Data Model
openclean provides useful functionality to identify bugs and anomalous values, make fixes and wrangle datasets. To help illustrate different operations, we use a sample of NYC open data with completed job codes at various locations in New York City.
Datasets and Streams
openclean uses a dataset (a wrapped pandas dataframe) as its primary data storage object. It can be created from any source data type accepted by pandas. Compressed Gzip files (.gz) are also accepted.
import os
path_to_file = os.path.join(os.getcwd(), 'source', 'data')
from openclean.data.load import dataset
ds = dataset(os.path.join(path_to_file, 'job_locations.csv'))
ds.head()
| Job # | Borough | Street Name | GIS_NTA_NAME | |
|---|---|---|---|---|
| 0 | 140915936 | MANHATTAN | EAST 93RD STREET | Upper East Side-Carnegie Hill |
| 1 | 340737929 | BROOKLYN | 16TH AVE | Bensonhurst West |
| 2 | 440601733 | QUEENS | AUSTIN STREET | Kew Gardens |
| 3 | 340737901 | BROOKLYN | 3RD STREET | Carroll Gardens-Columbia Street-Red Hook |
| 4 | 240275910 | BRONX | CEDAR AVENUE | University Heights-Morris Heights |
For larger datasets, instead of loading the entire dataset into memory as above, openclean provides a streaming operator:
from openclean.pipeline import stream
sm = stream(os.path.join(path_to_file, 'job_locations.csv'))
print(sm)
<openclean.pipeline.DataPipeline object at 0x7f373469ec90>
A dataset stream can directly have operators applied to it and the resulting dataset can be computed lazily. We provide a jupyter notebook to demonstrate the streaming functionality further.
Eval Functions
Evaluation functions are used to compute results over rows in a dataset or a data stream. Conceptually, evaluation functions are evaluated over one or more columns for each row in the input data. For each row, the function is expected to generate one (or more) (transformed) value(s) for the column (columns) on which it operates.
Evaluation functions are building blocks for data frame operators as well as data stream pipelines. Each of these two use cases is supported by a different (abstract) method:
eval: The eval function is used by data frame operators. The function receives the full data frame as an argument. It returns a data series (or list) of values with one value for each row in the input data frame. Functions that operate over multiple columns will return a list of tuples.
prepare: If an evaluation function is used as part of a data stream operator the function needs to be prepared. That is, the function will need to know the schema of the rows in the data frame before streaming starts. The prepare method receives the schema of the data stream as an argument. It returns a callable function that accepts a data stream row as the only argument and that returns a single value or a tuple of values depending on whether the evaluation function operators on one or more columns.
Evaluation functions can be considered as wrappers around callables that store column information and can be passed around through openclean pipelines. The eval and prepare methods execute them. Here is a basic Eval function:
from openclean.function.eval.base import Eval
lower_case = Eval('Borough', str.lower)
print(ds['Borough'].to_list())
print()
print(lower_case.eval(ds))
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Some important Eval functions that become building blocks for bigger operations are as follows. The whole range of eval functions and value functions can be accessed in the Eval package of the API Reference and Value package of the API Reference respectively.
Col
Col is an Evaluation function that returns the value from a single column in a data frame.
from openclean.function.eval.base import Col
boro = Col('Borough').eval(ds)
print(boro)
0 MANHATTAN
1 BROOKLYN
2 QUEENS
3 BROOKLYN
4 BRONX
...
9995 BROOKLYN
9996 BRONX
9997 BRONX
9998 MANHATTAN
9999 BROOKLYN
Name: Borough, Length: 10000, dtype: object
Cols
Cols is an Evaluation function that returns the values from multiple columns in a data frame row. Let’s try to get values from 2 columns together. Multiple columns are returned as a list of tuples:
from openclean.function.eval.base import Cols
job_locations = Cols(['Job #','Borough']).eval(ds)
print(job_locations)
[('140915936', 'MANHATTAN'), ('340737929', 'BROOKLYN'), ('440601733', 'QUEENS'), ('340737901', 'BROOKLYN'), ('240275910', 'BRONX'), ('440601706', 'QUEENS'), ('440601724', 'QUEENS'), ('123921649', 'MANHATTAN'), ('322050748', 'BROOKLYN'), ('440601742', 'QUEENS'), ('140915990', 'MANHATTAN'), ('140915992', 'QUEENS'), ('340737938', 'BROOKLYN'), ('123920622', 'MANHATTAN'), ('140915954', 'MANHATTAN'), ('201204286', 'BRONX'), ('140916025', 'MANHATTAN'), ('401469077', 'QUEENS'), ('401590257', 'QUEENS'), ('410081352', 'QUEENS'), ('140881810', 'MANHATTAN'), ('310123381', 'BROOKLYN'), ('140916007', 'MANHATTAN'), ('402065732', 'QUEENS'), ('402620721', 'QUEENS'), ('320025557', 'BROOKLYN'), ('120122811', 'MANHATTAN'), ('120133131', 'MANHATTAN'), ('420101525', 'QUEENS'), ('220047848', 'BRONX'), ('120315907', 'MANHATTAN'), ('420273420', 'QUEENS'), ('220093627', 'BRONX'), ('120514461', 'MANHATTAN'), ('120514461', 'MANHATTAN'), ('420461039', 'QUEENS'), ('120825759', 'MANHATTAN'), ('120825759', 'MANHATTAN'), ('120828523', 'MANHATTAN'), ('120828523', 'MANHATTAN'), ('420553742', 'QUEENS'), ('121161508', 'MANHATTAN'), ('121161508', 'MANHATTAN'), ('120704513', 'MANHATTAN'), ('520106714', 'STATEN ISLAND'), ('121176770', 'MANHATTAN'), ('302565855', 'BROOKLYN'), ('320586139', 'BROOKLYN'), ('121326172', 'MANHATTAN'), ('121571405', 'MANHATTAN'), ('420827500', 'QUEENS'), ('121326172', 'MANHATTAN'), ('420811090', 'QUEENS'), ('121326172', 'MANHATTAN'), ('220289603', 'BRONX'), ('220322229', 'BRONX'), ('220325413', 'BRONX'), ('220325404', 'BRONX'), ('220324110', 'BRONX'), ('220325440', 'BRONX'), ('121827130', 'MANHATTAN'), ('121848590', 'MANHATTAN'), ('320949649', 'BROOKLYN'), ('320949649', 'BROOKLYN'), ('320949649', 'BROOKLYN'), ('520189331', 'STATEN ISLAND'), ('420967751', 'QUEENS'), ('420986598', 'QUEENS'), ('220391332', 'BRONX'), ('320994607', 'BROOKLYN'), ('220394160', 'BRONX'), ('320936001', 'BROOKLYN'), ('121185528', 'MANHATTAN'), ('122085206', 'MANHATTAN'), ('520137806', 'STATEN ISLAND'), ('321038630', 'BROOKLYN'), ('440195254', 'QUEENS'), ('122262461', 'MANHATTAN'), ('321079435', 'BROOKLYN'), ('321042616', 'BROOKLYN'), ('421073956', 'QUEENS'), ('321023389', 'BROOKLYN'), ('321043385', 'BROOKLYN'), ('321043385', 'BROOKLYN'), ('321140617', 'BROOKLYN'), ('122428346', 'MANHATTAN'), ('122430547', 'MANHATTAN'), ('122430547', 'MANHATTAN'), ('321120666', 'BROOKLYN'), ('320625230', 'BROOKLYN'), ('220427964', 'BRONX'), ('321152827', 'BROOKLYN'), ('520214250', 'STATEN ISLAND'), ('520214250', 'STATEN ISLAND'), ('321205557', 'BROOKLYN'), ('321211871', 'BROOKLYN'), ('321209517', 'BROOKLYN'), ('122479255', 'MANHATTAN'), ('321231412', 'BROOKLYN'), ('140369946', 'MANHATTAN'), ('122481741', 'MANHATTAN'), ('421213181', 'QUEENS'), ('122519088', 'MANHATTAN'), ('122541703', 'MANHATTAN'), ('122542347', 'MANHATTAN'), ('122566712', 'MANHATTAN'), ('120952530', 'MANHATTAN'), ('321211871', 'BROOKLYN'), ('421239733', 'QUEENS'), ('321249957', 'BROOKLYN'), ('321307073', 'BROOKLYN'), ('520263223', 'STATEN ISLAND'), ('103649045', 'MANHATTAN'), ('340364082', 'BROOKLYN'), ('321323509', 'BROOKLYN'), ('321368024', 'BROOKLYN'), ('321368024', 'BROOKLYN'), ('321368024', 'BROOKLYN'), ('220523002', 'BRONX'), ('140520238', 'MANHATTAN'), ('340402200', 'BROOKLYN'), ('321416133', 'BROOKLYN'), ('122877324', 'MANHATTAN'), ('122877324', 'MANHATTAN'), ('220550794', 'BRONX'), ('122886966', 'MANHATTAN'), ('321365018', 'BROOKLYN'), ('321263529', 'BROOKLYN'), ('321195069', 'BROOKLYN'), ('122847241', 'MANHATTAN'), ('440356222', 'QUEENS'), ('340450443', 'BROOKLYN'), ('122938250', 'MANHATTAN'), ('122968262', 'MANHATTAN'), ('122989070', 'MANHATTAN'), ('122982406', 'MANHATTAN'), ('321229826', 'BROOKLYN'), ('421414856', 'QUEENS'), ('421385780', 'QUEENS'), ('122994224', 'MANHATTAN'), ('340466748', 'BROOKLYN'), ('321516962', 'BROOKLYN'), ('321517738', 'BROOKLYN'), ('340474472', 'BROOKLYN'), ('220584008', 'BRONX'), ('520293138', 'STATEN ISLAND'), ('122984841', 'MANHATTAN'), ('321535013', 'BROOKLYN'), ('421454795', 'QUEENS'), ('123040093', 'MANHATTAN'), ('123086659', 'MANHATTAN'), ('321186818', 'BROOKLYN'), ('321539439', 'BROOKLYN'), ('220589487', 'BRONX'), ('421456258', 'QUEENS'), ('123085106', 'MANHATTAN'), ('123037597', 'MANHATTAN'), ('123095033', 'MANHATTAN'), ('123095033', 'MANHATTAN'), ('123095033', 'MANHATTAN'), ('321574649', 'BROOKLYN'), ('421107849', 'QUEENS'), ('121275280', 'MANHATTAN'), ('421480061', 'QUEENS'), ('121242155', 'MANHATTAN'), ('321626692', 'BROOKLYN'), ('321606892', 'BROOKLYN'), ('321587920', 'BROOKLYN'), ('123297761', 'MANHATTAN'), ('421485841', 'QUEENS'), ('321194319', 'BROOKLYN'), ('123308278', 'MANHATTAN'), ('302575185', 'BROOKLYN'), ('340535399', 'BROOKLYN'), ('123110846', 'MANHATTAN'), ('123138700', 'MANHATTAN'), ('321518112', 'BROOKLYN'), ('321194284', 'BROOKLYN'), ('421553090', 'QUEENS'), ('520307668', 'STATEN ISLAND'), ('123180075', 'MANHATTAN'), ('123335417', 'MANHATTAN'), ('123335417', 'MANHATTAN'), ('123336069', 'MANHATTAN'), ('240200386', 'BRONX'), ('321661493', 'BROOKLYN'), ('220620228', 'BRONX'), ('340759423', 'BROOKLYN'), ('321646698', 'BROOKLYN'), ('123077892', 'MANHATTAN'), ('220603693', 'BRONX'), ('421592468', 'QUEENS'), ('123228578', 'MANHATTAN'), ('340561163', 'BROOKLYN'), ('321726469', 'BROOKLYN'), ('421563515', 'QUEENS'), ('340576861', 'BROOKLYN'), ('321780649', 'BROOKLYN'), ('140741151', 'MANHATTAN'), ('201202180', 'BRONX'), ('140752326', 'MANHATTAN'), ('340595485', 'BROOKLYN'), ('140753637', 'MANHATTAN'), ('420663641', 'QUEENS'), ('123426444', 'MANHATTAN'), ('321646698', 'BROOKLYN'), ('302582667', 'BROOKLYN'), ('321750609', 'BROOKLYN'), ('321718432', 'BROOKLYN'), ('321753759', 'BROOKLYN'), ('421104860', 'QUEENS'), ('123216910', 'MANHATTAN'), ('421456258', 'QUEENS'), ('220651694', 'BRONX'), ('321767343', 'BROOKLYN'), ('123553332', 'MANHATTAN'), ('123576576', 'MANHATTAN'), ('340606810', 'BROOKLYN'), ('321774200', 'BROOKLYN'), ('123499945', 'MANHATTAN'), ('123485674', 'MANHATTAN'), ('123485674', 'MANHATTAN'), ('520339964', 'STATEN ISLAND'), ('421105681', 'QUEENS'), ('520304493', 'STATEN ISLAND'), ('123419292', 'MANHATTAN'), ('123419292', 'MANHATTAN'), ('421168701', 'QUEENS'), ('123364723', 'MANHATTAN'), ('123445691', 'MANHATTAN'), ('123561369', 'MANHATTAN'), ('123381544', 'MANHATTAN'), ('321821025', 'BROOKLYN'), ('123383873', 'MANHATTAN'), ('121188829', 'MANHATTAN'), ('123401121', 'MANHATTAN'), ('123401121', 'MANHATTAN'), ('123126143', 'MANHATTAN'), ('123561369', 'MANHATTAN'), ('220664831', 'BRONX'), ('321384159', 'BROOKLYN'), ('123518345', 'MANHATTAN'), ('240240565', 'BRONX'), ('220673616', 'BRONX'), ('220634357', 'BRONX'), ('520356203', 'STATEN ISLAND'), ('321845562', 'BROOKLYN'), ('321072441', 'BROOKLYN'), ('421636723', 'QUEENS'), ('321370725', 'BROOKLYN'), ('420664711', 'QUEENS'), ('123507963', 'MANHATTAN'), ('220678194', 'BRONX'), ('123401121', 'MANHATTAN'), ('421925787', 'QUEENS'), ('421925787', 'QUEENS'), ('340648179', 'BROOKLYN'), ('123591327', 'MANHATTAN'), ('123589508', 'MANHATTAN'), ('421927240', 'QUEENS'), ('520368236', 'STATEN ISLAND'), ('321073137', 'BROOKLYN'), ('421697809', 'QUEENS'), ('322058474', 'BROOKLYN'), ('421689444', 'QUEENS'), ('421719475', 'QUEENS'), ('421721079', 'QUEENS'), ('340655534', 'BROOKLYN'), ('421720873', 'QUEENS'), ('321919992', 'BROOKLYN'), ('321919992', 'BROOKLYN'), ('123511182', 'MANHATTAN'), ('340661242', 'BROOKLYN'), ('321385773', 'BROOKLYN'), ('123680908', 'MANHATTAN'), ('421724398', 'QUEENS'), ('123683576', 'MANHATTAN'), ('123850788', 'MANHATTAN'), ('421897497', 'QUEENS'), ('123827911', 'MANHATTAN'), ('123480740', 'MANHATTAN'), ('340662964', 'BROOKLYN'), ('220689495', 'BRONX'), ('123707408', 'MANHATTAN'), ('520374167', 'STATEN ISLAND'), ('440540443', 'QUEENS'), ('123716835', 'MANHATTAN'), ('123716835', 'MANHATTAN'), ('140839813', 'MANHATTAN'), ('123863195', 'MANHATTAN'), ('321935304', 'BROOKLYN'), ('123418444', 'MANHATTAN'), ('321940959', 'BROOKLYN'), ('140841542', 'MANHATTAN'), ('302586324', 'BROOKLYN'), ('440544323', 'QUEENS'), ('421742662', 'QUEENS'), ('421859965', 'QUEENS'), ('321955390', 'BROOKLYN'), ('210179359', 'BRONX'), ('321992019', 'BROOKLYN'), ('421739523', 'QUEENS'), ('421933153', 'QUEENS'), ('220701970', 'BRONX'), ('220703932', 'BRONX'), ('321776734', 'BROOKLYN'), ('321069197', 'BROOKLYN'), ('140849072', 'MANHATTAN'), ('302586832', 'BROOKLYN'), ('340678939', 'BROOKLYN'), ('121205356', 'MANHATTAN'), ('302586832', 'BROOKLYN'), ('123780499', 'MANHATTAN'), ('240254880', 'BRONX'), ('500875920', 'STATEN ISLAND'), ('123717086', 'MANHATTAN'), ('123723854', 'MANHATTAN'), ('123687581', 'MANHATTAN'), ('123687581', 'MANHATTAN'), ('123897328', 'MANHATTAN'), ('123894278', 'MANHATTAN'), ('123897328', 'MANHATTAN'), ('123897328', 'MANHATTAN'), ('123765498', 'MANHATTAN'), ('220707091', 'BRONX'), ('440550164', 'QUEENS'), ('123897328', 'MANHATTAN'), ('240256824', 'BRONX'), ('220708045', 'BRONX'), ('121205356', 'MANHATTAN'), ('123812384', 'MANHATTAN'), ('123767003', 'MANHATTAN'), 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'QUEENS'), ('322002845', 'BROOKLYN'), ('421909386', 'QUEENS'), ('220719042', 'BRONX'), ('340704615', 'BROOKLYN'), ('421907342', 'QUEENS'), ('322003498', 'BROOKLYN'), ('440576663', 'QUEENS'), ('421743420', 'QUEENS'), ('321962300', 'BROOKLYN'), ('220718980', 'BRONX'), ('322014565', 'BROOKLYN'), ('322015573', 'BROOKLYN'), ('540172034', 'STATEN ISLAND'), ('240266216', 'BRONX'), ('123790647', 'MANHATTAN'), ('220685872', 'BRONX'), ('220720405', 'BRONX'), ('220722074', 'BRONX'), ('123725399', 'MANHATTAN'), ('220701783', 'BRONX'), ('421782128', 'QUEENS'), ('322014681', 'BROOKLYN'), ('420666773', 'QUEENS'), ('540172739', 'STATEN ISLAND'), ('123726664', 'MANHATTAN'), ('421939674', 'QUEENS'), ('421780246', 'QUEENS'), ('321998790', 'BROOKLYN'), ('321405029', 'BROOKLYN'), ('421801465', 'QUEENS'), ('140883952', 'MANHATTAN'), ('321903393', 'BROOKLYN'), ('220724492', 'BRONX'), ('340714793', 'BROOKLYN'), ('322031145', 'BROOKLYN'), ('220580226', 'BRONX'), ('322022556', 'BROOKLYN'), ('220723867', 'BRONX'), ('123702387', 'MANHATTAN'), ('421799744', 'QUEENS'), ('440583334', 'QUEENS'), ('322016607', 'BROOKLYN'), ('123511020', 'MANHATTAN'), ('322029336', 'BROOKLYN'), ('140886174', 'MANHATTAN'), ('123342846', 'MANHATTAN'), ('340716504', 'BROOKLYN'), ('322061362', 'BROOKLYN'), ('240268848', 'BRONX'), ('122881097', 'MANHATTAN'), ('520399578', 'STATEN ISLAND'), ('123840022', 'MANHATTAN'), ('220726285', 'BRONX'), ('240269534', 'BRONX'), ('220726445', 'BRONX'), ('322069042', 'BROOKLYN'), ('322070003', 'BROOKLYN'), ('123818333', 'MANHATTAN'), ('322070600', 'BROOKLYN'), ('421943133', 'QUEENS'), ('220727364', 'BRONX'), ('321076081', 'BROOKLYN'), ('140889536', 'MANHATTAN'), ('322070129', 'BROOKLYN'), ('123844581', 'MANHATTAN'), ('220727408', 'BRONX'), ('123829410', 'MANHATTAN'), ('520378555', 'STATEN ISLAND'), ('340720928', 'BROOKLYN'), ('322043490', 'BROOKLYN'), ('123829875', 'MANHATTAN'), ('123829875', 'MANHATTAN'), ('421943776', 'QUEENS'), ('123573828', 'MANHATTAN'), ('421659707', 'QUEENS'), ('322072788', 'BROOKLYN'), ('520452117', 'STATEN ISLAND'), ('440589926', 'QUEENS'), ('322045835', 'BROOKLYN'), ('421960097', 'QUEENS'), ('540174826', 'STATEN ISLAND'), ('123831522', 'MANHATTAN'), ('220728390', 'BRONX'), ('421941563', 'QUEENS'), ('123830934', 'MANHATTAN'), ('421960088', 'QUEENS'), ('123875912', 'MANHATTAN'), ('440590996', 'QUEENS'), ('123866628', 'MANHATTAN'), ('322030510', 'BROOKLYN'), ('440590344', 'QUEENS'), ('421961693', 'QUEENS'), ('340724372', 'BROOKLYN'), ('123832576', 'MANHATTAN'), ('123832576', 'MANHATTAN'), ('123910633', 'MANHATTAN'), ('140898189', 'MANHATTAN'), ('140896225', 'MANHATTAN'), ('123829072', 'MANHATTAN'), ('123702948', 'MANHATTAN'), ('140898857', 'MANHATTAN'), ('123896604', 'MANHATTAN'), ('123832674', 'MANHATTAN'), ('201204302', 'BRONX'), ('240272842', 'BRONX'), ('123913809', 'MANHATTAN'), ('322004120', 'BROOKLYN'), ('322085177', 'BROOKLYN'), ('421763390', 'QUEENS'), ('140901111', 'MANHATTAN'), ('322084775', 'BROOKLYN'), ('322084775', 'BROOKLYN'), ('440594750', 'QUEENS'), ('140901255', 'MANHATTAN'), ('340727761', 'BROOKLYN'), ('210181364', 'BRONX'), ('240273529', 'BRONX'), ('140908604', 'MANHATTAN'), ('520453009', 'STATEN ISLAND'), ('322037577', 'BROOKLYN'), ('322070218', 'BROOKLYN'), ('322041544', 'BROOKLYN'), ('322031145', 'BROOKLYN'), ('421861845', 'QUEENS'), ('340732390', 'BROOKLYN'), ('140904760', 'MANHATTAN'), ('440596464', 'QUEENS'), ('140905493', 'MANHATTAN'), ('220722733', 'BRONX'), ('140919059', 'MANHATTAN'), ('240274083', 'BRONX'), ('520450413', 'STATEN ISLAND'), ('340732755', 'BROOKLYN'), ('322086960', 'BROOKLYN'), ('340730524', 'BROOKLYN'), ('421767902', 'QUEENS'), ('140907856', 'MANHATTAN'), ('140910548', 'MANHATTAN'), ('440597855', 'QUEENS'), ('240274984', 'BRONX'), ('440598033', 'QUEENS'), ('140912840', 'MANHATTAN'), ('140913153', 'MANHATTAN'), ('340737313', 'BROOKLYN'), ('140911770', 'MANHATTAN'), ('140914090', 'MANHATTAN'), ('140913171', 'MANHATTAN'), ('240275493', 'BRONX'), ('140912369', 'MANHATTAN'), ('540177510', 'STATEN ISLAND'), ('340739945', 'BROOKLYN'), ('440603535', 'QUEENS'), ('140915981', 'MANHATTAN'), ('140919781', 'MANHATTAN'), ('140915972', 'MANHATTAN'), ('340741987', 'BROOKLYN'), ('140921411', 'MANHATTAN'), ('140920234', 'MANHATTAN'), ('140920813', 'MANHATTAN'), ('340741692', 'BROOKLYN'), ('440605695', 'QUEENS'), ('140920118', 'MANHATTAN'), ('340741451', 'BROOKLYN'), ('340742334', 'BROOKLYN'), ('440606131', 'QUEENS'), ('240277605', 'BRONX'), ('440606211', 'QUEENS'), ('140921563', 'MANHATTAN'), ('440605702', 'QUEENS'), ('440606140', 'QUEENS'), ('140922009', 'MANHATTAN'), ('340743173', 'BROOKLYN'), ('140922134', 'MANHATTAN'), ('340743217', 'BROOKLYN'), ('540178109', 'STATEN ISLAND'), ('340743208', 'BROOKLYN'), ('340743084', 'BROOKLYN'), ('240277696', 'BRONX'), ('240277703', 'BRONX'), ('340743477', 'BROOKLYN'), ('123920739', 'MANHATTAN'), ('340743459', 'BROOKLYN'), ('140922394', 'MANHATTAN'), ('140922358', 'MANHATTAN'), ('440606471', 'QUEENS'), ('440606532', 'QUEENS'), ('123920720', 'MANHATTAN'), ('140922456', 'MANHATTAN'), ('140922679', 'MANHATTAN'), ('440606685', 'QUEENS'), ('340743707', 'BROOKLYN'), ('140922848', 'MANHATTAN'), ('140922811', 'MANHATTAN'), ('540178289', 'STATEN ISLAND'), ('440606658', 'QUEENS'), ('440606676', 'QUEENS'), ('140922786', 'MANHATTAN'), ('340743798', 'BROOKLYN'), ('140922937', 'MANHATTAN'), ('540178341', 'STATEN ISLAND'), ('140922875', 'MANHATTAN'), ('340743887', 'BROOKLYN'), ('540178378', 'STATEN ISLAND'), ('103817014', 'MANHATTAN'), ('104794082', 'MANHATTAN'), ('200612202', 'BRONX'), ('301392035', 'BROOKLYN'), ('302011285', 'BROOKLYN'), ('301355272', 'BROOKLYN'), ('103346988', 'MANHATTAN'), ('140923017', 'MANHATTAN'), ('140923730', 'MANHATTAN'), ('140923703', 'MANHATTAN'), ('440607274', 'QUEENS'), ('140923721', 'MANHATTAN'), ('440607265', 'QUEENS'), ('140919763', 'MANHATTAN'), ('240278070', 'BRONX'), ('340744314', 'BROOKLYN'), ('340744323', 'BROOKLYN'), ('140923758', 'MANHATTAN'), ('140923712', 'MANHATTAN'), ('420667914', 'QUEENS'), ('321592200', 'BROOKLYN'), ('540178555', 'STATEN ISLAND'), ('140923801', 'MANHATTAN'), ('140923767', 'MANHATTAN'), ('240278098', 'BRONX'), ('340744350', 'BROOKLYN'), ('440607283', 'QUEENS'), ('140923776', 'MANHATTAN'), ('140923785', 'MANHATTAN'), ('140923810', 'MANHATTAN'), ('340744369', 'BROOKLYN'), ('201204883', 'BRONX'), ('201204883', 'BRONX'), ('140923847', 'MANHATTAN'), ('340744378', 'BROOKLYN')]
Const
Const is an Evaluation function that creates a column with the provided constant value. For e.g:
from openclean.function.eval.base import Const
complaint_phone = Const('311').eval(ds)
print(complaint_phone)
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And
And is an important logical Evaluation function that validates whether the outputs of the input functions are all true and creates a list of predicates.
from openclean.function.eval.logic import And
pred = And(Eval('Borough', str.lower) == str.lower('BROOKLYN'), Col('Street Name') == 'BROADWAY').eval(ds)
print(ds[pred])
Job # Borough Street Name GIS_NTA_NAME
1121 340738303 BROOKLYN BROADWAY Ocean Hill
1925 340739099 BROOKLYN BROADWAY Ocean Hill
2348 321941182 BROOKLYN BROADWAY Ocean Hill
2422 322038497 BROOKLYN BROADWAY Stuyvesant Heights
2467 322043775 BROOKLYN BROADWAY Stuyvesant Heights
2468 322043775 BROOKLYN BROADWAY Stuyvesant Heights
2615 322036337 BROOKLYN BROADWAY Williamsburg
2783 340739400 BROOKLYN BROADWAY Ocean Hill
2973 321612830 BROOKLYN BROADWAY Bushwick South
3197 321595387 BROOKLYN BROADWAY Stuyvesant Heights
3208 321595387 BROOKLYN BROADWAY Stuyvesant Heights
3481 340737297 BROOKLYN BROADWAY North Side-South Side
3496 340738045 BROOKLYN BROADWAY Bushwick South
3648 320838224 BROOKLYN BROADWAY North Side-South Side
4048 321596554 BROOKLYN BROADWAY North Side-South Side
4301 340737279 BROOKLYN BROADWAY North Side-South Side
4591 321478511 BROOKLYN BROADWAY Bushwick South
5349 322021272 BROOKLYN BROADWAY Stuyvesant Heights
5351 321596607 BROOKLYN BROADWAY Bushwick South
5372 321596607 BROOKLYN BROADWAY Bushwick South
6173 321962836 BROOKLYN BROADWAY Bushwick South
6275 321589125 BROOKLYN BROADWAY Stuyvesant Heights
6356 321589125 BROOKLYN BROADWAY Stuyvesant Heights
6576 320905838 BROOKLYN BROADWAY North Side-South Side
7325 340742691 BROOKLYN BROADWAY Stuyvesant Heights
9337 340744092 BROOKLYN BROADWAY North Side-South Side
9510 321499936 BROOKLYN BROADWAY Williamsburg
Or
Or validates that at least one of the outputs of the input functions is true and creates a list of predicates.
from openclean.function.eval.logic import Or
pred = Or(Eval('Borough', str.lower) == str.lower('BROOKLYN'), Col('Street Name') == 'BROADWAY').eval(ds)
print(ds[pred])
Job # Borough Street Name \
1 340737929 BROOKLYN 16TH AVE
3 340737901 BROOKLYN 3RD STREET
8 322050748 BROOKLYN WILLIAMS AVENUE
10 140915990 MANHATTAN BROADWAY
11 140915992 QUEENS BROADWAY
... ... ... ...
9981 340744323 BROOKLYN STARR ST
9985 321592200 BROOKLYN WILLOUGHBY STREET
9990 340744350 BROOKLYN CONSELYEA STREET
9995 340744369 BROOKLYN FOUNTAIN AVENUE
9999 340744378 BROOKLYN AMBOY STREET
GIS_NTA_NAME
1 Bensonhurst West
3 Carroll Gardens-Columbia Street-Red Hook
8 Canarsie
10 SoHo-TriBeCa-Civic Center-Little Italy
11 SoHo-TriBeCa-Civic Center-Little Italy
... ...
9981 Bushwick North
9985 DUMBO-Vinegar Hill-Downtown Brooklyn-Boerum Hill
9990 East Williamsburg
9995 East New York
9999 Brownsville
[3206 rows x 4 columns]