Seattle_building_permits.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seattle Building Permits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've been wanting to do some research into the building boom here in Seattle for a while.  Thanks to the city's [open data initiative](https://data.seattle.gov/browse?sortBy=most_accessed&sortPeriod=week) powered by Socrata, there is readily available information to get started.  Perhaps ultimately this could be tied into a larger project around affordable housing.  I know that there is a basic supply and demand arguement to be made for how all these cranes are going to help the situation, but just based on my own observations, there seem to be way more luxury high rises than modest housing units going up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>:@computed_region_2day_rhn5</th>\n",
       "      <th>:@computed_region_cyqu_gs94</th>\n",
       "      <th>:@computed_region_kuhn_3gp2</th>\n",
       "      <th>:@computed_region_q256_3sug</th>\n",
       "      <th>action_type</th>\n",
       "      <th>address</th>\n",
       "      <th>applicant_name</th>\n",
       "      <th>application_date</th>\n",
       "      <th>application_permit_number</th>\n",
       "      <th>category</th>\n",
       "      <th>...</th>\n",
       "      <th>latitude</th>\n",
       "      <th>location</th>\n",
       "      <th>location_address</th>\n",
       "      <th>longitude</th>\n",
       "      <th>master_use_permit</th>\n",
       "      <th>permit_and_complaint_status_url</th>\n",
       "      <th>permit_type</th>\n",
       "      <th>status</th>\n",
       "      <th>value</th>\n",
       "      <th>work_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>18792.0</td>\n",
       "      <td>NEW</td>\n",
       "      <td>1233 NE 88TH ST</td>\n",
       "      <td>BIDDLE, DAVE</td>\n",
       "      <td>2016-12-19T00:00:00.000</td>\n",
       "      <td>6564183</td>\n",
       "      <td>SINGLE FAMILY / DUPLEX</td>\n",
       "      <td>...</td>\n",
       "      <td>47.691846</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-122.313688,...</td>\n",
       "      <td>1233 NE 88TH ST</td>\n",
       "      <td>-122.313688</td>\n",
       "      <td>3025890.0</td>\n",
       "      <td>http://web6.seattle.gov/dpd/PermitStatus/Proje...</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Application Accepted</td>\n",
       "      <td>478973</td>\n",
       "      <td>Plan Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18792.0</td>\n",
       "      <td>ADD/ALT</td>\n",
       "      <td>6008 29TH AVE NE</td>\n",
       "      <td>JACKSON, LEIF</td>\n",
       "      <td>2016-12-21T00:00:00.000</td>\n",
       "      <td>6563910</td>\n",
       "      <td>SINGLE FAMILY / DUPLEX</td>\n",
       "      <td>...</td>\n",
       "      <td>47.672460</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-122.29612, ...</td>\n",
       "      <td>6008 29TH AVE NE</td>\n",
       "      <td>-122.296120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://web6.seattle.gov/dpd/PermitStatus/Proje...</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Permit Issued</td>\n",
       "      <td>5655</td>\n",
       "      <td>Plan Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18385.0</td>\n",
       "      <td>ADD/ALT</td>\n",
       "      <td>5214 DELRIDGE WAY SW</td>\n",
       "      <td>MIHLON, MATTHEW D</td>\n",
       "      <td>2016-09-12T00:00:00.000</td>\n",
       "      <td>6536904</td>\n",
       "      <td>COMMERCIAL</td>\n",
       "      <td>...</td>\n",
       "      <td>47.554495</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-122.362727,...</td>\n",
       "      <td>5214 DELRIDGE WAY SW</td>\n",
       "      <td>-122.362727</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://web6.seattle.gov/dpd/PermitStatus/Proje...</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Permit Issued</td>\n",
       "      <td>5000</td>\n",
       "      <td>Plan Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>18800.0</td>\n",
       "      <td>ADD/ALT</td>\n",
       "      <td>5425 57TH AVE S</td>\n",
       "      <td>MOODY, WILLIAM</td>\n",
       "      <td>2017-01-23T00:00:00.000</td>\n",
       "      <td>6561114</td>\n",
       "      <td>SINGLE FAMILY / DUPLEX</td>\n",
       "      <td>...</td>\n",
       "      <td>47.552729</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-122.262284,...</td>\n",
       "      <td>5425 57TH AVE S</td>\n",
       "      <td>-122.262284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://web6.seattle.gov/dpd/PermitStatus/Proje...</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Permit Issued</td>\n",
       "      <td>1000</td>\n",
       "      <td>No plan review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>18390.0</td>\n",
       "      <td>SHORELINE EXEMPTION ONLY</td>\n",
       "      <td>2145R WESTLAKE AVE N</td>\n",
       "      <td>ANTIEAU, CLAYTON</td>\n",
       "      <td>2017-02-07T00:00:00.000</td>\n",
       "      <td>6562603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>47.638863</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-122.341316,...</td>\n",
       "      <td>2145R WESTLAKE AVE N</td>\n",
       "      <td>-122.341316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://web6.seattle.gov/dpd/PermitStatus/Proje...</td>\n",
       "      <td>Site Development</td>\n",
       "      <td>AP Closed</td>\n",
       "      <td>0</td>\n",
       "      <td>Plan Review</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   :@computed_region_2day_rhn5  :@computed_region_cyqu_gs94  \\\n",
       "0                          NaN                          NaN   \n",
       "1                          NaN                          NaN   \n",
       "2                          NaN                          NaN   \n",
       "3                          NaN                          NaN   \n",
       "4                          NaN                          NaN   \n",
       "\n",
       "   :@computed_region_kuhn_3gp2  :@computed_region_q256_3sug  \\\n",
       "0                         28.0                      18792.0   \n",
       "1                         48.0                      18792.0   \n",
       "2                         13.0                      18385.0   \n",
       "3                         43.0                      18800.0   \n",
       "4                          7.0                      18390.0   \n",
       "\n",
       "                action_type               address     applicant_name  \\\n",
       "0                       NEW       1233 NE 88TH ST       BIDDLE, DAVE   \n",
       "1                   ADD/ALT      6008 29TH AVE NE      JACKSON, LEIF   \n",
       "2                   ADD/ALT  5214 DELRIDGE WAY SW  MIHLON, MATTHEW D   \n",
       "3                   ADD/ALT       5425 57TH AVE S     MOODY, WILLIAM   \n",
       "4  SHORELINE EXEMPTION ONLY  2145R WESTLAKE AVE N   ANTIEAU, CLAYTON   \n",
       "\n",
       "          application_date  application_permit_number                category  \\\n",
       "0  2016-12-19T00:00:00.000                    6564183  SINGLE FAMILY / DUPLEX   \n",
       "1  2016-12-21T00:00:00.000                    6563910  SINGLE FAMILY / DUPLEX   \n",
       "2  2016-09-12T00:00:00.000                    6536904              COMMERCIAL   \n",
       "3  2017-01-23T00:00:00.000                    6561114  SINGLE FAMILY / DUPLEX   \n",
       "4  2017-02-07T00:00:00.000                    6562603                     NaN   \n",
       "\n",
       "        ...         latitude  \\\n",
       "0       ...        47.691846   \n",
       "1       ...        47.672460   \n",
       "2       ...        47.554495   \n",
       "3       ...        47.552729   \n",
       "4       ...        47.638863   \n",
       "\n",
       "                                            location      location_address  \\\n",
       "0  {'type': 'Point', 'coordinates': [-122.313688,...       1233 NE 88TH ST   \n",
       "1  {'type': 'Point', 'coordinates': [-122.29612, ...      6008 29TH AVE NE   \n",
       "2  {'type': 'Point', 'coordinates': [-122.362727,...  5214 DELRIDGE WAY SW   \n",
       "3  {'type': 'Point', 'coordinates': [-122.262284,...       5425 57TH AVE S   \n",
       "4  {'type': 'Point', 'coordinates': [-122.341316,...  2145R WESTLAKE AVE N   \n",
       "\n",
       "    longitude master_use_permit  \\\n",
       "0 -122.313688         3025890.0   \n",
       "1 -122.296120               NaN   \n",
       "2 -122.362727               NaN   \n",
       "3 -122.262284               NaN   \n",
       "4 -122.341316               NaN   \n",
       "\n",
       "                     permit_and_complaint_status_url       permit_type  \\\n",
       "0  http://web6.seattle.gov/dpd/PermitStatus/Proje...      Construction   \n",
       "1  http://web6.seattle.gov/dpd/PermitStatus/Proje...      Construction   \n",
       "2  http://web6.seattle.gov/dpd/PermitStatus/Proje...      Construction   \n",
       "3  http://web6.seattle.gov/dpd/PermitStatus/Proje...      Construction   \n",
       "4  http://web6.seattle.gov/dpd/PermitStatus/Proje...  Site Development   \n",
       "\n",
       "                 status   value       work_type  \n",
       "0  Application Accepted  478973     Plan Review  \n",
       "1         Permit Issued    5655     Plan Review  \n",
       "2         Permit Issued    5000     Plan Review  \n",
       "3         Permit Issued    1000  No plan review  \n",
       "4             AP Closed       0     Plan Review  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api_endpoint = \"https://data.seattle.gov/resource/i5jq-ms7b.json\"\n",
    "permits = pd.read_json(api_endpoint)\n",
    "permits.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([':@computed_region_2day_rhn5', ':@computed_region_cyqu_gs94',\n",
       "       ':@computed_region_kuhn_3gp2', ':@computed_region_q256_3sug',\n",
       "       'action_type', 'address', 'applicant_name', 'application_date',\n",
       "       'application_permit_number', 'category', 'contractor', 'description',\n",
       "       'expiration_date', 'final_date', 'issue_date', 'latitude', 'location',\n",
       "       'location_address', 'longitude', 'master_use_permit',\n",
       "       'permit_and_complaint_status_url', 'permit_type', 'status', 'value',\n",
       "       'work_type'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "permits.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# drop the first 4 columns\n",
    "permits = permits.iloc[:, 4:]\n",
    "\n",
    "#extract just date from application timestamp\n",
    "def extract_dt(timestamp):\n",
    "    if pd.isnull(timestamp):\n",
    "        return np.nan\n",
    "    else:\n",
    "        date_str = re.sub(r\"([0-9]{4}-[0-9]{2}-[0-9]{2})(.*)\", r\"\\1\", timestamp)\n",
    "        return datetime.strptime(date_str, \"%Y-%m-%d\")\n",
    "\n",
    "permits['app_date_cleaned'] = [extract_dt(elem) for elem in permits.application_date]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1   2016-12-21\n",
       "2   2016-09-12\n",
       "3   2017-01-23\n",
       "4   2017-02-07\n",
       "5          NaT\n",
       "6   2017-02-07\n",
       "7   2016-03-25\n",
       "8          NaT\n",
       "9          NaT\n",
       "Name: app_date_cleaned, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "permits.app_date_cleaned[1:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 22)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "permits.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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ir0+Te+8Y1kNUKxDjnkkIho7PN///d/jwkTJkR9fX2L53nggQfijjvuKPR5088PdARD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Ah8/PHHuH//PgCg5KM5dT+ltEd26n1ubm5YsWIFl6EiomcKkxGIiIiIiKhWOHv2rLx97tw5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\nAACcYfPmzZLOLr9wxx13X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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f98648834a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of permit status\n",
    "sns.countplot(x = \"status\", data = permits)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9864938b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"permit_type\", data = permits)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of idividual contractors: 105\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([nan, 'CITY OF SEA SPU DRAIN & WASTE', 'DUET DESIGN AND BUILD LLC',\n",
       "       'U OF W BUILDING PERMIT', 'CHRIS LEWIS', 'POLYGON WLH LLC',\n",
       "       'KING CO WASTEWATER TRTMNT DIV', 'SEISMIC NORTHWEST',\n",
       "       'WINFIELD HOMES, LLC', 'SEATTLE CITY LIGHT', 'BLANKET: SODO CENTER',\n",
       "       'RYAN VYTLACIL', 'SOCKEYE HOMES', \"BLANKET: MACY'S\",\n",
       "       'ACH HOMES LLC', 'CITY OF SEA F&FD', 'BLANKET: ONE UNION SQUARE',\n",
       "       'SEATTLE PARKS DEPT', 'ELITE COMMERCIAL CONTRACTING',\n",
       "       'PORT OF SEATTLE ENGINEERING', 'ACE CONSTRUCTION SERVICES LLC',\n",
       "       'TERHUNE HOMES INC', 'PROVIDENCE HEALTH & SERVICES',\n",
       "       'SEATTLE TRANSPORTATION', 'BETTER BUILDERS',\n",
       "       'BLANKET: TWO UNION SQUARE',\n",
       "       'ACORN DEVELOPMENT LLC(BLOCK21), GLY CONSTRUCTION',\n",
       "       'D P INCORPORATED', 'MIGHTY HOUSE CONSTRUCTION',\n",
       "       'EUGENE SHERMAN & ASSOC LLC', 'PRESTIGE GENERAL CONTRS LLC',\n",
       "       'GIBRALTAR MAINT & CONST INC, J M S CONSTRUCTION CO',\n",
       "       'W G CLARK CONSTRUCTION CO', 'SAGE HOMES NORTHWEST LLC',\n",
       "       'SEATTLE PACIFIC UNIVERSITY',\n",
       "       'RYAN GENERAL CONTRACTORS INC, SEATTLE CITY LIGHT',\n",
       "       'SEATTLE SCHOOL DISTRICT (A&S)', 'BLANKET: 901 5TH AVE',\n",
       "       'CENTRAL PUGET SOUND TRANSIT', 'BLANKET: BANK OF AMERICA TOWER',\n",
       "       'MALLET INC', 'G L Y CONSTRUCTION INC',\n",
       "       'FERRIS-TURNEY GEN CONTRS INC', 'CONSTRUCTION ENTERPRISES CO',\n",
       "       'HORIZON HOUSE', 'EXCAVATORS NORTHWEST', 'GREG BOEHM',\n",
       "       'FRED HUTCHINSON CANCER RES CTR', 'BLANKET: WELLS FARGO BUILDING',\n",
       "       'LENHARDT CONSTRUCTION & DESIGN', 'ISAIAH W DUMMER',\n",
       "       'BLUE WATER DESIGN BUILD LLC', 'BLUE NALU BUILDERS, LLC',\n",
       "       'BELLINGHAM BAY BUILDERS', 'MY-WAY CONSTRUCTION LLC',\n",
       "       'GILPIN CONSTRUCTION LLC', 'PSF MECHANICAL INC',\n",
       "       'DAVENPORT CONSTRUCTION INC', \"SEATTLE CHILDREN'S HOSPITAL\",\n",
       "       'DEP HOMES CORPORATION', 'SEATTLE CITY LIBRARY', 'CRUISE LLC',\n",
       "       'THE WRIGHTWORKS LLC', 'BLANKET: 1111 THIRD AVE BLDG',\n",
       "       'JAMES BARGFREDE', 'FOUR TEN, LLC', 'SOUND SEISMIC',\n",
       "       'NATHAN CONSTRUCTION INC', 'JOE MYERS CONSTRUCTION INC',\n",
       "       '800 FIFTH AVENUE', 'GPROJECTS LLC', 'BETTER IMAGE LLC',\n",
       "       'JACKSON REMODELING LLC', 'IHS CONTRACTORS',\n",
       "       'BAKSTAD CONSTRUCTION LLC', 'BURGESS DESIGN, INC',\n",
       "       'REGETA CONSTRUCTION LLC', 'J T M CONSTRUCTION',\n",
       "       'GREEN CANOPY HOMES', 'JACOB ALEXANDER HOMES LLC',\n",
       "       'SUNSHINE CONSTRUCTION LLC', 'BLANKET:9709 3RD AVE NE',\n",
       "       '12TH MAN LLC', 'BLANKET: MARKET PLACE TOWER',\n",
       "       'ORION ROCKSCAPES INC', 'BLANKET 399 FAIRVIEW AVE N',\n",
       "       'NORDIC SERVICES INC.', 'ALGAS-SDI', 'SEA AND SHORE CONSTRUCTION',\n",
       "       'SODO BUILDERS LLC',\n",
       "       'ACORN DEVELOPMENT LLC, ACORN DEVELOPMENT LLC(BLOCK21)',\n",
       "       'A J B CONTRACTORS INC', 'BLANKET: 1001 FOURTH AVE PLAZA',\n",
       "       'SELLEN CONSTRUCTION CO INC', 'TEK-LINE CONSTRUCTION INC',\n",
       "       'GREENBUILD DEVELOPMENT LLC', 'BLANKET: PLAZA 600',\n",
       "       'CHINN CONSTRUCTION LLC', 'AL LIND COMPANY',\n",
       "       'DIAMONDBACK CONSTRUCTION LLC',\n",
       "       'CITY INVESTORS, SELLEN CONSTRUCTION CO INC',\n",
       "       'BLANKET: 1201 3RD AVE', 'J A S DESIGN BUILD INC',\n",
       "       'LORACHE CAD SERVICES LLC', 'SIERRA CONSTRUCTION CO INC',\n",
       "       'STARBUCKS COFFEE'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#figure out how many individual contractors there are\n",
    "print(\"Number of idividual contractors: {}\".format(permits.contractor.nunique()))\n",
    "\n",
    "#and here are  the companies\n",
    "permits.contractor.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of contractors with issued permits: \t27\n"
     ]
    }
   ],
   "source": [
    "#lets see who is currently building the most\n",
    "contractors = permits[permits.status == \"Permit Issued\"].groupby(by = ['contractor'])\n",
    "print(\"number of contractors with issued permits: \\t{}\".format(contractors.ngroups))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contractor\n",
       "800 FIFTH AVENUE                  1\n",
       "ACE CONSTRUCTION SERVICES LLC     2\n",
       "BAKSTAD CONSTRUCTION LLC          1\n",
       "BLANKET: 1111 THIRD AVE BLDG      1\n",
       "BLANKET: 901 5TH AVE              1\n",
       "BLANKET: MARKET PLACE TOWER       1\n",
       "BLANKET: SODO CENTER              1\n",
       "BURGESS DESIGN, INC               1\n",
       "CENTRAL PUGET SOUND TRANSIT       1\n",
       "CITY OF SEA F&FD                  4\n",
       "DIAMONDBACK CONSTRUCTION LLC      1\n",
       "ELITE COMMERCIAL CONTRACTING      3\n",
       "EXCAVATORS NORTHWEST              1\n",
       "FOUR TEN, LLC                     1\n",
       "G L Y CONSTRUCTION INC            1\n",
       "GPROJECTS LLC                     3\n",
       "J T M CONSTRUCTION                1\n",
       "LENHARDT CONSTRUCTION & DESIGN    1\n",
       "POLYGON WLH LLC                   1\n",
       "PROVIDENCE HEALTH & SERVICES      1\n",
       "PSF MECHANICAL INC                1\n",
       "SEATTLE CHILDREN'S HOSPITAL       1\n",
       "SEATTLE CITY LIBRARY              1\n",
       "SEISMIC NORTHWEST                 2\n",
       "SELLEN CONSTRUCTION CO INC        1\n",
       "SIERRA CONSTRUCTION CO INC        1\n",
       "THE WRIGHTWORKS LLC               1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#number of permits issued to contractors\n",
    "#who is building what\n",
    "permits[permits.status == \"Permit Issued\"].groupby('contractor').size()"
   ]
  }
 ],
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