00369171710328,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,185000.0,12.128111104060462
355,527162110,885.0,6.785587645007929,833.0,0.0,3,TA,No,0,0,Gd,832.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,427.0,2,TA,Fin,TA,1718.0,7.4489161025442,1,1,TA,Gtl,10141.0,15.15405917561631,IR1,0.0,40.0,0.0,12,94.0,5,7,Y,0.0,NA,291.0,7,2.5,832.0,385.0,2550.0,19.003691717103283,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,185000.0,12.128111104060462
356,527162120,952.0,6.858565034791365,684.0,0.0,3,TA,No,1,0,Gd,476.0,476.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,440.0,2,TA,Fin,TA,1636.0,7.400009517162692,1,1,TA,Gtl,7500.0,14.406534966757283,Reg,0.0,0.0,0.0,10,84.0,5,6,Y,0.0,NA,0.0,7,3.5,952.0,84.0,2588.0,19.07480946817217,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,10,191000.0,12.160028707028767
357,527163040,799.0,6.683360945766275,772.0,0.0,3,TA,No,0,0,Gd,799.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,380.0,2,TA,RFn,TA,1571.0,7.359467638255621,1,1,TA,Gtl,7837.0,14.51404532104361,IR1,0.0,0.0,0.0,5,40.0,7,6,Y,0.0,NA,0.0,7,2.5,799.0,40.0,2370.0,18.654821409606946,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,16,15,178000.0,12.089538829274222
358,527163070,680.0,6.522092798170152,790.0,0.0,3,Gd,No,0,0,Gd,370.0,310.0,0.0,ALQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,420.0,2,TA,Fin,TA,1470.0,7.293017679772782,1,1,TA,Gtl,9765.0,15.059201296829725,IR2,0.0,68.0,480.0,4,63.0,8,6,Y,0.0,NA,0.0,6,2.5,680.0,295.0,2150.0,18.198382041699816,AllPub,232.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16,16,185000.0,12.128111104060462
@ -545,7 +544,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
550,531452260,754.0,6.625392368007956,786.0,0.0,3,TA,No,1,0,Gd,122.0,36.0,596.0,LwQ,GLQ,SBrkr,0.0,NA,NA,0,2,Typ,495.0,2,TA,RFn,TA,1540.0,7.3395376954076745,1,1,Gd,Gtl,9109.0,14.885540064062317,Reg,0.0,0.0,0.0,10,32.0,5,7,Y,0.0,NA,0.0,6,3.5,754.0,172.0,2294.0,18.50112687133047,AllPub,140.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,15,15,184000.0,12.122691036591123
551,531453100,698.0,6.548219102762372,702.0,0.0,3,TA,No,0,0,Gd,345.0,331.0,0.0,Rec,Unf,SBrkr,0.0,NA,NA,0,2,Typ,465.0,2,TA,RFn,TA,1400.0,7.24422751560335,1,1,TA,Gtl,10274.0,15.186855822557384,IR1,0.0,141.0,0.0,7,48.0,7,6,Y,0.0,NA,0.0,6,2.5,676.0,48.0,2076.0,18.036445788849743,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,23,23,162000.0,11.99535161421452
552,531475220,964.0,6.871091294610546,918.0,0.0,4,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,NA,TA,2,2,Typ,612.0,2,TA,Unf,TA,1882.0,7.540090320145325,0,2,TA,Gtl,8250.0,14.64026616916342,Reg,0.0,0.0,0.0,5,0.0,7,6,Y,0.0,NA,0.0,8,2.0,0.0,0.0,1882.0,17.588839942548756,AllPub,0.0,0,1,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,28,28,160000.0,11.982929094215963
553,531477020,841.0,6.734591659972948,0.0,0.0,2,Fa,No,0,0,TA,721.0,0.0,0.0,Unf,Unf,SBrkr,24.0,NA,NA,0,1,Typ,294.0,1,TA,Unf,TA,841.0,6.734591659972948,0,1,TA,Gtl,8400.0,14.68470426970406,Reg,0.0,0.0,0.0,9,0.0,4,4,N,0.0,NA,0.0,4,1.0,721.0,274.0,1562.0,16.762371023178833,AllPub,250.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,59,59,82000.0,11.314474526246391
553,531477020,841.0,6.734591659972948,0.0,0.0,2,Fa,No,0,0,TA,721.0,0.0,0.0,Unf,Unf,SBrkr,24.0,NA,NA,0,1,Typ,294.0,1,TA,Unf,TA,841.0,6.734591659972948,0,1,TA,Gtl,8400.0,14.68470426970406,Reg,0.0,0.0,0.0,9,0.0,4,4,N,0.0,NA,0.0,4,1.0,721.0,274.0,1562.0,16.762371023178837,AllPub,250.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,59,59,82000.0,11.314474526246391
554,531479020,784.0,6.664409020350408,0.0,0.0,2,Fa,No,0,0,Fa,784.0,0.0,0.0,Unf,Unf,FuseA,91.0,NA,NA,0,1,Typ,360.0,2,Fa,Unf,Fa,784.0,6.664409020350408,0,1,TA,Gtl,9000.0,14.855599984056148,Reg,0.0,0.0,0.0,10,0.0,3,6,N,0.0,NA,0.0,5,1.0,784.0,91.0,1568.0,16.7790642448278,AllPub,0.0,0,0,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,81,59,76000.0,11.238488619268468
555,532353020,980.0,6.887552571664617,0.0,0.0,3,TA,No,1,0,TA,28.0,68.0,884.0,LwQ,BLQ,SBrkr,0.0,MnPrv,NA,0,1,Typ,400.0,2,TA,Unf,TA,980.0,6.887552571664617,0,1,TA,Gtl,9750.0,15.055349293727405,IR1,0.0,0.0,0.0,11,28.0,5,5,Y,0.0,NA,0.0,5,2.0,980.0,28.0,1960.0,17.773050992818334,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,47,47,110000.0,11.608235644774552
556,532353130,980.0,6.887552571664617,0.0,0.0,3,TA,No,0,0,TA,420.0,560.0,0.0,BLQ,Unf,SBrkr,0.0,NA,NA,0,1,Typ,484.0,2,TA,Unf,TA,980.0,6.887552571664617,0,1,TA,Gtl,7064.0,14.260797286621031,Reg,0.0,153.0,0.0,7,0.0,6,5,Y,0.0,NA,0.0,6,1.0,980.0,192.0,1960.0,17.773050992818334,AllPub,192.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,32,32,135000.0,11.813030057420567
@ -773,7 +772,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
778,905200260,904.0,6.806829360392176,611.0,0.0,4,Gd,No,0,0,TA,552.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,384.0,1,TA,Unf,TA,1774.0,7.480992162869525,0,1,TA,Gtl,15400.0,16.227208698301723,Reg,259.0,0.0,0.0,7,40.0,5,5,Y,0.0,NA,0.0,8,2.0,552.0,330.0,2326.0,18.566329543561018,AllPub,290.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,48,48,165000.0,12.013700752882718
779,905200350,1138.0,7.037027614686276,0.0,0.0,3,TA,Av,0,1,TA,550.0,588.0,0.0,BLQ,Unf,SBrkr,0.0,MnPrv,TA,1,1,Typ,480.0,2,TA,RFn,TA,1138.0,7.037027614686276,0,1,TA,Gtl,15312.0,16.21218304391235,Reg,0.0,54.0,0.0,3,0.0,5,6,Y,0.0,NA,140.0,6,1.5,1138.0,140.0,2276.0,18.464129986419533,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,49,49,148000.0,11.904967552746252
780,905225090,2071.0,7.635786861395585,0.0,0.0,4,TA,Mn,0,1,TA,825.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,1,Typ,336.0,1,TA,Unf,TA,2071.0,7.635786861395585,1,1,TA,Gtl,15584.0,16.258377883444545,Reg,0.0,366.0,0.0,10,28.0,5,5,Y,0.0,NA,0.0,9,2.0,825.0,159.0,2896.0,19.622362214685307,AllPub,131.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,165000.0,12.013700752882718
781,905228050,660.0,6.492239835020471,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,100.0,NA,NA,0,1,Min2,0.0,0,NA,NA,NA,660.0,6.492239835020471,0,1,Fa,Gtl,9000.0,14.855599984056148,Reg,0.0,0.0,0.0,6,0.0,2,2,N,0.0,NA,0.0,5,1.0,0.0,100.0,660.0,13.318031075732991,AllPub,0.0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,62,59,63900.0,11.065074640365626
782,905229040,1104.0,7.00669522683704,684.0,0.0,5,TA,Av,1,0,TA,1104.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,TA,2,1,Min2,304.0,1,TA,Unf,TA,1788.0,7.488852955733459,0,1,TA,Gtl,11250.0,15.416471135423517,Reg,0.0,0.0,0.0,11,0.0,5,4,Y,0.0,NA,0.0,8,2.0,1104.0,120.0,2892.0,19.61555669617308,AllPub,120.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,52,20,161500.0,11.992260421644849
783,905325020,1473.0,7.29505641646263,0.0,0.0,1,TA,Gd,2,0,TA,113.0,1324.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,1,Typ,452.0,1,TA,Unf,TA,1473.0,7.29505641646263,0,1,Ex,Sev,25095.0,17.539669243899414,IR1,0.0,0.0,0.0,6,48.0,8,5,Y,0.0,NA,60.0,5,3.0,1437.0,108.0,2910.0,19.64612246507743,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,41,6,143000.0,11.870599909242044
784,905377010,1229.0,7.113956109566034,0.0,0.0,3,TA,No,0,0,TA,75.0,1059.0,0.0,ALQ,Unf,FuseA,0.0,NA,NA,0,1,Typ,284.0,1,TA,RFn,TA,1229.0,7.113956109566034,0,1,TA,Gtl,17140.0,16.509472241742078,Reg,0.0,0.0,0.0,4,0.0,6,4,Y,0.0,NA,0.0,6,1.0,1134.0,0.0,2363.0,18.640831559511042,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,135000.0,11.813030057420567
@ -899,7 +897,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
905,909101140,984.0,6.891625897052253,620.0,0.0,3,TA,No,0,0,TA,156.0,408.0,420.0,LwQ,BLQ,SBrkr,0.0,NA,NA,0,2,Min2,660.0,2,TA,Unf,TA,1604.0,7.38025578842646,0,1,TA,Gtl,10998.0,15.358956080428916,Reg,0.0,0.0,0.0,7,68.0,5,5,Y,0.0,NA,0.0,6,2.0,984.0,68.0,2588.0,19.07480946817217,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,68,49,117000.0,11.669929213779893
906,909129090,832.0,6.723832440821209,436.0,0.0,3,Fa,No,0,0,TA,0.0,832.0,0.0,LwQ,Unf,SBrkr,55.0,NA,Gd,2,1,Typ,250.0,1,TA,Unf,TA,1268.0,7.145196134997171,1,1,TA,Gtl,6300.0,13.984686980474942,Reg,0.0,88.0,0.0,7,0.0,4,5,Y,0.0,NA,0.0,7,1.5,832.0,55.0,2100.0,18.08946463707942,AllPub,0.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,71,59,160000.0,11.982929094215963
907,909129100,848.0,6.742880635791903,672.0,0.0,3,TA,No,0,0,TA,611.0,182.0,0.0,Rec,Unf,SBrkr,56.0,NA,NA,0,1,Typ,281.0,1,TA,Unf,TA,1520.0,7.326465613840322,0,1,TA,Gtl,4500.0,13.191094809566128,IR2,0.0,0.0,0.0,7,0.0,5,5,Y,0.0,NA,0.0,6,1.0,793.0,56.0,2313.0,18.539928039465973,AllPub,0.0,1,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,77,9,159434.0,11.979385322467598
908,909175080,438.0,6.082218910376446,0.0,0.0,1,Fa,No,0,0,TA,0.0,290.0,0.0,Rec,Unf,FuseF,0.0,NA,NA,0,1,Typ,246.0,1,TA,Unf,TA,438.0,6.082218910376446,0,1,Fa,Gtl,8400.0,14.68470426970406,Reg,0.0,0.0,0.0,1,0.0,5,2,N,0.0,NA,0.0,3,1.0,290.0,0.0,728.0,13.680834814268286,AllPub,0.0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,89,59,60000.0,11.002099841204238
909,909178160,944.0,6.8501261661455,545.0,0.0,3,TA,No,0,0,TA,778.0,0.0,0.0,Unf,Unf,SBrkr,0.0,GdWo,Gd,1,2,Typ,240.0,1,TA,Unf,TA,1489.0,7.305860032684009,0,1,TA,Gtl,9900.0,15.093631694772656,Reg,0.0,0.0,0.0,7,0.0,7,6,Y,0.0,NA,0.0,7,2.0,778.0,335.0,2267.0,18.445543695714782,AllPub,335.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,69,59,139500.0,11.845819880243557
910,909179020,1687.0,7.430707082545968,998.0,0.0,5,TA,No,1,0,TA,301.0,523.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,2,2,Typ,672.0,2,TA,Fin,TA,3082.0,8.033334015880062,1,1,TA,Gtl,15863.0,16.305013706279603,Reg,397.0,0.0,0.0,8,63.0,3,7,Y,0.0,NA,0.0,12,3.5,824.0,199.0,3906.0,21.140654201558792,AllPub,136.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,89,39,197000.0,12.190959007720126
911,909250080,647.0,6.472346294500901,595.0,0.0,3,TA,No,0,0,TA,583.0,0.0,0.0,Unf,Unf,FuseF,0.0,NA,Gd,1,1,Typ,180.0,1,TA,Unf,Fa,1242.0,7.124478262493424,1,1,TA,Gtl,5707.0,13.748751722523114,Reg,0.0,0.0,0.0,3,96.0,6,6,Y,0.0,NA,0.0,6,1.5,583.0,425.0,1825.0,17.450322192345496,AllPub,329.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,74,59,105000.0,11.56171562913966
@ -948,7 +945,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
954,914476380,1217.0,7.104144092987527,0.0,0.0,3,TA,Av,1,0,Gd,577.0,611.0,0.0,GLQ,Unf,SBrkr,0.0,GdPrv,NA,0,2,Typ,497.0,2,TA,Unf,TA,1217.0,7.104144092987527,0,1,Gd,Gtl,9947.0,15.105519458517929,IR1,0.0,0.0,0.0,6,27.0,5,7,Y,0.0,NA,0.0,6,3.0,1188.0,195.0,2405.0,18.724278876442806,AllPub,168.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,19,18,173000.0,12.061046873479915
955,914476430,1595.0,7.374629015218945,0.0,0.0,2,TA,No,1,0,Gd,1527.0,55.0,0.0,BLQ,Unf,SBrkr,0.0,NA,NA,0,2,Typ,672.0,2,TA,Unf,TA,1595.0,7.374629015218945,0,1,TA,Gtl,11070.0,15.375508981989565,Reg,0.0,0.0,0.0,4,0.0,5,5,Y,0.0,NA,0.0,5,3.0,1582.0,0.0,3177.0,20.082651686134287,AllPub,0.0,1,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,18,152000.0,11.931635799828413
956,916176030,1344.0,7.203405521083095,0.0,0.0,3,TA,No,0,1,TA,354.0,111.0,354.0,GLQ,Rec,FuseA,0.0,NA,Gd,1,1,Typ,525.0,2,TA,RFn,TA,1344.0,7.203405521083095,0,1,Gd,Gtl,14375.0,16.047184443127506,IR1,0.0,541.0,0.0,1,118.0,6,6,Y,0.0,NA,233.0,7,1.5,819.0,351.0,2163.0,18.226368292983384,NoSeWa,0.0,1,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,51,51,137500.0,11.831379196088763
957,916176125,2036.0,7.618742377670413,0.0,0.0,3,TA,Gd,2,0,Gd,80.0,1236.0,820.0,ALQ,Rec,SBrkr,0.0,NA,Gd,2,2,Typ,513.0,2,TA,RFn,TA,2036.0,7.618742377670413,0,1,TA,Sev,215245.0,24.14234191189319,IR3,0.0,0.0,0.0,6,0.0,5,7,Y,0.0,NA,0.0,8,4.0,2136.0,0.0,4172.0,21.487371590601576,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,44,44,375000.0,12.834681304952548
957,916176125,2036.0,7.618742377670413,0.0,0.0,3,TA,Gd,2,0,Gd,80.0,1236.0,820.0,ALQ,Rec,SBrkr,0.0,NA,Gd,2,2,Typ,513.0,2,TA,RFn,TA,2036.0,7.618742377670413,0,1,TA,Sev,215245.0,24.142341911893194,IR3,0.0,0.0,0.0,6,0.0,5,7,Y,0.0,NA,0.0,8,4.0,2136.0,0.0,4172.0,21.487371590601576,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,44,44,375000.0,12.834681304952548
958,916380070,1620.0,7.3901814282264295,0.0,0.0,2,TA,Gd,1,0,Ex,598.0,1022.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Ex,1,2,Typ,912.0,3,TA,Fin,TA,1620.0,7.3901814282264295,0,1,Ex,Gtl,12898.0,15.766310574459004,IR1,0.0,70.0,0.0,9,0.0,5,9,Y,0.0,NA,0.0,6,3.0,1620.0,228.0,3240.0,20.18134982456163,AllPub,228.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,2,1,315500.0,12.661913960963405
959,916382010,846.0,6.740519359606223,846.0,0.0,3,TA,Av,0,0,Ex,846.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,2,Typ,650.0,2,TA,RFn,TA,1692.0,7.433666540166168,1,1,Gd,Gtl,13159.0,15.817981703423513,IR1,0.0,0.0,0.0,7,114.0,5,7,Y,0.0,NA,0.0,6,2.5,846.0,322.0,2538.0,18.981057361211253,AllPub,208.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,1,0,0,0,224500.0,12.321630986164447
960,916382100,2036.0,7.618742377670413,0.0,0.0,3,TA,Gd,1,0,Ex,432.0,1758.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Ex,1,2,Typ,780.0,3,TA,Fin,TA,2036.0,7.618742377670413,0,1,Ex,Gtl,13438.0,15.872206187914584,IR1,0.0,246.0,0.0,7,154.0,5,9,Y,0.0,NA,0.0,9,3.0,2190.0,244.0,4226.0,21.55558682405044,AllPub,90.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,1,1,410000.0,12.92391243868049
@ -1535,7 +1532,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
1551,910205010,1092.0,6.9957661563048505,564.0,0.0,3,TA,Mn,0,0,Gd,367.0,257.0,0.0,Rec,Unf,SBrkr,0.0,MnPrv,Po,1,1,Mod,288.0,1,TA,Unf,TA,1656.0,7.412160334945205,1,1,TA,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,7,180.0,5,5,Y,0.0,NA,100.0,7,1.5,624.0,280.0,2280.0,18.47237169199563,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,41,41,126000.0,11.744037185933616
1552,910206110,912.0,6.815639990074331,0.0,0.0,2,TA,No,0,0,TA,520.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,1,Typ,360.0,1,TA,RFn,TA,912.0,6.815639990074331,0,1,TA,Gtl,7392.0,14.371159715206234,Reg,0.0,0.0,0.0,5,90.0,7,5,Y,0.0,NA,0.0,5,1.0,520.0,90.0,1432.0,16.387430335035464,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,78,13,99500.0,11.507912923146684
1553,910226040,1151.0,7.048386408721883,804.0,0.0,4,TA,No,0,0,TA,821.0,330.0,0.0,ALQ,Unf,FuseA,0.0,NA,NA,0,2,Typ,356.0,1,TA,Fin,TA,1955.0,7.578145472419466,0,1,TA,Gtl,9000.0,14.855599984056148,Reg,0.0,162.0,0.0,1,0.0,5,5,Y,0.0,NA,0.0,7,2.0,1151.0,0.0,3106.0,19.969525796339944,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,50,165500.0,12.016726473799254
1554,910251050,733.0,6.597145701886651,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseA,0.0,NA,NA,0,1,Sal,487.0,2,Po,Unf,Fa,733.0,6.597145701886651,0,1,Fa,Mod,14584.0,16.08480927123454,Reg,0.0,0.0,0.0,2,0.0,5,1,N,0.0,NA,0.0,4,1.0,0.0,0.0,733.0,13.706425094921512,AllPub,0.0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,56,56,13100.0,9.480367509189243
1555,911102090,825.0,6.715383386334681,536.0,0.0,2,Fa,No,0,0,Po,173.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,1,Typ,185.0,1,TA,Unf,Fa,1361.0,7.215975002651466,0,1,TA,Gtl,5280.0,13.564780146371316,Reg,0.0,0.0,0.0,7,123.0,7,4,Y,0.0,NA,0.0,6,1.0,173.0,123.0,1534.0,16.683784189360637,AllPub,0.0,0,0,1,0,0,0,0,0,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,113,58,89000.0,11.396391648714276
1556,911102170,649.0,6.47543271670409,668.0,0.0,3,TA,No,0,0,TA,649.0,0.0,0.0,Unf,Unf,SBrkr,172.0,MnPrv,NA,0,1,Typ,250.0,1,Fa,Unf,TA,1317.0,7.183111701743281,0,1,TA,Gtl,8500.0,14.713934571251679,Reg,0.0,0.0,0.0,7,54.0,4,4,N,0.0,NA,0.0,6,1.0,649.0,226.0,1966.0,17.78697663571596,AllPub,0.0,0,0,1,0,0,1,0,0,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,88,58,40000.0,10.596634733096073
1557,911102180,671.0,6.508769136971682,378.0,0.0,2,TA,No,0,0,Po,356.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,1,Typ,195.0,1,Fa,Unf,Po,1049.0,6.955592608396297,0,1,TA,Gtl,5150.0,13.506107767010226,Reg,0.0,0.0,0.0,5,0.0,7,4,N,0.0,NA,0.0,5,1.0,356.0,0.0,1405.0,16.306164176117665,AllPub,0.0,0,0,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,98,8,80900.0,11.300969103046583
@ -1606,7 +1602,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
1623,527161090,947.0,6.853299093186078,767.0,0.0,3,TA,No,1,0,Gd,52.0,871.0,0.0,ALQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,451.0,2,TA,Fin,TA,1714.0,7.446585099157725,1,1,TA,Gtl,8637.0,14.753481627067941,IR1,0.0,0.0,0.0,4,48.0,5,6,Y,0.0,NA,0.0,7,3.5,923.0,304.0,2637.0,19.16529105486511,AllPub,256.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,7,180000.0,12.100712129872347
1624,527162080,691.0,6.53813982376767,862.0,0.0,3,TA,No,0,0,Gd,277.0,414.0,0.0,Rec,Unf,SBrkr,0.0,NA,NA,0,2,Typ,420.0,2,TA,Fin,TA,1553.0,7.347943823148687,1,1,Gd,Gtl,7875.0,14.525905820919508,Reg,0.0,0.0,0.0,8,44.0,5,7,Y,0.0,NA,0.0,6,2.5,691.0,44.0,2244.0,18.397775781250722,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,178750.0,12.093743460556254
1625,527162090,1253.0,7.133295954896068,0.0,0.0,3,Gd,No,0,0,Gd,1237.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,402.0,2,TA,Fin,TA,1253.0,7.133295954896068,0,1,TA,Gtl,7875.0,14.525905820919508,Reg,0.0,38.0,0.0,6,21.0,5,7,Y,0.0,NA,0.0,6,2.0,1237.0,241.0,2490.0,18.88965476782098,AllPub,220.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,12,11,176000.0,12.078239274020289
1626,527162140,957.0,6.863803391452954,1342.0,0.0,5,TA,No,0,0,Gd,938.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,3,Typ,482.0,2,TA,Fin,TA,2299.0,7.740229524763182,1,1,TA,Gtl,7500.0,14.406534966757283,Reg,0.0,0.0,0.0,8,30.0,5,6,Y,0.0,NA,0.0,7,3.5,938.0,218.0,3237.0,20.17668488355512,AllPub,188.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,4,204000.0,12.225875272826354
1626,527162140,957.0,6.863803391452954,1342.0,0.0,5,TA,No,0,0,Gd,938.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,3,Typ,482.0,2,TA,Fin,TA,2299.0,7.740229524763182,1,1,TA,Gtl,7500.0,14.406534966757283,Reg,0.0,0.0,0.0,8,30.0,5,6,Y,0.0,NA,0.0,7,3.5,938.0,218.0,3237.0,20.176684883555122,AllPub,188.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,4,204000.0,12.225875272826354
1627,527163080,1187.0,7.079184394609668,0.0,0.0,3,TA,No,0,0,Gd,1168.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,2,Typ,420.0,2,TA,RFn,TA,1187.0,7.079184394609668,0,1,Gd,Gtl,9556.0,15.005043482926363,IR1,0.0,52.0,0.0,8,21.0,5,7,Y,0.0,NA,0.0,6,2.0,1168.0,21.0,2355.0,18.62480250396189,AllPub,0.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,15,14,160000.0,11.982929094215963
1628,527165020,802.0,6.687108607866515,670.0,0.0,3,TA,No,0,0,Gd,384.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,402.0,2,TA,RFn,TA,1472.0,7.294377299288821,1,1,Gd,Gtl,10784.0,15.309174951796374,IR1,0.0,76.0,0.0,5,0.0,5,7,Y,0.0,NA,0.0,7,2.5,384.0,164.0,1856.0,17.526078784323257,AllPub,164.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,16,15,160000.0,11.982929094215963
1629,527165100,812.0,6.699500340161678,670.0,0.0,3,TA,No,0,0,Gd,384.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,392.0,2,TA,Fin,TA,1482.0,7.301147805856032,1,1,Gd,Gtl,9125.0,14.889907769270682,IR1,0.0,170.0,0.0,7,25.0,5,7,Y,0.0,NA,0.0,7,2.5,384.0,125.0,1866.0,17.550300430394216,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,15,163900.0,12.00701176473192
@ -1749,7 +1745,6 @@ 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
@ -1873,7 +1868,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
1899,534429030,1224.0,7.1098794630722715,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,NA,NA,0,2,Typ,462.0,2,TA,Unf,TA,1224.0,7.1098794630722715,0,2,TA,Gtl,9842.0,15.078891472746689,Reg,0.0,0.0,0.0,3,0.0,5,4,Y,0.0,NA,0.0,6,2.0,0.0,0.0,1224.0,15.726515136344247,AllPub,0.0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,45,101800.0,11.53076538309856
1900,534430090,932.0,6.837332814685591,0.0,0.0,2,TA,No,0,0,TA,932.0,0.0,0.0,Unf,Unf,FuseA,214.0,GdPrv,Gd,1,1,Typ,306.0,1,TA,Unf,TA,932.0,6.837332814685591,0,1,Gd,Gtl,8280.0,14.64921163765385,IR1,0.0,0.0,0.0,11,0.0,5,6,Y,0.0,NA,0.0,4,1.0,932.0,214.0,1864.0,17.54546442299451,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,57,57,124000.0,11.728036844587175
1901,534431020,908.0,6.811244378601294,0.0,0.0,2,TA,No,0,0,TA,433.0,130.0,259.0,LwQ,Rec,SBrkr,0.0,MnPrv,NA,0,1,Typ,512.0,2,TA,Unf,TA,908.0,6.811244378601294,0,1,TA,Gtl,12172.0,15.617467527379949,Reg,0.0,0.0,0.0,10,24.0,7,5,Y,0.0,NA,192.0,4,1.0,822.0,500.0,1730.0,17.21156834847181,AllPub,284.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,67,11,138500.0,11.83862560460953
1902,534450090,334.0,5.811140992976701,0.0,0.0,1,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseF,0.0,NA,NA,0,1,Typ,0.0,0,NA,NA,NA,334.0,5.811140992976701,0,1,Fa,Mod,5000.0,13.436729115920993,Reg,0.0,0.0,0.0,1,0.0,3,1,N,0.0,NA,0.0,2,1.0,0.0,0.0,334.0,10.985245028232361,AllPub,0.0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,61,57,39300.0,10.578979797857352
1903,534450110,666.0,6.501289670540389,0.0,0.0,2,Fa,No,0,1,Fa,367.0,299.0,0.0,LwQ,Unf,SBrkr,0.0,MnPrv,NA,0,1,Typ,0.0,0,NA,NA,NA,666.0,6.501289670540389,0,1,Gd,Gtl,5000.0,13.436729115920993,Reg,0.0,0.0,0.0,4,52.0,3,3,N,0.0,NA,0.0,4,1.5,666.0,52.0,1332.0,16.080011783322895,AllPub,0.0,0,0,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,61,57,64500.0,11.074420502783864
1904,534451020,442.0,6.091309882077698,228.0,0.0,2,TA,No,1,0,TA,226.0,144.0,0.0,LwQ,Unf,FuseA,0.0,MnPrv,NA,0,1,Typ,0.0,0,NA,NA,NA,670.0,6.507277712385012,0,1,Fa,Gtl,3500.0,12.61553179372564,Reg,0.0,0.0,2000.0,7,21.0,5,3,N,0.0,NA,0.0,4,2.0,370.0,21.0,1040.0,15.062112997524832,AllPub,0.0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,62,57,64000.0,11.06663836234181
1905,534453080,808.0,6.694562058521095,0.0,0.0,2,TA,No,0,0,TA,254.0,150.0,404.0,BLQ,ALQ,SBrkr,0.0,NA,NA,0,1,Typ,308.0,1,TA,Unf,TA,808.0,6.694562058521095,0,1,TA,Gtl,5175.0,13.517493648945548,Reg,0.0,0.0,0.0,7,0.0,8,5,N,0.0,NA,0.0,5,1.0,808.0,143.0,1616.0,16.91080206622706,AllPub,143.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,49,7,112000.0,11.626254150277232
@ -2164,7 +2158,6 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
2192,908275200,768.0,6.643789733147672,0.0,0.0,2,TA,No,0,0,TA,224.0,544.0,0.0,BLQ,Unf,SBrkr,196.0,MnPrv,Fa,1,1,Typ,355.0,1,TA,Unf,TA,768.0,6.643789733147672,0,1,TA,Gtl,8172.0,14.616870204964302,Reg,0.0,0.0,0.0,7,0.0,5,4,Y,0.0,NA,0.0,4,1.0,768.0,196.0,1536.0,16.689435423953974,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,52,52,125000.0,11.736069016284437
2193,908275240,864.0,6.761572768804055,0.0,0.0,3,TA,No,1,0,TA,182.0,682.0,0.0,ALQ,Unf,SBrkr,0.0,NA,NA,0,1,Typ,528.0,2,TA,Unf,TA,864.0,6.761572768804055,0,1,TA,Gtl,8172.0,14.616870204964302,Reg,0.0,0.0,0.0,10,0.0,5,4,N,0.0,NA,0.0,5,2.0,864.0,196.0,1728.0,17.206430349229205,AllPub,196.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,52,52,79275.0,11.280678099406549
2194,908276230,948.0,6.854354502255021,0.0,0.0,3,TA,No,1,0,TA,216.0,732.0,0.0,Rec,Unf,SBrkr,0.0,NA,TA,1,1,Typ,280.0,1,TA,Unf,TA,948.0,6.854354502255021,0,1,TA,Gtl,8190.0,14.6222870561113,Reg,0.0,0.0,0.0,10,36.0,6,4,Y,0.0,NA,0.0,5,2.0,948.0,36.0,1896.0,17.62234758716449,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,119000.0,11.686878772093667
2195,909176080,1440.0,7.272398392570047,1440.0,0.0,8,Fa,No,0,0,TA,1184.0,256.0,0.0,LwQ,Unf,FuseA,0.0,NA,NA,0,2,Typ,0.0,0,NA,NA,NA,3395.0,8.130059039992796,0,2,Fa,Gtl,10896.0,15.335338399450738,Reg,515.0,0.0,0.0,3,110.0,7,6,N,0.0,NA,0.0,14,2.0,1440.0,110.0,4835.0,22.28030993083132,AllPub,0.0,1,1,0,1,0,0,1,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,93,12,200000.0,12.206072645530174
2196,909176170,1296.0,7.16703787691222,1296.0,0.0,6,TA,Mn,2,0,TA,925.0,371.0,0.0,Rec,Unf,FuseA,240.0,NA,NA,0,2,Min2,0.0,0,NA,NA,NA,2592.0,7.860185057472165,0,2,TA,Gtl,10890.0,15.33394293587036,Reg,0.0,0.0,1512.0,1,742.0,6,5,Y,0.0,NA,0.0,12,4.0,1296.0,982.0,3888.0,21.116516898883727,AllPub,0.0,0,0,0,1,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,84,57,150000.0,11.918390573078392
2197,909250150,900.0,6.802394763324311,602.0,0.0,3,Fa,No,0,0,TA,602.0,0.0,0.0,Unf,Unf,SBrkr,112.0,NA,TA,2,1,Typ,180.0,1,TA,Unf,TA,1502.0,7.31455283232408,1,1,Gd,Gtl,10592.0,15.263748960419003,Reg,0.0,0.0,0.0,8,0.0,7,6,Y,0.0,NA,53.0,7,1.5,602.0,261.0,2104.0,18.098253929552705,AllPub,96.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,84,11,165000.0,12.013700752882718
2198,909250160,789.0,6.670766320845874,0.0,0.0,2,TA,No,0,0,TA,768.0,0.0,0.0,Unf,Unf,SBrkr,112.0,MnPrv,NA,0,1,Typ,200.0,1,Po,Unf,Po,789.0,6.670766320845874,0,1,TA,Gtl,10594.0,15.264225954425074,Reg,0.0,0.0,0.0,6,0.0,5,5,Y,0.0,NA,0.0,5,1.0,768.0,112.0,1557.0,16.74842077387508,AllPub,0.0,0,0,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,81,57,96500.0,11.477298287327077
@ -2321,7 +2314,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
2352,527356060,811.0,6.698268054115413,741.0,0.0,3,TA,No,1,0,Gd,163.0,550.0,0.0,ALQ,Unf,SBrkr,0.0,MnPrv,TA,1,2,Typ,434.0,2,TA,RFn,TA,1552.0,7.347299700743164,1,1,TA,Gtl,11475.0,15.466852293432254,Reg,0.0,0.0,0.0,2,208.0,6,6,Y,0.0,NA,0.0,6,3.5,713.0,417.0,2265.0,18.441405394566303,AllPub,209.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,31,31,179900.0,12.100156419938624
2353,527358090,1083.0,6.9874902470009905,0.0,0.0,2,TA,Gd,1,0,Ex,42.0,1005.0,0.0,GLQ,Unf,SBrkr,40.0,NA,Fa,1,1,Typ,596.0,2,TA,RFn,TA,1083.0,6.9874902470009905,0,1,TA,Gtl,9927.0,15.10046702787839,IR1,0.0,252.0,0.0,7,0.0,5,7,Y,0.0,NA,0.0,5,2.0,1047.0,484.0,2130.0,18.155060764405075,AllPub,444.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,30,172000.0,12.05524975579559
2354,527365010,960.0,6.866933284461882,1358.0,0.0,3,TA,No,1,0,Gd,172.0,788.0,0.0,ALQ,Unf,SBrkr,0.0,NA,Ex,1,2,Typ,541.0,2,TA,Fin,TA,2318.0,7.748460023899697,1,1,Gd,Gtl,9512.0,14.99350614262242,IR1,0.0,0.0,0.0,6,246.0,5,7,Y,0.0,NA,0.0,8,3.5,960.0,246.0,3278.0,20.240142016334854,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,1,1,1,0,294323.0,12.592433082713933
2355,527375160,1109.0,7.011213987350367,766.0,0.0,3,Fa,No,0,0,TA,127.0,548.0,0.0,ALQ,Unf,SBrkr,0.0,NA,TA,1,3,Typ,485.0,2,TA,RFn,TA,1875.0,7.536363938404511,0,1,Gd,Gtl,10530.0,15.248921792104442,Reg,0.0,248.0,0.0,6,28.0,6,6,Y,0.0,NA,0.0,8,3.0,675.0,76.0,2550.0,19.00369171710328,AllPub,48.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,31,6,184500.0,12.125404742462718
2355,527375160,1109.0,7.011213987350367,766.0,0.0,3,Fa,No,0,0,TA,127.0,548.0,0.0,ALQ,Unf,SBrkr,0.0,NA,TA,1,3,Typ,485.0,2,TA,RFn,TA,1875.0,7.536363938404511,0,1,Gd,Gtl,10530.0,15.248921792104442,Reg,0.0,248.0,0.0,6,28.0,6,6,Y,0.0,NA,0.0,8,3.0,675.0,76.0,2550.0,19.003691717103283,AllPub,48.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,31,6,184500.0,12.125404742462718
2356,527376090,1074.0,6.97914527506881,0.0,0.0,3,TA,No,1,0,Gd,268.0,788.0,0.0,ALQ,Unf,SBrkr,0.0,MnPrv,NA,0,1,Typ,495.0,2,TA,RFn,TA,1074.0,6.97914527506881,1,1,TA,Gtl,10140.0,15.153811121425997,Reg,0.0,0.0,0.0,7,88.0,6,5,Y,0.0,NA,0.0,6,2.5,1056.0,88.0,2130.0,18.155060764405075,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,31,31,153500.0,11.941455846009388
2357,527376110,832.0,6.723832440821209,832.0,0.0,4,TA,No,0,0,Gd,638.0,194.0,0.0,GLQ,Unf,SBrkr,0.0,GdWo,TA,1,2,Typ,528.0,2,TA,RFn,TA,1664.0,7.416979621381154,1,1,TA,Gtl,10140.0,15.153811121425997,Reg,0.0,0.0,0.0,3,28.0,5,7,Y,0.0,NA,259.0,8,2.5,832.0,287.0,2496.0,18.901156773521873,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,30,162900.0,12.000891794590137
2358,527377030,1309.0,7.1770187659099,0.0,0.0,3,TA,No,1,0,TA,0.0,663.0,377.0,ALQ,LwQ,SBrkr,0.0,GdPrv,Fa,1,1,Typ,484.0,2,TA,RFn,TA,1309.0,7.1770187659099,1,1,Gd,Gtl,10140.0,15.153811121425997,Reg,0.0,99.0,0.0,1,0.0,6,6,Y,648.0,Fa,0.0,5,2.5,1040.0,265.0,2349.0,18.61275210110533,AllPub,265.0,0,1,1,0,0,0,1,0,0,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,32,7,181000.0,12.106252310247962
@ -2410,12 +2403,10 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr,
2443,528315030,1407.0,7.249215057114389,985.0,0.0,3,TA,No,1,0,Gd,322.0,1074.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,870.0,3,TA,Fin,TA,2392.0,7.779885115070522,1,1,Gd,Gtl,9452.0,14.977695754422315,Reg,0.0,423.0,0.0,6,70.0,5,8,Y,0.0,NA,0.0,7,3.5,1396.0,70.0,3788.0,20.98076881290812,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,9,8,348000.0,12.759957758756611
2444,528315070,1079.0,6.983789965258135,897.0,0.0,3,TA,No,1,0,Gd,253.0,791.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Ex,1,2,Typ,885.0,3,TA,Fin,TA,1976.0,7.588829878307813,1,1,Gd,Gtl,9660.0,15.032124643352489,IR1,0.0,242.0,0.0,2,31.0,5,8,Y,0.0,NA,0.0,7,3.5,1044.0,241.0,3020.0,19.829695461614868,AllPub,210.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,286000.0,12.56374708980199
2445,528315080,1205.0,7.094234845924755,1029.0,0.0,3,TA,Mn,1,0,Gd,655.0,505.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,768.0,3,TA,RFn,TA,2234.0,7.711548979629146,1,1,Gd,Gtl,9545.0,15.002163637166861,Reg,0.0,322.0,0.0,6,50.0,5,8,Y,0.0,NA,0.0,7,3.5,1160.0,50.0,3394.0,20.416302569768277,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,300000.0,12.611537753638338
2446,528320060,1831.0,7.5126175446745105,1796.0,0.0,4,TA,Gd,1,0,Ex,543.0,1387.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,3,Typ,807.0,3,TA,Fin,TA,3627.0,8.196161139282902,1,1,Gd,Gtl,35760.0,18.532495077492854,IR1,0.0,1378.0,0.0,7,76.0,5,10,Y,0.0,NA,0.0,10,4.5,1930.0,437.0,5557.0,23.050337026179392,AllPub,361.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,10,625000.0,13.345506928718539
2447,528327010,1540.0,7.3395376954076745,1315.0,0.0,4,TA,Av,1,0,Ex,358.0,1182.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,774.0,3,TA,RFn,TA,2855.0,7.956827122090111,1,1,Ex,Gtl,9233.0,14.919210777458938,IR1,0.0,877.0,0.0,3,55.0,5,9,Y,0.0,NA,0.0,9,3.5,1540.0,302.0,4395.0,21.764663047167563,AllPub,247.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,405000.0,12.911642346088676
2448,528344060,1086.0,6.990256500493881,838.0,0.0,3,TA,Av,1,0,Gd,130.0,956.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,592.0,2,TA,RFn,TA,1924.0,7.562161631225652,1,1,Gd,Gtl,12011.0,15.583379709570488,IR1,0.0,530.0,0.0,6,75.0,5,8,Y,0.0,NA,374.0,7,3.5,1086.0,657.0,3010.0,19.81323013183623,AllPub,208.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,280000.0,12.542544882151386
2449,528348010,1165.0,7.060476365999801,1098.0,0.0,4,TA,No,0,0,Gd,1141.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,420.0,2,TA,Fin,TA,2263.0,7.724446645633537,1,1,Gd,Gtl,12090.0,15.600157078738874,Reg,0.0,650.0,0.0,7,123.0,5,8,Y,0.0,NA,0.0,10,2.5,1141.0,267.0,3404.0,20.431262146092266,AllPub,144.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,258000.0,12.460714863903755
2450,528358030,1358.0,7.213768308118642,1368.0,0.0,4,TA,No,0,0,Gd,815.0,527.0,0.0,ALQ,Unf,SBrkr,168.0,NA,Ex,1,2,Typ,725.0,3,TA,RFn,TA,2726.0,7.9105906122564775,1,1,Gd,Gtl,10019.0,15.12363282365968,IR1,0.0,397.0,0.0,6,169.0,5,8,Y,0.0,NA,0.0,9,2.5,1342.0,644.0,4068.0,21.353978857373097,AllPub,307.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,350000.0,12.765688433465597
2451,528360050,1933.0,7.566828479208331,1567.0,0.0,4,TA,Gd,1,0,Ex,48.0,292.0,1393.0,Rec,GLQ,SBrkr,0.0,NA,TA,1,3,Typ,959.0,3,TA,RFn,TA,3500.0,8.160518247477505,1,1,Ex,Gtl,17242.0,16.52520591890969,IR1,0.0,738.0,0.0,5,86.0,5,9,Y,0.0,NA,210.0,11,4.5,1733.0,1166.0,5233.0,22.715336208180428,AllPub,870.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,13,12,584500.0,13.27851205989426
2452,528363070,1305.0,7.173958319756794,1189.0,0.0,4,TA,Gd,1,0,Gd,742.0,380.0,168.0,GLQ,BLQ,SBrkr,0.0,GdPrv,TA,1,2,Typ,803.0,3,TA,Fin,TA,2494.0,7.821643126239982,1,1,Gd,Gtl,10236.0,15.177524527475503,IR1,0.0,501.0,0.0,6,95.0,5,8,Y,0.0,NA,0.0,9,3.5,1290.0,295.0,3784.0,20.975279531029244,AllPub,200.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,12,11,321000.0,12.679196402112153
2453,528365090,1203.0,7.0925737159746784,1323.0,0.0,4,TA,No,1,0,Gd,425.0,740.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,1,2,Typ,844.0,3,TA,RFn,TA,2526.0,7.8343923029104365,1,1,Gd,Gtl,10120.0,15.148845408424373,Reg,0.0,391.0,0.0,12,78.0,5,8,Y,0.0,NA,0.0,8,3.5,1165.0,387.0,3691.0,20.84632573756492,AllPub,309.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,290000.0,12.577636201962656
2454,528366040,1565.0,7.355641102974253,1234.0,0.0,3,TA,No,1,0,Gd,0.0,247.0,1039.0,LwQ,GLQ,SBrkr,0.0,NA,TA,1,2,Typ,704.0,3,TA,Fin,TA,2799.0,7.937017489515454,1,1,Gd,Gtl,12585.0,15.703089116179774,IR1,0.0,420.0,0.0,10,136.0,5,8,Y,0.0,NA,0.0,8,3.5,1286.0,568.0,4085.0,21.375968563083937,AllPub,432.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,13,315000.0,12.66032791780777
@ -2630,7 +2621,6 @@ 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

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0
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4274
poetry.lock generated
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57
pyproject.toml
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@ -1,16 +1,14 @@
[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"
build-backend = "poetry.masonry.api"
requires = ["poetry>=0.12"]
[tool.black]
line-length = 79
[tool.poetry]
name = "ames-housing"
version = "0.2.0"
authors = [
"Alexander Hess <alexander@webartifex.biz>",
]
authors = ["Alexander Hess <alexander@webartifex.biz>"]
description = "A case study on predicting house prices in Ames, Iowa"
homepage = "https://github.com/webartifex/ames-housing"
keywords = [
"data-science",
"data-cleaning",
@ -20,32 +18,27 @@ keywords = [
"predictive-analytics",
]
license = "MIT"
name = "ames-housing"
readme = "README.md"
homepage = "https://github.com/webartifex/ames-housing"
repository = "https://github.com/webartifex/ames-housing"
package-mode = false
version = "0.1.0"
[tool.poetry.dependencies]
python = "^3.9"
jupyterlab = "^2.1.5"
matplotlib = "^3.2.2"
missingno = "^0.4.2"
numpy = "^1.19.0"
pandas = "^1.0.5"
python = "^3.7"
requests = "^2.24.0"
seaborn = "^0.10.1"
sklearn = "^0.0"
statsmodels = "^0.11.1"
tabulate = "^0.8.7"
tqdm = "^4.47.0"
xlrd = "^1.2.0"
xlwt = "^1.3.0"
jupyterlab = "^4.2"
matplotlib = "^3.9"
missingno = "^0.5"
numpy = "^2.0"
pandas = "^2.2"
requests = "^2.32"
scikit-learn = "^1.5"
seaborn = "^0.13"
statsmodels = "^0.14"
tabulate = "^0.9"
tqdm = "^4.66"
xlrd = "^2.0"
[tool.poetry.group.dev.dependencies]
black = {extras = ["jupyter"], version = "^24.4"}
invoke = "^2.2"
pylint = "^3.2"
[tool.poetry.dev-dependencies]
black = "^19.10b0"
pylint = "^2.5.3"

204
requirements.txt
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@ -1,122 +1,82 @@
anyio==4.4.0 ; python_version >= "3.9" and python_version < "4.0"
appnope==0.1.4 ; python_version >= "3.9" and python_version < "4.0" and platform_system == "Darwin"
argon2-cffi-bindings==21.2.0 ; python_version >= "3.9" and python_version < "4.0"
argon2-cffi==23.1.0 ; python_version >= "3.9" and python_version < "4.0"
arrow==1.3.0 ; python_version >= "3.9" and python_version < "4.0"
asttokens==2.4.1 ; python_version >= "3.9" and python_version < "4.0"
async-lru==2.0.4 ; python_version >= "3.9" and python_version < "4.0"
attrs==23.2.0 ; python_version >= "3.9" and python_version < "4.0"
babel==2.15.0 ; python_version >= "3.9" and python_version < "4.0"
beautifulsoup4==4.12.3 ; python_version >= "3.9" and python_version < "4.0"
bleach==6.1.0 ; python_version >= "3.9" and python_version < "4.0"
certifi==2024.7.4 ; python_version >= "3.9" and python_version < "4.0"
cffi==1.16.0 ; python_version >= "3.9" and python_version < "4.0"
charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "4.0"
colorama==0.4.6 ; python_version >= "3.9" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32")
comm==0.2.2 ; python_version >= "3.9" and python_version < "4.0"
contourpy==1.2.1 ; python_version >= "3.9" and python_version < "4.0"
cycler==0.12.1 ; python_version >= "3.9" and python_version < "4.0"
debugpy==1.8.2 ; python_version >= "3.9" and python_version < "4.0"
decorator==5.1.1 ; python_version >= "3.9" and python_version < "4.0"
defusedxml==0.7.1 ; python_version >= "3.9" and python_version < "4.0"
exceptiongroup==1.2.1 ; python_version >= "3.9" and python_version < "3.11"
executing==2.0.1 ; python_version >= "3.9" and python_version < "4.0"
fastjsonschema==2.20.0 ; python_version >= "3.9" and python_version < "4.0"
fonttools==4.53.1 ; python_version >= "3.9" and python_version < "4.0"
fqdn==1.5.1 ; python_version >= "3.9" and python_version < "4"
h11==0.14.0 ; python_version >= "3.9" and python_version < "4.0"
httpcore==1.0.5 ; python_version >= "3.9" and python_version < "4.0"
httpx==0.27.0 ; python_version >= "3.9" and python_version < "4.0"
idna==3.7 ; python_version >= "3.9" and python_version < "4.0"
importlib-metadata==8.0.0 ; python_version >= "3.9" and python_version < "3.10"
importlib-resources==6.4.0 ; python_version >= "3.9" and python_version < "3.10"
ipykernel==6.29.5 ; python_version >= "3.9" and python_version < "4.0"
ipython==8.18.1 ; python_version >= "3.9" and python_version < "4.0"
isoduration==20.11.0 ; python_version >= "3.9" and python_version < "4.0"
jedi==0.19.1 ; python_version >= "3.9" and python_version < "4.0"
jinja2==3.1.4 ; python_version >= "3.9" and python_version < "4.0"
joblib==1.4.2 ; python_version >= "3.9" and python_version < "4.0"
json5==0.9.25 ; python_version >= "3.9" and python_version < "4.0"
jsonpointer==3.0.0 ; python_version >= "3.9" and python_version < "4.0"
jsonschema-specifications==2023.12.1 ; python_version >= "3.9" and python_version < "4.0"
jsonschema==4.23.0 ; python_version >= "3.9" and python_version < "4.0"
jsonschema[format-nongpl]==4.23.0 ; python_version >= "3.9" and python_version < "4.0"
jupyter-client==8.6.2 ; python_version >= "3.9" and python_version < "4.0"
jupyter-core==5.7.2 ; python_version >= "3.9" and python_version < "4.0"
jupyter-events==0.10.0 ; python_version >= "3.9" and python_version < "4.0"
jupyter-lsp==2.2.5 ; python_version >= "3.9" and python_version < "4.0"
jupyter-server-terminals==0.5.3 ; python_version >= "3.9" and python_version < "4.0"
jupyter-server==2.14.1 ; python_version >= "3.9" and python_version < "4.0"
jupyterlab-pygments==0.3.0 ; python_version >= "3.9" and python_version < "4.0"
jupyterlab-server==2.27.2 ; python_version >= "3.9" and python_version < "4.0"
jupyterlab==4.2.3 ; python_version >= "3.9" and python_version < "4.0"
kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "4.0"
markupsafe==2.1.5 ; python_version >= "3.9" and python_version < "4.0"
matplotlib-inline==0.1.7 ; python_version >= "3.9" and python_version < "4.0"
matplotlib==3.9.1 ; python_version >= "3.9" and python_version < "4.0"
missingno==0.5.2 ; python_version >= "3.9" and python_version < "4.0"
mistune==3.0.2 ; python_version >= "3.9" and python_version < "4.0"
nbclient==0.10.0 ; python_version >= "3.9" and python_version < "4.0"
nbconvert==7.16.4 ; python_version >= "3.9" and python_version < "4.0"
nbformat==5.10.4 ; python_version >= "3.9" and python_version < "4.0"
nest-asyncio==1.6.0 ; python_version >= "3.9" and python_version < "4.0"
notebook-shim==0.2.4 ; python_version >= "3.9" and python_version < "4.0"
numpy==2.0.0 ; python_version >= "3.9" and python_version < "4.0"
overrides==7.7.0 ; python_version >= "3.9" and python_version < "4.0"
packaging==24.1 ; python_version >= "3.9" and python_version < "4.0"
pandas==2.2.2 ; python_version >= "3.9" and python_version < "4.0"
pandocfilters==1.5.1 ; python_version >= "3.9" and python_version < "4.0"
parso==0.8.4 ; python_version >= "3.9" and python_version < "4.0"
patsy==0.5.6 ; python_version >= "3.9" and python_version < "4.0"
pexpect==4.9.0 ; python_version >= "3.9" and python_version < "4.0" and sys_platform != "win32"
pillow==10.4.0 ; python_version >= "3.9" and python_version < "4.0"
platformdirs==4.2.2 ; python_version >= "3.9" and python_version < "4.0"
prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "4.0"
prompt-toolkit==3.0.47 ; python_version >= "3.9" and python_version < "4.0"
psutil==6.0.0 ; python_version >= "3.9" and python_version < "4.0"
ptyprocess==0.7.0 ; python_version >= "3.9" and python_version < "4.0" and (os_name != "nt" or sys_platform != "win32")
pure-eval==0.2.2 ; python_version >= "3.9" and python_version < "4.0"
pycparser==2.22 ; python_version >= "3.9" and python_version < "4.0"
pygments==2.18.0 ; python_version >= "3.9" and python_version < "4.0"
pyparsing==3.1.2 ; python_version >= "3.9" and python_version < "4.0"
python-dateutil==2.9.0.post0 ; python_version >= "3.9" and python_version < "4.0"
python-json-logger==2.0.7 ; python_version >= "3.9" and python_version < "4.0"
pytz==2024.1 ; python_version >= "3.9" and python_version < "4.0"
pywin32==306 ; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.9" and python_version < "4.0"
pywinpty==2.0.13 ; python_version >= "3.9" and python_version < "4.0" and os_name == "nt"
pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "4.0"
pyzmq==26.0.3 ; python_version >= "3.9" and python_version < "4.0"
referencing==0.35.1 ; python_version >= "3.9" and python_version < "4.0"
requests==2.32.3 ; python_version >= "3.9" and python_version < "4.0"
rfc3339-validator==0.1.4 ; python_version >= "3.9" and python_version < "4.0"
rfc3986-validator==0.1.1 ; python_version >= "3.9" and python_version < "4.0"
rpds-py==0.19.0 ; python_version >= "3.9" and python_version < "4.0"
scikit-learn==1.5.1 ; python_version >= "3.9" and python_version < "4.0"
scipy==1.13.1 ; python_version >= "3.9" and python_version < "4.0"
seaborn==0.13.2 ; python_version >= "3.9" and python_version < "4.0"
send2trash==1.8.3 ; python_version >= "3.9" and python_version < "4.0"
setuptools==70.2.0 ; python_version >= "3.9" and python_version < "4.0"
six==1.16.0 ; python_version >= "3.9" and python_version < "4.0"
sniffio==1.3.1 ; python_version >= "3.9" and python_version < "4.0"
soupsieve==2.5 ; python_version >= "3.9" and python_version < "4.0"
stack-data==0.6.3 ; python_version >= "3.9" and python_version < "4.0"
statsmodels==0.14.2 ; python_version >= "3.9" and python_version < "4.0"
tabulate==0.9.0 ; python_version >= "3.9" and python_version < "4.0"
terminado==0.18.1 ; python_version >= "3.9" and python_version < "4.0"
threadpoolctl==3.5.0 ; python_version >= "3.9" and python_version < "4.0"
tinycss2==1.3.0 ; python_version >= "3.9" and python_version < "4.0"
tomli==2.0.1 ; python_version >= "3.9" and python_version < "3.11"
tornado==6.4.1 ; python_version >= "3.9" and python_version < "4.0"
tqdm==4.66.4 ; python_version >= "3.9" and python_version < "4.0"
traitlets==5.14.3 ; python_version >= "3.9" and python_version < "4.0"
types-python-dateutil==2.9.0.20240316 ; python_version >= "3.9" and python_version < "4.0"
typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.11"
tzdata==2024.1 ; python_version >= "3.9" and python_version < "4.0"
uri-template==1.3.0 ; python_version >= "3.9" and python_version < "4.0"
urllib3==2.2.2 ; python_version >= "3.9" and python_version < "4.0"
wcwidth==0.2.13 ; python_version >= "3.9" and python_version < "4.0"
webcolors==24.6.0 ; python_version >= "3.9" and python_version < "4.0"
webencodings==0.5.1 ; python_version >= "3.9" and python_version < "4.0"
websocket-client==1.8.0 ; python_version >= "3.9" and python_version < "4.0"
xlrd==2.0.1 ; python_version >= "3.9" and python_version < "4.0"
zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.10"
appdirs==1.4.4
astroid==2.4.2
attrs==19.3.0
backcall==0.2.0
black==19.10b0
bleach==3.1.5
certifi==2020.6.20
chardet==3.0.4
click==7.1.2
cycler==0.10.0
decorator==4.4.2
defusedxml==0.6.0
entrypoints==0.3
idna==2.10
importlib-metadata==1.7.0
ipykernel==5.3.0
ipython==7.16.1
ipython-genutils==0.2.0
isort==4.3.21
jedi==0.17.1
Jinja2==2.11.2
joblib==0.15.1
json5==0.9.5
jsonschema==3.2.0
jupyter-client==6.1.3
jupyter-core==4.6.3
jupyterlab==2.1.5
jupyterlab-server==1.1.5
kiwisolver==1.2.0
lazy-object-proxy==1.4.3
MarkupSafe==1.1.1
matplotlib==3.2.2
mccabe==0.6.1
missingno==0.4.2
mistune==0.8.4
nbconvert==5.6.1
nbformat==5.0.7
notebook==6.0.3
numpy==1.19.0
packaging==20.4
pandas==1.0.5
pandocfilters==1.4.2
parso==0.7.0
pathspec==0.8.0
patsy==0.5.1
pexpect==4.8.0
pickleshare==0.7.5
prometheus-client==0.8.0
prompt-toolkit==3.0.5
ptyprocess==0.6.0
Pygments==2.6.1
pylint==2.5.3
pyparsing==2.4.7
pyrsistent==0.16.0
python-dateutil==2.8.1
pytz==2020.1
pyzmq==19.0.1
regex==2020.6.8
requests==2.24.0
scikit-learn==0.23.1
scipy==1.5.0
seaborn==0.10.1
Send2Trash==1.5.0
six==1.15.0
sklearn==0.0
statsmodels==0.11.1
tabulate==0.8.7
terminado==0.8.3
testpath==0.4.4
threadpoolctl==2.1.0
toml==0.10.1
tornado==6.0.4
tqdm==4.47.0
traitlets==4.3.3
typed-ast==1.4.1
urllib3==1.25.9
wcwidth==0.2.5
webencodings==0.5.1
wrapt==1.12.1
xlrd==1.2.0
xlwt==1.3.0
zipp==3.1.0

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This folder contains small images
that are used to enhance the links in the notebooks and markdown files.

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static/link/to_gh.png
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"""Maintenance tasks for the project."""
import json
import os
import sys
import tempfile
import tomllib
import invoke
try:
from jupyter_client import kernelspec
except ImportError:
pass # raise RuntimeError('Install the "ipykernel" package first') from None
def _ensure_venv():
# Source: https://stackoverflow.com/questions/1871549/how-to-determine-if-python-is-running-inside-a-virtualenv # pylint:disable=C0301
if sys.prefix == sys.base_prefix:
raise RuntimeError("Run this command in an activated `virtualenv`")
def _get_pyproject_name():
with open("pyproject.toml", "rb") as fp:
data = tomllib.load(fp)
try:
project_name = data["tool"]["poetry"]["name"]
except KeyError:
raise RuntimeError('"pyproject.toml" seems to be malformed') from None
return project_name
@invoke.task
def install_kernel(_c):
"""Install the activated `virtualenv` as a `jupyter kernel`.
This helper task
"""
_ensure_venv()
project_name = _get_pyproject_name()
with tempfile.TemporaryDirectory() as tmpdir:
spec = {
"argv": [
sys.prefix + "/bin/python",
"-m",
"ipykernel_launcher",
"-f",
"{connection_file}",
],
"display_name": project_name,
"env": {"PATH": os.environ["PATH"]},
"interrupt_mode": "signal",
"language": "python",
"metadata": {"debugger": True},
}
with open(os.path.join(tmpdir, "kernel.json"), "w", encoding="utf-8") as fp:
json.dump(spec, fp, indent=4)
manager = kernelspec.KernelSpecManager()
manager.install_kernel_spec(tmpdir, kernel_name=project_name, user=True)
@invoke.task
def remove_kernel(_c):
"""Remove the `jupyter kernel` corresponding to the activated `virtualenv`."""
_ensure_venv()
project_name = _get_pyproject_name()
manager = kernelspec.KernelSpecManager()
manager.remove_kernel_spec(project_name)