{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Testing Predictors of Rent Stabilized Unit Loss\n", "\n", "# Project Overview\n", "\n", "In February 2015, the City of New York created a new Tenant Harassment Prevention Taskforce to protect residents of rent stabilized homes. There are some 1 million rent stabilized units in the city, comprising of almost half of the rental housing stock [reference: http://furmancenter.org/research/publication/profile-of-rent-stabilized-units-and-tenants-in-new-york-city]. With the real estate market booming, city leadership was determined to take action against a small minority of landlords who engaged in predatory and illegal behavior to drive tenants out of their homes.\n", "\n", "MODA helped the Taskforce focus inspection and enforcement resources where risk is highest, supporting a data-driven approach to standing up for tenants' rights." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "pd.set_option('display.max_columns', 500)\n", "pd.set_option('display.max_rows', 500)\n", "pd.options.display.float_format = '{:>,.2f}'.format\n", "\n", "# graphics with matplot lib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "plt.style.use('seaborn-poster')\n", "plt.style.use('ggplot')\n", "\n", "import numpy as np\n", "\n", "import gatherData as gd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "311 initial pull (3993847, 8)\n", "311 after dropping non positive BBLs (3974750, 8)\n", "DOF (145759, 3)\n", "jobs (1086357, 6)\n", "dob complaints (446051, 42)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/dist-packages/pandas/core/computation/check.py:17: UserWarning: The installed version of numexpr 2.4.3 is not supported in pandas and will be not be used\n", "The minimum supported version is 2.4.6\n", "\n", " ver=ver, min_ver=_MIN_NUMEXPR_VERSION), UserWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "dob illegal work (48356, 44)\n", "rent stab (44968, 23)\n" ] } ], "source": [ "# time period 2011-2014 (4 years)\n", "\n", "# 311 data\n", "complaints = gd.gather311()\n", "complaints = gd.categorize311(complaints)\n", "\n", "# DOF ownership data\n", "own = gd.gatherSale()\n", "\n", "# DOB jobs data, alt1-3, multiple floors\n", "jobs = gd.gatherConst()\n", "\n", "# DOB complaints\n", "dob = gd.gatherDOBcomp()\n", "\n", "# rent stabilized data from http://taxbills.nyc/\n", "stab = gd.gatherRentStab()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Organize and merge onto a dataframe" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sale and job (13539, 9)\n" ] } ], "source": [ "# merge sale and jobs \n", "saleJob = own.merge(jobs, how='inner', on='BBL')\n", "\n", "# only keeping rows where the sales preceded the job filing\n", "saleJob = saleJob[saleJob.DOF_OWNR_NAME_UPDTD <= saleJob.J_PRE_FILING_DATE]\n", "\n", "# time interval is the time between the sale and job filing\n", "saleJob['time interval'] = saleJob['J_PRE_FILING_DATE']-saleJob['DOF_OWNR_NAME_UPDTD']\n", "\n", "# for each BBL,sale year, drop all but the shortest time interval\n", "# then drop any duplicate job dates\n", "saleJob = saleJob.sort_values(['BBL','time interval'])\\\n", " .drop_duplicates(['saleYear','BBL'])\\\n", " .drop_duplicates(['J_PRE_FILING_DATE','BBL'])\n", "\n", "print 'sale and job', saleJob.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ucbbl2007uc2008uc2009uc2010uc2011uc2012uc2013uc2014uc2008loss2009loss2010loss2011loss2012loss2013loss2014loss2008losspct2009losspct2010losspct2011losspct2012losspct2013losspct2014losspct2011 311SR HPD - No Services2011 311SR NA2011 311SR Other2011 311SR Dirty Conditions2011 311SR HPD2011 311SR Construction2011 311SR DOB Illegal Work2011 311SR Air Quality - NonConstruction2011 311SR DOB2011 311SR Hazardous Materials2011 311SR Asbestos2011 311SR Dust - Construction DEP2011 311SR Dust - Construction DOHMH2012 311SR HPD - No Services2012 311SR NA2012 311SR Other2012 311SR Dirty Conditions2012 311SR HPD2012 311SR Construction2012 311SR DOB Illegal Work2012 311SR Air Quality - NonConstruction2012 311SR DOB2012 311SR Hazardous Materials2012 311SR Asbestos2012 311SR Dust - Construction DEP2012 311SR Dust - Construction DOHMH2013 311SR HPD - No Services2013 311SR NA2013 311SR Other2013 311SR Dirty Conditions2013 311SR HPD2013 311SR Construction2013 311SR DOB Illegal Work2013 311SR Air Quality - NonConstruction2013 311SR DOB2013 311SR Hazardous Materials2013 311SR Asbestos2013 311SR Dust - Construction DEP2013 311SR Dust - Construction DOHMH2014 311SR HPD - No Services2014 311SR NA2014 311SR Other2014 311SR Dirty Conditions2014 311SR HPD2014 311SR Construction2014 311SR DOB Illegal Work2014 311SR Air Quality - NonConstruction2014 311SR DOB2014 311SR Hazardous Materials2014 311SR Asbestos2014 311SR Dust - Construction DEP2014 311SR Dust - Construction DOHMH2011 Sale2011 Sale+Construction2012 Sale2012 Sale+Construction2013 Sale2013 Sale+Construction2014 Sale2014 Sale+Construction2011 DOB Illegal Work2012 DOB Illegal Work2013 DOB Illegal Work2014 DOB Illegal Work
0100007750121.0017.0016.0013.009.009.009.009.004.001.003.004.000.000.000.0019.055.8818.7530.770.000.000.001.005.003.001.00nannannannan1.00nannannannannan8.004.002.00nannannan1.001.00nannannannannan4.007.001.00nannannannannannannannannannan3.004.002.00nan1.001.001.002.001.00nannannan000000000000
110001500226.005.005.002.002.001.007.005.001.000.003.000.001.00-6.002.0016.670.0060.000.0050.00-600.0028.57nan9.004.00nannannannannannannannannannannan9.003.00nannannannannannannannannannannan12.003.003.001.001.00nannannannannannannannan6.009.00nannan1.00nannannannannannannan000000000000
21000160015208.00208.00208.00208.00208.00208.00208.00208.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00nan8.002.00nannannannannannannannannannannan4.006.00nan1.001.00nannannannannannannannan8.004.00nannannannannannannannannannannan5.007.00nannannannannannannannannannan000000000000
31000160020209.00209.00209.00209.00209.00209.00209.00209.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00nan6.0011.00nannan2.001.00nannannannannannannan7.006.00nannan2.00nannannannannannannannan8.0012.00nannan2.00nannannannannannannannan4.006.001.00nan1.00nannannannannannannan000000000000
41000160180293.00293.00292.00293.00293.00293.00293.00293.000.001.00-1.000.000.000.000.000.000.34-0.340.000.000.000.00nan5.002.00nannan1.00nannannan1.00nannannannan10.004.00nannannannannan1.00nannannannannan5.001.00nannannannannannannannannannannan6.003.00nannan1.00nannannan1.00nannannan000000000000
\n", "
" ], "text/plain": [ " ucbbl 2007uc 2008uc 2009uc 2010uc 2011uc 2012uc 2013uc 2014uc \\\n", "0 1000077501 21.00 17.00 16.00 13.00 9.00 9.00 9.00 9.00 \n", "1 1000150022 6.00 5.00 5.00 2.00 2.00 1.00 7.00 5.00 \n", "2 1000160015 208.00 208.00 208.00 208.00 208.00 208.00 208.00 208.00 \n", "3 1000160020 209.00 209.00 209.00 209.00 209.00 209.00 209.00 209.00 \n", "4 1000160180 293.00 293.00 292.00 293.00 293.00 293.00 293.00 293.00 \n", "\n", " 2008loss 2009loss 2010loss 2011loss 2012loss 2013loss 2014loss \\\n", "0 4.00 1.00 3.00 4.00 0.00 0.00 0.00 \n", "1 1.00 0.00 3.00 0.00 1.00 -6.00 2.00 \n", "2 0.00 0.00 0.00 0.00 0.00 0.00 0.00 \n", "3 0.00 0.00 0.00 0.00 0.00 0.00 0.00 \n", "4 0.00 1.00 -1.00 0.00 0.00 0.00 0.00 \n", "\n", " 2008losspct 2009losspct 2010losspct 2011losspct 2012losspct \\\n", "0 19.05 5.88 18.75 30.77 0.00 \n", "1 16.67 0.00 60.00 0.00 50.00 \n", "2 0.00 0.00 0.00 0.00 0.00 \n", "3 0.00 0.00 0.00 0.00 0.00 \n", "4 0.00 0.34 -0.34 0.00 0.00 \n", "\n", " 2013losspct 2014losspct 2011 311SR HPD - No Services 2011 311SR NA \\\n", "0 0.00 0.00 1.00 5.00 \n", "1 -600.00 28.57 nan 9.00 \n", "2 0.00 0.00 nan 8.00 \n", "3 0.00 0.00 nan 6.00 \n", "4 0.00 0.00 nan 5.00 \n", "\n", " 2011 311SR Other 2011 311SR Dirty Conditions 2011 311SR HPD \\\n", "0 3.00 1.00 nan \n", "1 4.00 nan nan \n", "2 2.00 nan nan \n", "3 11.00 nan nan \n", "4 2.00 nan nan \n", "\n", " 2011 311SR Construction 2011 311SR DOB Illegal Work \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 2.00 1.00 \n", "4 1.00 nan \n", "\n", " 2011 311SR Air Quality - NonConstruction 2011 311SR DOB \\\n", "0 nan 1.00 \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2011 311SR Hazardous Materials 2011 311SR Asbestos \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 1.00 nan \n", "\n", " 2011 311SR Dust - Construction DEP 2011 311SR Dust - Construction DOHMH \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2012 311SR HPD - No Services 2012 311SR NA 2012 311SR Other \\\n", "0 nan 8.00 4.00 \n", "1 nan 9.00 3.00 \n", "2 nan 4.00 6.00 \n", "3 nan 7.00 6.00 \n", "4 nan 10.00 4.00 \n", "\n", " 2012 311SR Dirty Conditions 2012 311SR HPD 2012 311SR Construction \\\n", "0 2.00 nan nan \n", "1 nan nan nan \n", "2 nan 1.00 1.00 \n", "3 nan nan 2.00 \n", "4 nan nan nan \n", "\n", " 2012 311SR DOB Illegal Work 2012 311SR Air Quality - NonConstruction \\\n", "0 nan 1.00 \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2012 311SR DOB 2012 311SR Hazardous Materials 2012 311SR Asbestos \\\n", "0 1.00 nan nan \n", "1 nan nan nan \n", "2 nan nan nan \n", "3 nan nan nan \n", "4 1.00 nan nan \n", "\n", " 2012 311SR Dust - Construction DEP 2012 311SR Dust - Construction DOHMH \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2013 311SR HPD - No Services 2013 311SR NA 2013 311SR Other \\\n", "0 nan 4.00 7.00 \n", "1 nan 12.00 3.00 \n", "2 nan 8.00 4.00 \n", "3 nan 8.00 12.00 \n", "4 nan 5.00 1.00 \n", "\n", " 2013 311SR Dirty Conditions 2013 311SR HPD 2013 311SR Construction \\\n", "0 1.00 nan nan \n", "1 3.00 1.00 1.00 \n", "2 nan nan nan \n", "3 nan nan 2.00 \n", "4 nan nan nan \n", "\n", " 2013 311SR DOB Illegal Work 2013 311SR Air Quality - NonConstruction \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2013 311SR DOB 2013 311SR Hazardous Materials 2013 311SR Asbestos \\\n", "0 nan nan nan \n", "1 nan nan nan \n", "2 nan nan nan \n", "3 nan nan nan \n", "4 nan nan nan \n", "\n", " 2013 311SR Dust - Construction DEP 2013 311SR Dust - Construction DOHMH \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2014 311SR HPD - No Services 2014 311SR NA 2014 311SR Other \\\n", "0 nan 3.00 4.00 \n", "1 nan 6.00 9.00 \n", "2 nan 5.00 7.00 \n", "3 nan 4.00 6.00 \n", "4 nan 6.00 3.00 \n", "\n", " 2014 311SR Dirty Conditions 2014 311SR HPD 2014 311SR Construction \\\n", "0 2.00 nan 1.00 \n", "1 nan nan 1.00 \n", "2 nan nan nan \n", "3 1.00 nan 1.00 \n", "4 nan nan 1.00 \n", "\n", " 2014 311SR DOB Illegal Work 2014 311SR Air Quality - NonConstruction \\\n", "0 1.00 1.00 \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2014 311SR DOB 2014 311SR Hazardous Materials 2014 311SR Asbestos \\\n", "0 2.00 1.00 nan \n", "1 nan nan nan \n", "2 nan nan nan \n", "3 nan nan nan \n", "4 nan 1.00 nan \n", "\n", " 2014 311SR Dust - Construction DEP 2014 311SR Dust - Construction DOHMH \\\n", "0 nan nan \n", "1 nan nan \n", "2 nan nan \n", "3 nan nan \n", "4 nan nan \n", "\n", " 2011 Sale 2011 Sale+Construction 2012 Sale 2012 Sale+Construction \\\n", "0 0 0 0 0 \n", "1 0 0 0 0 \n", "2 0 0 0 0 \n", "3 0 0 0 0 \n", "4 0 0 0 0 \n", "\n", " 2013 Sale 2013 Sale+Construction 2014 Sale 2014 Sale+Construction \\\n", "0 0 0 0 0 \n", "1 0 0 0 0 \n", "2 0 0 0 0 \n", "3 0 0 0 0 \n", "4 0 0 0 0 \n", "\n", " 2011 DOB Illegal Work 2012 DOB Illegal Work 2013 DOB Illegal Work \\\n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "\n", " 2014 DOB Illegal Work \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge all onto rent stabilized dataframe\n", "\n", "compTypes = complaints.ComplaintType.unique()\n", "complaintByBBLYear = complaints.groupby(['BBL',\n", " 'ComplaintType',\n", " 'YEAR_DT']).count()[['COUNT']].reset_index()\n", "\n", "for year in range(2011,2015):\n", " for types in compTypes:\n", " col = str(year)+\" 311SR \" +types\n", " stab[col] = stab.merge(complaintByBBLYear[(complaintByBBLYear.YEAR_DT==year) &\n", " (complaintByBBLYear.ComplaintType==types)],\n", " how='left',left_on='ucbbl',right_on='BBL').COUNT\n", "\n", "# sales and sales/constr\n", "for year in range(2011,2015):\n", " # sales data\n", " stab[str(year)+\" Sale\"] = 0 #initialize column\n", " stab.loc[stab.ucbbl.isin(own[own.saleYear==year].BBL),\n", " str(year)+' Sale'] = 1 #flag if bbl has been sold in that year\n", " # same for sales/construction data\n", " stab[str(year)+\" Sale+Construction\"] = 0 \n", " stab.loc[stab.ucbbl.isin(saleJob[saleJob.saleYear==year].BBL),\n", " str(year)+' Sale+Construction'] = 1 #flag if bbl has sale then job\n", "\n", "# dob complaints\n", "for year in range(2011,2015):\n", " stab[str(year)+' DOB Illegal Work'] = 0 #initialize column\n", " stab.loc[stab.ucbbl.isin(dob[dob.DOBYear==year].BBL),\n", " # flag if bbl had a DOB complaint that year\n", " str(year)+' DOB Illegal Work'] = 1\n", " \n", "stab.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2007uc 909,363.00\n", "2008uc 895,304.00\n", "2009uc 844,786.00\n", "2010uc 844,714.00\n", "2011uc 859,776.00\n", "2012uc 874,107.00\n", "2013uc 874,306.00\n", "2014uc 861,842.00\n", "2008loss 14,059.00\n", "2009loss 17,520.00\n", "2010loss 7,364.00\n", "2011loss 3,769.00\n", "2012loss -2,380.00\n", "2013loss 8,785.00\n", "2014loss 4,819.00\n", "dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stab.sum()[1:16]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2014 311SR HPD - No Services 61,675.00\n", "2014 311SR NA 28,374.00\n", "2014 311SR Other 84,217.00\n", "2014 311SR Dirty Conditions 11,693.00\n", "2014 311SR HPD 154,589.00\n", "2014 311SR Construction 4,492.00\n", "2014 311SR DOB Illegal Work 5,484.00\n", "2014 311SR Air Quality - NonConstruction 1,078.00\n", "2014 311SR DOB 8,057.00\n", "2014 311SR Hazardous Materials 405.00\n", "2014 311SR Asbestos 639.00\n", "2014 311SR Dust - Construction DEP 356.00\n", "2014 311SR Dust - Construction DOHMH 345.00\n", "2014 Sale 2,832.00\n", "2014 Sale+Construction 717.00\n", "2014 DOB Illegal Work 1,454.00\n", "dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stab.filter(like='2014').sum()[-16:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method - Predictors of RS Unit Loss\n", "\n", "The average probability that a building experiences unit loss can be estimated by dividing the number of buildings which experienced loss by the total number of rent stabilized buildings.\n", "\n", "$$ P(loss) = \\frac{n(loss>threshold)}{n} $$\n", "\n", "This is an average, irrespective of any conditions present in the building. We can identify certain conditions (or predictors) to test if they are more or less predictive of unit loss. \n", "\n", "$$ P(loss\\ |\\ predictor) = \\frac{n(loss>threshold\\ AND\\ predictor=1)}{n(predictor=1)}$$\n", "\n", "The ratio of these is called the Risk Ratio (RR).\n", "\n", "$$ RR(predictor) = \\frac{P(loss\\ |\\ predictor)}{P(loss)} $$\n", "\n", "If the RR is greater than 1 then a building with the predictor present is that many times more likely to experience unit loss than a randomly chosen building. This is what we'll use to test if the predictors are related to unit loss.\n", "\n", "Because we are using DOF data on rent stabilization, we don't have building identifiers but we have something almost as good: BBL's. BBL is the DOF unique identifier for a tax lot. Sometimes there is more than one building per lot, so we are actually estimating the probability of a lot (BBL) losing units. \n", "\n", "In the riskratio function below we calculate RR from the stab dataframe. The stab dataframe has data from 2012-2014, so in order to get the most out of this, we are going to average over all BBL-years. This means that each BBL is counted separately for each year, eg. BBL=1000000001 in 2012 is seen as a different BBL from BBL=1000000001 in 2013. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "311SR HPD - No Services\n", "311SR NA\n", "311SR Other\n", "311SR Dirty Conditions\n", "311SR HPD\n", "311SR Construction\n", "311SR DOB Illegal Work\n", "311SR Air Quality - NonConstruction\n", "311SR DOB\n", "311SR Hazardous Materials\n", "311SR Asbestos\n", "311SR Dust - Construction DEP\n", "311SR Dust - Construction DOHMH\n", "Sale\n", "Sale+Construction\n", "DOB Illegal Work\n" ] } ], "source": [ "# list of predictors to test\n", "# used in riskratio function below\n", "pred = complaints.ComplaintType.unique()\n", "pred = ['311SR '+ x for x in pred ]\n", "# adding on the non-311 predictors\n", "pred.append('Sale')\n", "pred.append('Sale+Construction')\n", "pred.append('DOB Illegal Work')\n", "print '\\n'.join(pred)\n", "\n", "\n", "def riskratio(data,losstype='loss',lbound=0,yr=0):\n", " '''\n", " risk ratio is the prob of unit loss given the presence of a predictor \n", " divided by the prob of unit loss in general.\n", " \n", " data = dataframe where rows are unique bbls and\n", " columns are unit counts, unit loss, and predictors by year\n", " losstype = 'loss'(if lower bound is a count) \n", " or 'losspct'(if lower bound is percent)\n", " lbound = lower bound on number of units lost, int>=0\n", " yr=0 for complaints in current year, yr=1 for complaints in previous year\n", " returns risk ratio and the number of buildings with loss and a predictor present \n", " '''\n", " # numerator and denominator - prob of loss given predictors present\n", " # each row is a predictor type and each column is a year\n", " numerator = pd.DataFrame(index=pred)\n", " denominator = pd.DataFrame(index=pred)\n", " \n", " # time range to average over\n", " yrRange = range(2012,2015)\n", " \n", " # baseline probability of loss - index is year\n", " # built up of a base numerator and base denominator\n", " baseProb = pd.DataFrame(index=[str(year) for year in yrRange])\n", " basenum = []\n", " baseden = []\n", " \n", " #do each year separately and then sum over later\n", " for year in yrRange:\n", " probloss = []\n", " numberloss = []\n", " numberbbls = []\n", " \n", " # set up base prob : basenum and baseden\n", " # number of base BBL's\n", " basedf = data[(data[str(year-1)+'uc']>0)& # has units in prev year\n", " (data[str(year) +'uc']>=0)] # and current year is not null\n", " bblsbase = basedf.shape[0]\n", " baseden.append(bblsbase)\n", " \n", " # bbls with loss\n", " lossbase = basedf[basedf[str(year)+losstype]>=lbound].shape[0] \n", " basenum.append(lossbase)\n", " \n", "\n", " for prd in pred: \n", " # number of bbls with predictors present\n", " # starting with the basedf from above\n", " # pick out the ones with predictors prd\n", " df = basedf[basedf[str(year-yr)+\" \"+prd]>0] \n", " bbls = df.shape[0] # number of bbls is number of rows\n", "\n", " # of those, number of bbls with unit loss in current year\n", " bblswithloss = df[df[str(year)+losstype]>=lbound].shape[0] \n", "\n", " # prob is the ratio of the above, save both separately\n", " numberloss.append(bblswithloss)\n", " numberbbls.append(bbls)\n", " \n", " numerator[str(year)] = numberloss\n", " denominator[str(year)] = numberbbls\n", " \n", " # base prob - include a row that is the sum over years\n", " baseProb['numerator'] = basenum\n", " baseProb['denominator'] = baseden\n", " baseProb.loc['2012-2014'] = baseProb[baseProb.index.astype(int)>2011].sum()\n", " baseProb['prob']=baseProb['numerator']/baseProb['denominator']\n", " \n", " #average the three years together and then take the ratio\n", " numerator['2012-2014'] = numerator[['2012','2013','2014']].sum(axis=1)\n", " denominator['2012-2014'] = denominator[['2012','2013','2014']].sum(axis=1)\n", " probLossPred = numerator/denominator\n", " \n", " ratio = probLossPred.div(baseProb['prob'])\n", " avgRatio = ratio['2012-2014']\n", "\n", " return avgRatio, numerator\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we set the threshold lower bound on unit loss to 5 units, we got the following. Dust and Asbestos complaints come out at the top of the list. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "311SR Dust - Construction DEP 4.54\n", "311SR Asbestos 4.10\n", "311SR Air Quality - NonConstruction 3.35\n", "311SR Construction 3.27\n", "311SR Hazardous Materials 3.27\n", "311SR Dust - Construction DOHMH 2.69\n", "DOB Illegal Work 2.57\n", "Sale+Construction 2.47\n", "311SR DOB 2.26\n", "311SR DOB Illegal Work 2.16\n", "311SR NA 1.71\n", "311SR Dirty Conditions 1.67\n", "311SR HPD 1.46\n", "311SR HPD - No Services 1.32\n", "311SR Other 1.30\n", "Sale 1.28\n", "Name: 2012-2014, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(ratio,num) = riskratio(stab,lbound=5)\n", "ratio.sort_values(ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though we have averaged over three years, do we have enough data points to conclusively say something? The second part of the riskration function returns the number of BBLs that experienced unit loss and the associated predictor. If this number is too low, that's an indication that we shouldn't place too much confidence in the accuracy of the RR. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2012201320142012-2014
311SR HPD - No Services261325231817
311SR NA246291239776
311SR Other3905093151214
311SR Dirty Conditions138170126434
311SR HPD247335220802
311SR Construction95117120332
311SR DOB Illegal Work10810484296
311SR Air Quality - NonConstruction415038129
311SR DOB183164122469
311SR Hazardous Materials9142043
311SR Asbestos29232274
311SR Dust - Construction DEP9152044
311SR Dust - Construction DOHMH106925
Sale325425111
Sale+Construction17241455
DOB Illegal Work314236109
\n", "
" ], "text/plain": [ " 2012 2013 2014 2012-2014\n", "311SR HPD - No Services 261 325 231 817\n", "311SR NA 246 291 239 776\n", "311SR Other 390 509 315 1214\n", "311SR Dirty Conditions 138 170 126 434\n", "311SR HPD 247 335 220 802\n", "311SR Construction 95 117 120 332\n", "311SR DOB Illegal Work 108 104 84 296\n", "311SR Air Quality - NonConstruction 41 50 38 129\n", "311SR DOB 183 164 122 469\n", "311SR Hazardous Materials 9 14 20 43\n", "311SR Asbestos 29 23 22 74\n", "311SR Dust - Construction DEP 9 15 20 44\n", "311SR Dust - Construction DOHMH 10 6 9 25\n", "Sale 32 54 25 111\n", "Sale+Construction 17 24 14 55\n", "DOB Illegal Work 31 42 36 109" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's not too bad. But a better way of understanding this is to apply confidence intervals to the RR. This allows us to see a band around which we can reasonably assume the RR lies within. When we have large numbers of data points the band gets smaller, or more accurate. When we only have a small amount of data the band becomes larger and less accurate. \n", "\n", "We will use the bootstrap method to determine the confidence intervals. The idea is that if the data we have is a reasonable sample of the population in general, we can treat it as if it is the full population and then pull sub-samples from it. This is called sampling with replacement (e.g. if our data is (2,6,4) possible sub-samples are (2,2,4) or (6,4,4) or (4,6,2)). We treat the sub-samples as if they are independent trials. Any estimator, in this case the risk ratio, is calculated and the bottom 5th percentile and top 95th percentile will make up the confidence interval.\n", "\n", "In order to do this we are using the resample function from the scikit-learn package." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn.utils import resample" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# bootstrap to find confidence intervals:\n", "# create a data frame, called samples, \n", "# each column is the results after sampling with\n", "# with replacement from the original stab datafram\n", "\n", "samples = pd.DataFrame()\n", "for i in range(1000):\n", " (samples[i],n) = riskratio(resample(stab),lbound=5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Sale 1.10\n", "311SR HPD - No Services 1.27\n", "311SR Other 1.28\n", "311SR HPD 1.40\n", "311SR Dirty Conditions 1.56\n", "311SR NA 1.63\n", "311SR Dust - Construction DOHMH 1.90\n", "311SR DOB Illegal Work 1.97\n", "Sale+Construction 1.97\n", "311SR DOB 2.11\n", "DOB Illegal Work 2.18\n", "311SR Hazardous Materials 2.40\n", "311SR Air Quality - NonConstruction 2.87\n", "311SR Construction 3.01\n", "311SR Asbestos 3.29\n", "311SR Dust - Construction DEP 3.39\n", "Name: 0.05, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# taking the 5th percentile from all the samples for a lower bound\n", "samples.quantile(.05, axis = 1).sort_values()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "311SR Other 1.33\n", "311SR HPD - No Services 1.37\n", "Sale 1.49\n", "311SR HPD 1.52\n", "311SR NA 1.78\n", "311SR Dirty Conditions 1.79\n", "311SR DOB Illegal Work 2.34\n", "311SR DOB 2.42\n", "DOB Illegal Work 2.95\n", "Sale+Construction 3.05\n", "311SR Dust - Construction DOHMH 3.52\n", "311SR Construction 3.56\n", "311SR Air Quality - NonConstruction 3.89\n", "311SR Hazardous Materials 4.21\n", "311SR Asbestos 4.89\n", "311SR Dust - Construction DEP 5.70\n", "Name: 0.95, dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 95th percentile from all the samples for an upper bound\n", "samples.quantile(.95, axis = 1).sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After putting this all together and wrapping it up with a graph, we see that the predictors with the most numbers also have the shortest confidence intervals: \"311 Other\" and vice versa: \"311SR Dust\"." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def plotRR(data,losstype='loss',lbound=0,yr=0,trials=1000):\n", " \n", " (ratio,num) = riskratio(data=data,losstype=losstype,lbound=lbound,yr=yr)\n", " samples = pd.DataFrame()\n", " for i in range(trials):\n", " (samples[i],n) = riskratio(data=resample(data),\n", " losstype=losstype,lbound=lbound,yr=yr)\n", " \n", " units = '+ units ' if losstype=='loss' else '% + units '\n", " predyear = 'in the same year,\\n' if yr==0 else 'in the previous year,\\n'\n", "\n", " title='Risk Ratio: Probability of loosing '+str(lbound)+units+\\\n", " '\\n if predictor was present '+ predyear +\\\n", " 'Compared to baseline probability of any bbl loosing units'\n", "\n", " # error bars\n", " errmax = samples.quantile(.95, axis = 1) - ratio\n", " errmin = ratio - samples.quantile(.05, axis = 1)\n", " error = [[errmin,errmax]]\n", " #print resample(data)\n", " #print samples\n", " #print errmax\n", " ratio.plot(kind='barh',xerr=error,\n", " figsize=(10,7),title=title,color='lightblue')\n", " plt.axvline(1, color ='grey', linewidth=5,alpha=.6)\n", " " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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fP4/x48cL+86dO1duvi1btoS/vz9evXpV6oNg4QN5fn6+MFqlVCohlUoRHh4u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\nREREREREgwwTOSIiIiIiokHm/wHTHdWJsyPsPwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotRR(data=stab,lbound=5,trials=1000)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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PP6NVq1YQiUTo2bMnysrKAACampq4dOkSzpw5g+PHj+OXX37BzJkzceLECXTs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vPnzyuzVb169QKqA5q4uDj69euHu7s7VlZWZGRkEBMTg7m5OYMHDzbY96CgIA4fPkx0dDSvvPLK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotRR(data=stab,lbound=5,yr=1,trials=1000)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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R1tbWEIlENeZ17do1rF69mnfNtra2AMC75tfV1Y5SqRRBQUH47LPPoKOjAzU1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\nlSGor7zyCo888ghQOb9w1qxZrFq1isWLFwOV13327NlGy+vXhqWlJe7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N1NRUEhIS0Gq1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\n3QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotRR(data=stab,losstype='losspct',lbound=40,yr=0,trials=1000)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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EhITg6dOnGD58eI15tWzZUmlfqKurw9ra+rXqV5kvAIW84+PjuTauaz/o6elh+PDhCAkJ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotRR(data=stab,losstype='losspct',lbound=40,yr=1,trials=1000)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Results\n", "The first two graphs above use loss to mean that 5 or more units were lost in the BBL. The second two graphs define loss as 40% or more of units in the BBL. \n", "The second and fourth graphs constrain the unit loss to happen the year after the presence of the predictor is observed. \n", "In all four graphs the same predictors pop up as the most relevant: DOB illegal work, Sale+Construction, Dust, Asbestos, and 311 construction.\n", "\n", "Surprisingly HPD No Services complaints (these are complaints about landlords not providing heat and hot water among other things) are not very predictive of unit loss. This is likely because there are so many of these complaints, from tenants of all buildings. Choosing buildings with HPD No Services complaints is not that different from choosing a rent stabilized building at random. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }