Sample
## is_contractor :created_at applicant_state owner
## 1 N 1440447167 MA BUMC ENERGY MANAGER OFFICE
## 2 Y 1440447173 MA Northeastern University
## 3 N 1440447175 <NA> <NA>
## 4 N 1440447176 MA CHESTNUT HILL P
## 5 N 1440447177 MA Unique Realty
## 6 N 1440447180 MA BATTISTA WILLIAM_&_Y L
## permitnumber :position property_id applicationmethod city
## 1 SF68532 461725 164797 OnlinePermit Roxbury
## 2 PL57494 461728 155692 OnlinePermit Boston
## 3 SMK125617 461731 233195 InPersonPermit East Boston
## 4 E97399 461733 31846 InPersonPermit Brighton
## 5 SF245269 461735 133523 InPersonPermit Boston
## 6 PL447958 461741 55152 OnlinePermit East Boston
## :updated_at :created_meta state
## 1 1440447167 525314 MA
## 2 1440447173 525314 MA
## 3 1440447175 525314 MA
## 4 1440447176 525314 MA
## 5 1440447177 525314 MA
## 6 1440447180 525314 MA
## comments
## 1 Construct walls to create lobby & office. replace ceilings install new doors. Install new lights. Install new HVAC. Rework electrical as needed. Install new flooring. Paint.
## 2 Add in water piping fume hood and new sink install.
## 3 <NA>
## 4 remodel - unit #7
## 5 replace fire alarm panel.
## 6 Remodel of the first floor apartment bathroom and kitchen.
## issued_date occupancytype permittypedescr status
## 1 2011-03-23T13:32:54 Mixed Short Form Bldg Permit EXPIRED
## 2 2011-01-05T10:22:59 Comm Plumbing Permit EXPIRED
## 3 2012-04-03T11:14:51 1Unit BFD – Smoke/CO Inspection and EXPIRED
## 4 2011-09-23T10:55:17 1-7FAM Electrical Permit EXPIRED
## 5 2013-05-17T11:50:37 Multi Short Form Bldg Permit EXPIRED
## 6 2015-02-18T09:54:35 1-3FAM Plumbing Permit EXPIRED
## sq_feet applicant_city total_fees description
## 1 180099 Berkley 500 Renovations -Interior NSC
## 2 0 NEWTONVILLE 45 Plumbing
## 3 0 <NA> 50 <NA>
## 4 580 Tyngsboro 42 Electrical
## 5 0 Lynn 40 Fire Alarm
## 6 0 Dorchester 45 Plumbing
## applicant_address address :updated_meta :sid
## 1 27 Howland Rd. 75 E Newton ST 525314 461725
## 2 <NA> 360 Huntington AV 525314 461728
## 3 <NA> 84 Falcon ST 525314 461731
## 4 14 Derby Lane 324-326 Chestnut Hill AV 525314 461733
## 5 424 Essex Street 71 Symphony RD 525314 461735
## 6 866 Dorchester Ave. 42 Everett ST 525314 461741
## zip expiration_date applicant parcel_id
## 1 02118 2011-09-23T00:00:00 William MacDougall 801405000
## 2 02115 2011-07-05T00:00:00 DENNIS MAGUIRE 402236000
## 3 02128 2012-06-02T11:14:51 MIKE GREALY NA
## 4 02135 2012-03-23T00:00:00 Brandon Beck 2102333000
## 5 02115 2013-11-17T00:00:00 Wayne Alarm Systems . 401554000
## 6 02128 2015-08-18T00:00:00 Alexander Baker 105294000
## :id applicant_zip :meta
## 1 FFD8005B-3905-4358-A38E-E8F8FDEE4A0E 02779 NA
## 2 90BD0B2B-E522-46FB-B00E-2019B9FD12D2 02460 NA
## 3 972D5241-1C36-473E-89BF-1D13DC7D61E9 <NA> NA
## 4 EA2BEBB2-7C20-4930-A838-376CFDE50C1D 01879 NA
## 5 06CA538D-8913-4A85-8467-95ED75791F05 01902 NA
## 6 CA47F414-7F5E-4412-8E47-2D0C1515D424 02125 NA
## declared_valuation worktype location.latitude location.needs_recoding
## 1 47340 INTREN 42.33664 FALSE
## 2 12000 PLUMBING 42.34005 FALSE
## 3 0 <NA> 42.38214 FALSE
## 4 2000 ELECTRICAL 42.33774 FALSE
## 5 1800 FA 42.34328 FALSE
## 6 3000 PLUMBING 42.36831 FALSE
## location.human_address location.machine_address
## 1 {"address":"","city":"","state":"","zip":""} NA
## 2 {"address":"","city":"","state":"","zip":""} NA
## 3 {"address":"","city":"","state":"","zip":""} NA
## 4 {"address":"","city":"","state":"","zip":""} NA
## 5 {"address":"","city":"","state":"","zip":""} NA
## 6 {"address":"","city":"","state":"","zip":""} NA
## location.longitude
## 1 -71.07156
## 2 -71.08889
## 3 -71.03593
## 4 -71.15260
## 5 -71.08951
## 6 -71.03618
Variables
The following variables are all NA: :meta
, location.machine_address
The following variables are duplicates:
:created_meta
, :updated_meta
:position
, :sid
applicant_state
Distribution of top 50 variables
Frequency table of top 100 variables
owner
Distribution of top 50 variables
Frequency table of top 100 variables
permitnumber
Distribution of top 50 variables
Frequency table of top 100 variables
property_id
Summary statistics
Min. |
0 |
1st Qu. |
46310 |
Median |
101600 |
Mean |
117800 |
3rd Qu. |
155700 |
Max. |
419800 |
NA’s |
64305 |
city
Distribution of top 50 variables
Frequency table of top 100 variables
issued_date
Distribution of top 50 variables
Frequency table of top 100 variables
sq_feet
Summary statistics
Min. |
0.01 |
1st Qu. |
1084.00 |
Median |
2180.00 |
Mean |
204100.00 |
3rd Qu. |
4860.00 |
Max. |
10000000000.00 |
applicant_city
Distribution of top 50 variables
Frequency table of top 100 variables
total_fees
Summary statistics
Min. |
-770 |
1st Qu. |
35 |
Median |
69 |
Mean |
2957 |
3rd Qu. |
130 |
Max. |
625000000 |
description
Distribution of top 50 variables
Frequency table of top 100 variables
applicant_address
Distribution of top 50 variables
Frequency table of top 100 variables
address
Distribution of top 50 variables
Frequency table of top 100 variables
expiration_date
Distribution of top 50 variables
Frequency table of top 100 variables
applicant
Distribution of top 50 variables
Frequency table of top 100 variables
parcel_id
Summary statistics
Min. |
100000000 |
1st Qu. |
306500000 |
Median |
602700000 |
Mean |
947000000 |
3rd Qu. |
1701000000 |
Max. |
2206000000 |
NA’s |
120247 |
applicant_zip
Distribution of top 50 variables
Frequency table of top 100 variables
declared_valuation
Summary statistics
Min. |
0.01 |
1st Qu. |
1444.00 |
Median |
5000.00 |
Mean |
157200.00 |
3rd Qu. |
18040.00 |
Max. |
1832000000.00 |
worktype
Distribution of top 50 variables
Frequency table of top 100 variables
location.latitude
Summary statistics
Min. |
42.23 |
1st Qu. |
42.32 |
Median |
42.34 |
Mean |
42.33 |
3rd Qu. |
42.35 |
Max. |
42.40 |
NA’s |
52858.00 |
location.longitude
Summary statistics
Min. |
-71.19 |
1st Qu. |
-71.10 |
Median |
-71.07 |
Mean |
-71.08 |
3rd Qu. |
-71.06 |
Max. |
-70.99 |
NA’s |
52858.00 |
comments
Distribution of top 50 variables
Frequency table of top 100 variables