%load_ext autoreload
%autoreload 2
import sys
sys.path.append("..")
%%time
import pandas as pd
pd.read_csv("data/personal_finance769k.csv")
C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs: C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\.libs\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\.libs\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll stacklevel=1) <string>:2: DtypeWarning: Columns (0,6,7,8) have mixed types.Specify dtype option on import or set low_memory=False.
Wall time: 10.7 s
from optimus import Optimus
op = Optimus("dask", n_workers=4,threads_per_worker=1,processes=True)
4 1 None True
op.client
Client
|
Cluster
|
%%time
df = op.load.file("data/foo.csv").execute()
Wall time: 23 ms
df = df.to_optimus_pandas()
df = df.to_optimus_dask()
type(df)
optimus.engines.dask.dataframe.DaskDataFrame
df =df.repartition(4)
df.save.csv("hola.csv", single_file=False)
df.display()
Unnamed: 0
1 (object)
not nullable
|
title
2 (object)
not nullable
|
selftext
3 (object)
not nullable
|
subreddit
4 (object)
not nullable
|
created_utc
5 (object)
not nullable
|
author
6 (object)
not nullable
|
num_comments
7 (object)
not nullable
|
score
8 (object)
not nullable
|
is_self
9 (object)
not nullable
|
timestamp
10 (object)
not nullable
|
---|---|---|---|---|---|---|---|---|---|
479
|
Am⋅I⋅on⋅the⋅hook⋅for⋅taxes⋅for⋅partner's⋅health⋅insurance?
|
My⋅employer⋅also⋅covers⋅my⋅partners⋅health⋅insurance⋅(we⋅aren't⋅m...
|
personalfinance
|
1551122251
|
leonardthedog
|
7
|
0
|
True
|
2019-02-25
|
26
|
Is⋅it⋅possible⋅to⋅be⋅qualify⋅for⋅financial⋅aid⋅if⋅I⋅registe...
|
I⋅was⋅wondering⋅if⋅it⋅was⋅possible⋅to⋅be⋅registered⋅under⋅m...
|
personalfinance
|
1570134588
|
EpicFam
|
3
|
1
|
True
|
2019-10-03
|
453
|
Best⋅place⋅to⋅park⋅cash⋅right⋅now?
|
I⋅saw⋅BBVA⋅has⋅2.4%⋅money⋅market⋅account.⋅⋅If⋅you⋅had⋅...
|
personalfinance
|
1551375357
|
Lostboy500
|
2
|
1
|
True
|
2019-02-28
|
-⋅Eventually
|
⋅the⋅policy⋅will⋅collapse⋅because⋅you'll⋅have⋅taken⋅out⋅too⋅...
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
308
|
2⋅unknown⋅transactions⋅on⋅my⋅credit⋅card⋅under⋅the⋅name⋅"GOOGLE...
|
I⋅hope⋅this⋅is⋅the⋅right⋅place⋅to⋅post.⋅I⋅was⋅charged⋅...
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
252
|
got⋅in⋅a⋅car⋅accident⋅that⋅might⋅cost⋅more⋅than⋅my⋅insuranc...
|
So⋅i⋅got⋅into⋅a⋅car⋅accident⋅the⋅other⋅day,⋅a⋅pretty⋅...
|
personalfinance
|
1492491326
|
fw9597
|
13
|
1
|
True
|
2017-04-18
|
There⋅is⋅no⋅chance⋅at⋅all⋅that⋅I:
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
None
|
34
|
How⋅can⋅I⋅figure⋅out⋅what⋅I⋅will⋅owe⋅in⋅taxes⋅if⋅taxe...
|
[deleted]
|
personalfinance
|
1461361576
|
[deleted]
|
9
|
1
|
True
|
2016-04-22
|
41
|
Student⋅Loan⋅consolidation⋅advice⋅(US).
|
So⋅my⋅wife⋅and⋅I⋅are⋅looking⋅into⋅consolidating⋅her⋅student⋅...
|
personalfinance
|
1458769368
|
fendleson
|
8
|
2
|
True
|
2016-03-23
|
80
|
Im⋅21⋅years⋅old,⋅looking⋅to⋅build⋅credit⋅and⋅best⋅ways⋅to...
|
Im⋅currently⋅in⋅the⋅US⋅Army.⋅I⋅would⋅like⋅to⋅know⋅how⋅...
|
personalfinance
|
1430266387
|
[deleted]
|
1
|
1
|
True
|
2015-04-28
|
125
|
Quick⋅question⋅about⋅reallocating⋅taxable⋅Vanguard⋅funds.
|
I⋅have⋅~$16000⋅in⋅a⋅Vanguard⋅taxable⋅investment⋅account-Vanguard⋅Small-...
|
personalfinance
|
1433392122
|
RunawayDVM
|
4
|
0
|
True
|
2015-06-04
|
from dask.distributed import Client
from dask import dataframe as dd
op = Client(n_workers=4, threads_per_worker=1)
C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs: C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\.libs\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\.libs\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll stacklevel=1)
op
Client
|
Cluster
|
df = dd.read_csv("data/star0000-1.csv", encoding="UTF-8",error_bad_lines=False, dtype="str").persist()
df.data.head()
Unnamed: 0 | title | selftext | subreddit | created_utc | author | num_comments | score | is_self | timestamp | |
---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | Built up Emergency Fund. Where should I put mo... | After expenses, I average about $500 a month i... | personalfinance | 1570735236 | Mekias | 11 | 4 | True | 2019-10-10 |
1 | 1 | Someone hit me and now I can't go to school | I live in NY. I got into a not at fault accide... | personalfinance | 1570735238 | RlPsoul | 36 | 0 | True | 2019-10-10 |
2 | 2 | Offered equity stake with a small business - w... | Hey all,\n\nI was just recently hired to work ... | you'll get a return."" That part makes sense ... | so if it sells for $3M I will get $60K from t... | None | None | None | None | None |
3 | My question is: for sake of argument | say they are already carrying $1M on their ba... | do I technically also get 2% of that equity t... | another 20K on top of the $60K from the sale?... | if I'm vested and they haven't sold the busin... | do I technically own 2% of that Shareholder E... | None | None | None | None |
4 | Note: I have not received any official paperwo... | so it may all get spelled out there once I re... | but just wanted to get some clarity since thi... | None | None | None | None | None | None | None |
df = op.load.csv("data/star0000-1.csv", encoding="UTF-8").data.persist()
distributed.worker - WARNING - Memory use is high but worker has no data to store to disk. Perhaps some other process is leaking memory? Process memory: 2.45 GB -- Worker memory limit: 4.00 GB
df.show()
df.data.persist()
266 | 909 | 159625 | 159627 | 2635 | 20000827.0117590018 | 1239029 | 1341 | -26.399744 | 1228 | 0.56000537 | 48 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
npartitions=4 | ||||||||||||
int64 | int64 | int64 | int64 | int64 | float64 | int64 | int64 | float64 | int64 | float64 | int64 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
!pip install pandavro --user
Processing c:\users\argenisleon\appdata\local\pip\cache\wheels\b4\15\34\1651bfefb11129c79c892b07e96c0e7a1eb79f702b5078b71e\pandavro-1.6.0-cp37-none-any.whl Requirement already satisfied: six>=1.9 in c:\users\argenisleon\appdata\roaming\python\python37\site-packages (from pandavro) (1.14.0) Requirement already satisfied: numpy>=1.7.0 in c:\users\argenisleon\anaconda3\lib\site-packages (from pandavro) (1.19.1) Requirement already satisfied: pandas>=1.1.5 in c:\users\argenisleon\anaconda3\lib\site-packages (from pandavro) (1.2.0) Requirement already satisfied: fastavro>=0.14.11 in c:\users\argenisleon\anaconda3\lib\site-packages (from pandavro) (0.22.7) Requirement already satisfied: pytz>=2017.3 in c:\users\argenisleon\appdata\roaming\python\python37\site-packages (from pandas>=1.1.5->pandavro) (2019.3) Requirement already satisfied: python-dateutil>=2.7.3 in c:\users\argenisleon\appdata\roaming\python\python37\site-packages (from pandas>=1.1.5->pandavro) (2.8.1) Installing collected packages: pandavro Successfully installed pandavro-1.6.0
df = op.load.csv("data/foo.csv", sep=",", header=True, null_value="null", infer_schema='true',charset="latin_1").ext.cache()
df1 =df.cols.replace("firstName", search=["Luis","Luis1"], replace_by="123", search_by="chars", output_cols="firstName").head()
# _output = df.ext.send(output="json", infer=False, advanced_stats=False, name="foo")
df1.ext.set_buffer("*")
..\optimus\engines\base\extension.py:169: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access df._buffer = df[input_columns].head(n)
df1._buffer
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | 123 | Alvarez$$%! | 123 | Cake | 10 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423 | piza | 8 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551 | pizza | 8 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521 | pizza | 8 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634 | pizza | 8 | 1990/07/11 | up |
df1.ext.buffer_window("*", 0, 19).ext.to_json("*")
{'sample': {'columns': [{'title': 'id'}, {'title': 'firstName'}, {'title': 'lastName'}, {'title': 'billingId'}, {'title': 'product'}, {'title': 'price'}, {'title': 'birth'}, {'title': 'dummyCol'}], 'value': [[1, '123', 'Alvarez$$%!', 123, 'Cake', 10, '1980/07/07', 'never'], [2, 'André', 'Ampère', 423, 'piza', 8, '1950/07/08', 'gonna'], [3, 'NiELS', 'Böhr//((%%', 551, 'pizza', 8, '1990/07/09', 'give'], [4, 'PAUL', 'dirac$', 521, 'pizza', 8, '1954/07/10', 'you'], [5, 'Albert', 'Einstein', 634, 'pizza', 8, '1990/07/11', 'up']]}}
df.rows.sort("firstName","asc")
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123 | Cake | 10 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423 | piza | 8 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551 | pizza | 8 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521 | pizza | 8 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634 | pizza | 8 | 1990/07/11 | up |
5 | 6 | Galileo | GALiLEI | 672 | arepa | 5 | 1930/08/12 | never |
6 | 7 | CaRL | Ga%%%uss | 323 | taco | 3 | 1970/07/13 | gonna |
7 | 8 | David | H$$$ilbert | 624 | taaaccoo | 3 | 1950/07/14 | let |
8 | 9 | Johannes | KEPLER | 735 | taco | 3 | 1920/04/22 | you |
9 | 10 | JaMES | M$$ax%%well | 875 | taco | 3 | 1923/03/12 | down |
10 | 11 | Isaac | Newton | 992 | pasta | 9 | 1999/02/15 | never |
11 | 12 | Emmy%% | Nöether$ | 234 | pasta | 9 | 1993/12/08 | gonna |
12 | 13 | Max!!! | Planck!!! | 111 | hamburguer | 4 | 1994/01/04 | run |
13 | 14 | Fred | Hoy&&&le | 553 | pizzza | 8 | 1997/06/27 | around |
14 | 15 | ((( Heinrich ))))) | Hertz | 116 | pizza | 8 | 1956/11/30 | and |
15 | 16 | William | Gilbert### | 886 | BEER | 2 | 1958/03/26 | desert |
16 | 17 | Marie | CURIE | 912 | Rice | 1 | 2000/03/22 | you |
17 | 18 | Arthur | COM%%%pton | 812 | 110790 | 5 | 1899/01/01 | # |
18 | 19 | JAMES | Chadwick | 467 | NaN | 10 | 1921/05/03 | # |
from optimus.engines.pandas.ml.encoding import string_to_index as ml_string_to_index
df.ext.set_buffer("*")
..\optimus\engines\base\extension.py:169: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access df._buffer = df[input_columns].head(n)
from optimus.profiler.profiler import Profiler
p = Profiler(df)
type(df)
pandas.core.frame.DataFrame
df.cols.max("*")
[{'max': id 19 firstName William lastName dirac$ billingId 992 price 10 birth 2000/03/22 dummyCol you dtype: object}]
p.run(df, advanced_stats=False)
ARGS (True,) [{'count_uniques': {'id': 19, 'firstName': 19, 'lastName': 19, 'billingId': 19, 'product': 12, 'price': 8, 'birth': 19, 'dummyCol': 13}}, {'max': id 19 firstName William lastName dirac$ billingId 992 price 10 birth 2000/03/22 dummyCol you dtype: object}, {'count_na': {'id': 0, 'firstName': 0, 'lastName': 0, 'billingId': 0, 'product': 1, 'price': 0, 'birth': 0, 'dummyCol': 0}}]
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-17-ec1679917c6e> in <module> ----> 1 p.run(df, advanced_stats=False) ~\Documents\Optimus\optimus\helpers\decorators.py in timed(*args, **kw) 8 def timed(*args, **kw): 9 start_time = timeit.default_timer() ---> 10 f = method(*args, **kw) 11 _time = round(timeit.default_timer() - start_time, 2) 12 logger.print("{name}() executed in {time} sec".format(name=method.__name__, time=_time)) ~\Documents\Optimus\optimus\profiler\profiler.py in run(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats) 72 columns = parse_columns(df, columns) 73 output = self.dataset(df, columns, buckets, infer, relative_error, approx_count, format="dict", ---> 74 mismatch=mismatch, advanced_stats=advanced_stats) 75 76 # Load jinja ~\Documents\Optimus\optimus\profiler\profiler.py in dataset(self, df, columns, buckets, infer, relative_error, approx_count, sample, stats, format, mismatch, advanced_stats) 324 self.cols_count = cols_count = len(df.columns) 325 updated_columns = self.columns_stats(df, cols_to_profile, buckets, infer, relative_error, approx_count, --> 326 mismatch, advanced_stats) 327 328 output_columns = update_dict(output_columns, updated_columns) ~\Documents\Optimus\optimus\profiler\profiler.py in columns_stats(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats) 434 435 # Aggregation --> 436 stats = self.columns_agg(df, columns, buckets, relative_error, approx_count, advanced_stats) 437 # Calculate Frequency 438 logger.print("Processing Frequency ...") ~\Documents\Optimus\optimus\profiler\profiler.py in columns_agg(self, df, columns, buckets, relative_error, approx_count, advanced_stats) 492 493 print(df.cols.exec_agg(exprs)) --> 494 result.update(df.cols.exec_agg(exprs)) 495 496 n = BATCH_SIZE ValueError: dictionary update sequence element #0 has length 1; 2 is required
df = df.cols.replace("firstName", search=["Luis"], replace_by="123", search_by="chars", output_cols="firstName")
_output = df.ext.send(output="json", infer=False, advanced_stats=False, name="foo")
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-41-576a9b3eeaf9> in <module> 1 df = df.cols.replace("firstName", search=["Luis"], replace_by="123", search_by="chars", output_cols="firstName") ----> 2 _output = df.ext.send(output="json", infer=False, advanced_stats=False, name="foo") ~\Documents\Optimus\optimus\engines\base\extension.py in send(self, name, infer, mismatch, stats, advanced_stats, output, sample) 403 df.ext.set_name(name) 404 --> 405 message = Profiler.instance.dataset(df, columns="*", buckets=35, infer=infer, relative_error=RELATIVE_ERROR, 406 approx_count=True, 407 sample=sample, AttributeError: type object 'Profiler' has no attribute 'instance'
df.cols.string_to_index("firstName")
222 ['firstName***STRING_TO_INDEX']
id | firstName | lastName | billingId | product | price | birth | dummyCol | firstName***STRING_TO_INDEX | |
---|---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123 | Cake | 10 | 1980/07/07 | never | 13 |
1 | 2 | André | Ampère | 423 | piza | 8 | 1950/07/08 | gonna | 2 |
2 | 3 | NiELS | Böhr//((%% | 551 | pizza | 8 | 1990/07/09 | give | 16 |
3 | 4 | PAUL | dirac$ | 521 | pizza | 8 | 1954/07/10 | you | 17 |
4 | 5 | Albert | Einstein | 634 | pizza | 8 | 1990/07/11 | up | 1 |
5 | 6 | Galileo | GALiLEI | 672 | arepa | 5 | 1930/08/12 | never | 8 |
6 | 7 | CaRL | Ga%%%uss | 323 | taco | 3 | 1970/07/13 | gonna | 4 |
7 | 8 | David | H$$$ilbert | 624 | taaaccoo | 3 | 1950/07/14 | let | 5 |
8 | 9 | Johannes | KEPLER | 735 | taco | 3 | 1920/04/22 | you | 12 |
9 | 10 | JaMES | M$$ax%%well | 875 | taco | 3 | 1923/03/12 | down | 11 |
10 | 11 | Isaac | Newton | 992 | pasta | 9 | 1999/02/15 | never | 9 |
11 | 12 | Emmy%% | Nöether$ | 234 | pasta | 9 | 1993/12/08 | gonna | 6 |
12 | 13 | Max!!! | Planck!!! | 111 | hamburguer | 4 | 1994/01/04 | run | 15 |
13 | 14 | Fred | Hoy&&&le | 553 | pizzza | 8 | 1997/06/27 | around | 7 |
14 | 15 | ((( Heinrich ))))) | Hertz | 116 | pizza | 8 | 1956/11/30 | and | 0 |
15 | 16 | William | Gilbert### | 886 | BEER | 2 | 1958/03/26 | desert | 18 |
16 | 17 | Marie | CURIE | 912 | Rice | 1 | 2000/03/22 | you | 14 |
17 | 18 | Arthur | COM%%%pton | 812 | 110790 | 5 | 1899/01/01 | # | 3 |
18 | 19 | JAMES | Chadwick | 467 | NaN | 10 | 1921/05/03 | # | 10 |
df.cols.index_to_string("firstName***STRING_TO_INDEX")
222 ['firstName***STRING_TO_INDEX***INDEX_TO_STRING']
id | firstName | lastName | billingId | product | price | birth | dummyCol | firstName***STRING_TO_INDEX | firstName***STRING_TO_INDEX***INDEX_TO_STRING | |
---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123 | Cake | 10 | 1980/07/07 | never | 13 | 13 |
1 | 2 | André | Ampère | 423 | piza | 8 | 1950/07/08 | gonna | 2 | 2 |
2 | 3 | NiELS | Böhr//((%% | 551 | pizza | 8 | 1990/07/09 | give | 16 | 16 |
3 | 4 | PAUL | dirac$ | 521 | pizza | 8 | 1954/07/10 | you | 17 | 17 |
4 | 5 | Albert | Einstein | 634 | pizza | 8 | 1990/07/11 | up | 1 | 1 |
5 | 6 | Galileo | GALiLEI | 672 | arepa | 5 | 1930/08/12 | never | 8 | 8 |
6 | 7 | CaRL | Ga%%%uss | 323 | taco | 3 | 1970/07/13 | gonna | 4 | 4 |
7 | 8 | David | H$$$ilbert | 624 | taaaccoo | 3 | 1950/07/14 | let | 5 | 5 |
8 | 9 | Johannes | KEPLER | 735 | taco | 3 | 1920/04/22 | you | 12 | 12 |
9 | 10 | JaMES | M$$ax%%well | 875 | taco | 3 | 1923/03/12 | down | 11 | 11 |
10 | 11 | Isaac | Newton | 992 | pasta | 9 | 1999/02/15 | never | 9 | 9 |
11 | 12 | Emmy%% | Nöether$ | 234 | pasta | 9 | 1993/12/08 | gonna | 6 | 6 |
12 | 13 | Max!!! | Planck!!! | 111 | hamburguer | 4 | 1994/01/04 | run | 15 | 15 |
13 | 14 | Fred | Hoy&&&le | 553 | pizzza | 8 | 1997/06/27 | around | 7 | 7 |
14 | 15 | ((( Heinrich ))))) | Hertz | 116 | pizza | 8 | 1956/11/30 | and | 0 | 0 |
15 | 16 | William | Gilbert### | 886 | BEER | 2 | 1958/03/26 | desert | 18 | 18 |
16 | 17 | Marie | CURIE | 912 | Rice | 1 | 2000/03/22 | you | 14 | 14 |
17 | 18 | Arthur | COM%%%pton | 812 | 110790 | 5 | 1899/01/01 | # | 3 | 3 |
18 | 19 | JAMES | Chadwick | 467 | NaN | 10 | 1921/05/03 | # | 10 | 10 |
from sklearn import preprocessing
le = preprocessing.LabelEncoder()
le.fit(df["OFFENSE_DESCRIPTION"])
df["asdafd"]=le.transform(df["OFFENSE_DESCRIPTION"])
# array([2, 2, 1]...)
# list(le.inverse_transform([2, 2, 1]))
df
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | asdafd | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | I182070945 | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) | 129 |
1 | I182070943 | 1402 | Vandalism | VANDALISM | C11 | 347 | NaN | 2018-08-21 00:00:00 | 2018 | 8 | Tuesday | 0 | Part Two | HECLA ST | 42.306821 | -71.060300 | (42.30682138, -71.06030035) | 230 |
2 | I182070941 | 3410 | Towed | TOWED MOTOR VEHICLE | D4 | 151 | NaN | 2018-09-03 19:27:00 | 2018 | 9 | Monday | 19 | Part Three | CAZENOVE ST | 42.346589 | -71.072429 | (42.34658879, -71.07242943) | 222 |
3 | I182070940 | 3114 | Investigate Property | INVESTIGATE PROPERTY | D4 | 272 | NaN | 2018-09-03 21:16:00 | 2018 | 9 | Monday | 21 | Part Three | NEWCOMB ST | 42.334182 | -71.078664 | (42.33418175, -71.07866441) | 123 |
4 | I182070938 | 3114 | Investigate Property | INVESTIGATE PROPERTY | B3 | 421 | NaN | 2018-09-03 21:05:00 | 2018 | 9 | Monday | 21 | Part Three | DELHI ST | 42.275365 | -71.090361 | (42.27536542, -71.09036101) | 123 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
319068 | I050310906-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 285 | NaN | 2016-06-05 17:25:00 | 2016 | 6 | Sunday | 17 | Part Three | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) | 238 |
319069 | I030217815-08 | 111 | Homicide | MURDER, NON-NEGLIGIENT MANSLAUGHTER | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part One | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) | 171 |
319070 | I030217815-08 | 3125 | Warrant Arrests | WARRANT ARREST | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part Three | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) | 238 |
319071 | I010370257-00 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 569 | NaN | 2016-05-31 19:35:00 | 2016 | 5 | Tuesday | 19 | Part Three | NEW WASHINGTON ST | 42.302333 | -71.111565 | (42.30233307, -71.11156487) | 238 |
319072 | 142052550 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 903 | NaN | 2015-06-22 00:12:00 | 2015 | 6 | Monday | 0 | Part Three | WASHINGTON ST | 42.333839 | -71.080290 | (42.33383935, -71.08029038) | 238 |
319073 rows × 18 columns
df.ext.display()
INCIDENT_NUMBER
1 (object)
not nullable
|
OFFENSE_CODE
2 (int64)
not nullable
|
OFFENSE_CODE_GROUP
3 (object)
not nullable
|
OFFENSE_DESCRIPTION
4 (object)
not nullable
|
DISTRICT
5 (object)
not nullable
|
REPORTING_AREA
6 (object)
not nullable
|
SHOOTING
7 (object)
not nullable
|
OCCURRED_ON_DATE
8 (object)
not nullable
|
YEAR
9 (int64)
not nullable
|
MONTH
10 (int64)
not nullable
|
DAY_OF_WEEK
11 (object)
not nullable
|
HOUR
12 (int64)
not nullable
|
UCR_PART
13 (object)
not nullable
|
STREET
14 (object)
not nullable
|
Lat
15 (float64)
not nullable
|
Long
16 (float64)
not nullable
|
Location
17 (object)
not nullable
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
I182070945
|
619
|
Larceny
|
LARCENY⋅ALL⋅OTHERS
|
D14
|
808
|
nan
|
2018-09-02⋅13:00:00
|
2018
|
9
|
Sunday
|
13
|
Part⋅One
|
LINCOLN⋅ST
|
42.35779134
|
-71.13937053
|
(42.35779134,⋅-71.13937053)
|
I182070943
|
1402
|
Vandalism
|
VANDALISM
|
C11
|
347
|
nan
|
2018-08-21⋅00:00:00
|
2018
|
8
|
Tuesday
|
0
|
Part⋅Two
|
HECLA⋅ST
|
42.30682138
|
-71.06030035
|
(42.30682138,⋅-71.06030035)
|
I182070941
|
3410
|
Towed
|
TOWED⋅MOTOR⋅VEHICLE
|
D4
|
151
|
nan
|
2018-09-03⋅19:27:00
|
2018
|
9
|
Monday
|
19
|
Part⋅Three
|
CAZENOVE⋅ST
|
42.34658879
|
-71.07242943
|
(42.34658879,⋅-71.07242943)
|
I182070940
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
D4
|
272
|
nan
|
2018-09-03⋅21:16:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
NEWCOMB⋅ST
|
42.33418175
|
-71.07866441
|
(42.33418175,⋅-71.07866441)
|
I182070938
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
B3
|
421
|
nan
|
2018-09-03⋅21:05:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
DELHI⋅ST
|
42.27536542
|
-71.09036101
|
(42.27536542,⋅-71.09036101)
|
I182070936
|
3820
|
Motor⋅Vehicle⋅Accident⋅Response
|
M/V⋅ACCIDENT⋅INVOLVING⋅PEDESTRIAN⋅-⋅INJURY
|
C11
|
398
|
nan
|
2018-09-03⋅21:09:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
TALBOT⋅AVE
|
42.29019621
|
-71.07159012
|
(42.29019621,⋅-71.07159012)
|
I182070933
|
724
|
Auto⋅Theft
|
AUTO⋅THEFT
|
B2
|
330
|
nan
|
2018-09-03⋅21:25:00
|
2018
|
9
|
Monday
|
21
|
Part⋅One
|
NORMANDY⋅ST
|
42.30607218
|
-71.0827326
|
(42.30607218,⋅-71.08273260)
|
I182070932
|
3301
|
Verbal⋅Disputes
|
VERBAL⋅DISPUTE
|
B2
|
584
|
nan
|
2018-09-03⋅20:39:37
|
2018
|
9
|
Monday
|
20
|
Part⋅Three
|
LAWN⋅ST
|
42.32701648
|
-71.10555088
|
(42.32701648,⋅-71.10555088)
|
I182070931
|
301
|
Robbery
|
ROBBERY⋅-⋅STREET
|
C6
|
177
|
nan
|
2018-09-03⋅20:48:00
|
2018
|
9
|
Monday
|
20
|
Part⋅One
|
MASSACHUSETTS⋅AVE
|
42.33152148
|
-71.07085307
|
(42.33152148,⋅-71.07085307)
|
%%time
cols = ["OFFENSE_CODE","YEAR","HOUR","Lat","Long"]
df.cols.min_max(cols)
Wall time: 1 ms
%timeit df.cols.hist(cols)
10.4 ms ± 197 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)
cols = ["YEAR"]
df.cols.frequency(cols)
{'YEAR': {'values': [2017, 2016, 2018, 2015], 'count': [100886, 99114, 65685, 53388]}}
%time df.cols.min(cols), df.cols.max(cols)
Wall time: 48 ms
C:\Users\argenisleon\Anaconda3\lib\site-packages\numba\decorators.py:232: RuntimeWarning: nopython is set for njit and is ignored warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)
([{'min': OFFENSE_CODE 111.000000 YEAR 2015.000000 HOUR 0.000000 Lat -1.000000 Long -71.178674 dtype: float64}], [{'max': OFFENSE_CODE 3831.000000 YEAR 2018.000000 HOUR 23.000000 Lat 42.395042 Long -1.000000 dtype: float64}])
df
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | I182070945 | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) |
1 | I182070943 | 1402 | Vandalism | VANDALISM | C11 | 347 | NaN | 2018-08-21 00:00:00 | 2018 | 8 | Tuesday | 0 | Part Two | HECLA ST | 42.306821 | -71.060300 | (42.30682138, -71.06030035) |
2 | I182070941 | 3410 | Towed | TOWED MOTOR VEHICLE | D4 | 151 | NaN | 2018-09-03 19:27:00 | 2018 | 9 | Monday | 19 | Part Three | CAZENOVE ST | 42.346589 | -71.072429 | (42.34658879, -71.07242943) |
3 | I182070940 | 3114 | Investigate Property | INVESTIGATE PROPERTY | D4 | 272 | NaN | 2018-09-03 21:16:00 | 2018 | 9 | Monday | 21 | Part Three | NEWCOMB ST | 42.334182 | -71.078664 | (42.33418175, -71.07866441) |
4 | I182070938 | 3114 | Investigate Property | INVESTIGATE PROPERTY | B3 | 421 | NaN | 2018-09-03 21:05:00 | 2018 | 9 | Monday | 21 | Part Three | DELHI ST | 42.275365 | -71.090361 | (42.27536542, -71.09036101) |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
319068 | I050310906-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 285 | NaN | 2016-06-05 17:25:00 | 2016 | 6 | Sunday | 17 | Part Three | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) |
319069 | I030217815-08 | 111 | Homicide | MURDER, NON-NEGLIGIENT MANSLAUGHTER | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part One | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319070 | I030217815-08 | 3125 | Warrant Arrests | WARRANT ARREST | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part Three | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319071 | I010370257-00 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 569 | NaN | 2016-05-31 19:35:00 | 2016 | 5 | Tuesday | 19 | Part Three | NEW WASHINGTON ST | 42.302333 | -71.111565 | (42.30233307, -71.11156487) |
319072 | 142052550 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 903 | NaN | 2015-06-22 00:12:00 | 2015 | 6 | Monday | 0 | Part Three | WASHINGTON ST | 42.333839 | -71.080290 | (42.33383935, -71.08029038) |
319073 rows × 17 columns
%%time
df.cols.count_na(cols)
Wall time: 73 ms
{'OFFENSE_CODE': 0, 'YEAR': 0, 'HOUR': 0, 'Lat': 19999, 'Long': 19999}
%%time
df.cols.fill_na(cols)
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <timed eval> in <module> ~\Documents\Optimus\optimus\engines\base\dataframe\columns.py in fill_na(self, input_cols, value, output_cols) 652 output_cols = get_output_cols(input_cols, output_cols) 653 for input_col, output_col in zip(input_cols, output_cols): --> 654 df[output_col] = df[input_col].fillna(value=value) 655 return df 656 ~\Anaconda3\lib\site-packages\pandas\core\series.py in fillna(self, value, method, axis, inplace, limit, downcast, **kwargs) 4346 limit=limit, 4347 downcast=downcast, -> 4348 **kwargs 4349 ) 4350 ~\Anaconda3\lib\site-packages\pandas\core\generic.py in fillna(self, value, method, axis, inplace, limit, downcast) 6205 """ 6206 inplace = validate_bool_kwarg(inplace, "inplace") -> 6207 value, method = validate_fillna_kwargs(value, method) 6208 6209 self._consolidate_inplace() ~\Anaconda3\lib\site-packages\pandas\util\_validators.py in validate_fillna_kwargs(value, method, validate_scalar_dict_value) 356 357 if value is None and method is None: --> 358 raise ValueError("Must specify a fill 'value' or 'method'.") 359 elif value is None and method is not None: 360 method = clean_fill_method(method) ValueError: Must specify a fill 'value' or 'method'.
input_col ="OFFENSE_DESCRIPTION"
output_col= "OFFENSE_DESCRIPTION***FINGERPRINT"
sorted(set(["larceny", "all", "others"]))
['all', 'larceny', 'others']
%%time
from optimus.engines.pandas.ml import keycollision as keyCol
keyCol.fingerprint(df,"OFFENSE_DESCRIPTION")
Wall time: 4.57 s
def func(value,args):
value.str.split()
df.head(1).("OFFENSE_DESCRIPTION",output_cols="OFFENSE_DESCRIPTION_aaa", func= func)
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | INCIDENT_NUMBER_aaa | OFFENSE_DESCRIPTION_aaa | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | I182070945@ | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) | [I182070945@] | NaN |
df.cols.lower("")
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-86-738f200f1977> in <module> ----> 1 df.cols.lower("") ~\Documents\Optimus\optimus\engines\base\dataframe\columns.py in lower(self, input_cols, output_cols) 677 def lower(self, input_cols, output_cols=None): 678 df = self.df --> 679 input_cols = parse_columns(df, input_cols) 680 # df.select_dtypes(exclude=['string', 'object']) 681 ~\Documents\Optimus\optimus\helpers\columns.py in parse_columns(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert) 159 # Check for missing columns 160 if accepts_missing_cols is False: --> 161 check_for_missing_columns(df, cols) 162 163 # Filter by column data type ~\Documents\Optimus\optimus\helpers\columns.py in check_for_missing_columns(df, col_names) 264 265 if len(missing_columns) > 0: --> 266 RaiseIt.value_error(missing_columns, _col_names) 267 return False 268 ~\Documents\Optimus\optimus\helpers\raiseit.py in value_error(var, data_values, extra_text) 74 type=divisor.join(map( 75 lambda x: "'" + x + "'", ---> 76 data_values)), var_type=one_list_to_val(var), extra_text=extra_text)) 77 78 @staticmethod ValueError: 'missing_columns' must be 'INCIDENT_NUMBER', 'OFFENSE_CODE', 'OFFENSE_CODE_GROUP', 'OFFENSE_DESCRIPTION', 'DISTRICT', 'REPORTING_AREA', 'SHOOTING', 'OCCURRED_ON_DATE', 'YEAR', 'MONTH', 'DAY_OF_WEEK', 'HOUR', 'UCR_PART', 'STREET', 'Lat', 'Long', 'Location', 'INCIDENT_NUMBER_aaa', 'OFFENSE_DESCRIPTION_aaa', received ''.
df.cols.names()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-9-deb85bc3660e> in <module> ----> 1 df.cols.names() ~\Anaconda3\lib\site-packages\pandas\core\generic.py in __getattr__(self, name) 5177 if self._info_axis._can_hold_identifiers_and_holds_name(name): 5178 return self[name] -> 5179 return object.__getattribute__(self, name) 5180 5181 def __setattr__(self, name, value): AttributeError: 'DataFrame' object has no attribute 'cols'
import os
#USE ONLY ONE OF THESE:
# os.environ["MODIN_ENGINE"] = "ray" # Modin will use Ray
os.environ["MODIN_ENGINE"] = "dask" # Modin will use Dask
import modin.pandas as pd
# import pandas as pd
pdf = pd.read_csv("data/crime.csv", sep=",", encoding="latin_1")
print(type(pdf))
<class 'modin.pandas.dataframe.DataFrame'>
%%time
for col_name in list(pdf.columns):
print(pdf[col_name].value_counts().nlargest(10))
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <timed exec> in <module> ~\AppData\Roaming\Python\Python37\site-packages\modin\pandas\dataframe.py in __getattr__(self, key) 1963 if key in self.columns: 1964 return self[key] -> 1965 raise e 1966 1967 def __setattr__(self, key, value): ~\AppData\Roaming\Python\Python37\site-packages\modin\pandas\dataframe.py in __getattr__(self, key) 1959 """ 1960 try: -> 1961 return object.__getattribute__(self, key) 1962 except AttributeError as e: 1963 if key in self.columns: AttributeError: 'DataFrame' object has no attribute 'value_counts'
%%time
print(pdf["INCIDENT_NUMBER"].value_counts().nlargest(10))
I162030584 13 I152080623 11 I172096394 10 I182065208 10 I172013170 10 I162001871 9 I172056883 9 I162098170 9 I172022524 9 I172054429 9 Name: INCIDENT_NUMBER, dtype: int64 Wall time: 357 ms
%%time
df.cols.frequency("*")
Wall time: 30.8 s
{'INCIDENT_NUMBER': [{'value': 'I162030584', 'count': 13}, {'value': 'I152080623', 'count': 11}, {'value': 'I172013170', 'count': 10}, {'value': 'I182065208', 'count': 10}, {'value': 'I172096394', 'count': 10}, {'value': 'I162071327', 'count': 9}, {'value': 'I162001871', 'count': 9}, {'value': 'I172056883', 'count': 9}, {'value': 'I172022524', 'count': 9}, {'value': 'I172054429', 'count': 9}], 'OFFENSE_CODE': [{'value': 3006, 'count': 18783}, {'value': 3115, 'count': 18754}, {'value': 3831, 'count': 16323}, {'value': 1402, 'count': 15154}, {'value': 802, 'count': 14799}, {'value': 3301, 'count': 13099}, {'value': 3410, 'count': 11287}, {'value': 3114, 'count': 11124}, {'value': 617, 'count': 9074}, {'value': 2647, 'count': 9042}], 'OFFENSE_CODE_GROUP': [{'value': 'Motor Vehicle Accident Response', 'count': 37132}, {'value': 'Larceny', 'count': 25935}, {'value': 'Medical Assistance', 'count': 23540}, {'value': 'Investigate Person', 'count': 18750}, {'value': 'Other', 'count': 18075}, {'value': 'Drug Violation', 'count': 16548}, {'value': 'Simple Assault', 'count': 15826}, {'value': 'Vandalism', 'count': 15415}, {'value': 'Verbal Disputes', 'count': 13099}, {'value': 'Towed', 'count': 11287}], 'OFFENSE_DESCRIPTION': [{'value': 'SICK/INJURED/MEDICAL - PERSON', 'count': 18783}, {'value': 'INVESTIGATE PERSON', 'count': 18754}, {'value': 'M/V - LEAVING SCENE - PROPERTY DAMAGE', 'count': 16323}, {'value': 'VANDALISM', 'count': 15154}, {'value': 'ASSAULT SIMPLE - BATTERY', 'count': 14791}, {'value': 'VERBAL DISPUTE', 'count': 13099}, {'value': 'TOWED MOTOR VEHICLE', 'count': 11287}, {'value': 'INVESTIGATE PROPERTY', 'count': 11124}, {'value': 'LARCENY THEFT FROM BUILDING', 'count': 9069}, {'value': 'THREATS TO DO BODILY HARM', 'count': 9042}], 'DISTRICT': [{'value': 'B2', 'count': 49945}, {'value': 'C11', 'count': 42530}, {'value': 'D4', 'count': 41915}, {'value': 'A1', 'count': 35717}, {'value': 'B3', 'count': 35442}, {'value': 'C6', 'count': 23460}, {'value': 'D14', 'count': 20127}, {'value': 'E13', 'count': 17536}, {'value': 'E18', 'count': 17348}, {'value': 'A7', 'count': 13544}], 'REPORTING_AREA': [{'value': ' ', 'count': 20250}, {'value': '111', 'count': 2372}, {'value': '186', 'count': 2016}, {'value': '329', 'count': 1878}, {'value': '117', 'count': 1832}, {'value': '143', 'count': 1775}, {'value': '624', 'count': 1751}, {'value': '26', 'count': 1747}, {'value': '465', 'count': 1650}, {'value': '130', 'count': 1423}], 'SHOOTING': [{'value': 'Y', 'count': 1019}], 'OCCURRED_ON_DATE': [{'value': '2017-06-01 00:00:00', 'count': 29}, {'value': '2015-07-01 00:00:00', 'count': 27}, {'value': '2016-08-01 00:00:00', 'count': 27}, {'value': '2015-06-18 05:00:00', 'count': 22}, {'value': '2017-08-01 00:00:00', 'count': 22}, {'value': '2017-01-01 00:00:00', 'count': 21}, {'value': '2016-04-01 00:00:00', 'count': 20}, {'value': '2017-05-01 00:00:00', 'count': 20}, {'value': '2015-12-07 11:38:00', 'count': 20}, {'value': '2017-04-01 00:00:00', 'count': 19}], 'YEAR': [{'value': 2017, 'count': 100886}, {'value': 2016, 'count': 99114}, {'value': 2018, 'count': 65685}, {'value': 2015, 'count': 53388}], 'MONTH': [{'value': 8, 'count': 34823}, {'value': 7, 'count': 34556}, {'value': 6, 'count': 30568}, {'value': 9, 'count': 26543}, {'value': 5, 'count': 26199}, {'value': 10, 'count': 25737}, {'value': 3, 'count': 24146}, {'value': 4, 'count': 24086}, {'value': 11, 'count': 23675}, {'value': 1, 'count': 23610}], 'DAY_OF_WEEK': [{'value': 'Friday', 'count': 48495}, {'value': 'Wednesday', 'count': 46729}, {'value': 'Thursday', 'count': 46656}, {'value': 'Tuesday', 'count': 46383}, {'value': 'Monday', 'count': 45679}, {'value': 'Saturday', 'count': 44818}, {'value': 'Sunday', 'count': 40313}], 'HOUR': [{'value': 17, 'count': 20763}, {'value': 18, 'count': 20302}, {'value': 16, 'count': 19871}, {'value': 12, 'count': 18679}, {'value': 19, 'count': 17588}, {'value': 14, 'count': 17189}, {'value': 13, 'count': 16846}, {'value': 15, 'count': 16522}, {'value': 11, 'count': 16448}, {'value': 10, 'count': 16347}], 'UCR_PART': [{'value': 'Part Three', 'count': 158553}, {'value': 'Part Two', 'count': 97569}, {'value': 'Part One', 'count': 61629}, {'value': 'Other', 'count': 1232}], 'STREET': [{'value': 'WASHINGTON ST', 'count': 14194}, {'value': 'BLUE HILL AVE', 'count': 7794}, {'value': 'BOYLSTON ST', 'count': 7221}, {'value': 'DORCHESTER AVE', 'count': 5149}, {'value': 'TREMONT ST', 'count': 4796}, {'value': 'MASSACHUSETTS AVE', 'count': 4708}, {'value': 'HARRISON AVE', 'count': 4609}, {'value': 'CENTRE ST', 'count': 4383}, {'value': 'COMMONWEALTH AVE', 'count': 4134}, {'value': 'HYDE PARK AVE', 'count': 3470}], 'Lat': [{'value': 42.34862382, 'count': 1243}, {'value': 42.36183857, 'count': 1208}, {'value': 42.28482577, 'count': 1121}, {'value': 42.32866284, 'count': 1042}, {'value': 42.25621592, 'count': 898}, {'value': 42.29755533, 'count': 783}, {'value': 42.34128751, 'count': 773}, {'value': -1.0, 'count': 745}, {'value': 42.33152148, 'count': 735}, {'value': 42.3523119, 'count': 688}], 'Long': [{'value': -71.08277637, 'count': 1243}, {'value': -71.05976489, 'count': 1208}, {'value': -71.09137369, 'count': 1121}, {'value': -71.08563401, 'count': 1042}, {'value': -71.12401947, 'count': 898}, {'value': -71.0597091, 'count': 783}, {'value': -71.05467933, 'count': 773}, {'value': -1.0, 'count': 745}, {'value': -71.07085307, 'count': 735}, {'value': -71.0637051, 'count': 688}], 'Location': [{'value': '(0.00000000, 0.00000000)', 'count': 19999}, {'value': '(42.34862382, -71.08277637)', 'count': 1243}, {'value': '(42.36183857, -71.05976489)', 'count': 1208}, {'value': '(42.28482577, -71.09137369)', 'count': 1121}, {'value': '(42.32866284, -71.08563401)', 'count': 1042}, {'value': '(42.25621592, -71.12401947)', 'count': 898}, {'value': '(42.29755533, -71.05970910)', 'count': 783}, {'value': '(42.34128751, -71.05467933)', 'count': 773}, {'value': '(-1.00000000, -1.00000000)', 'count': 745}, {'value': '(42.33152148, -71.07085307)', 'count': 735}]}
df = op.save.parquet("crime.parquet")
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-6-3bddbf2b8e6d> in <module> ----> 1 df = op.save.parquet("crime.parquet") AttributeError: 'DaskEngine' object has no attribute 'save'
df.ext.to_dict()
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OrderedDict([('INCIDENT_NUMBER', 'I182070021'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'D14'), ('REPORTING_AREA', '778'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 16:28:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 16), ('UCR_PART', 'Part Three'), ('STREET', 'WASHINGTON ST'), ('Lat', 42.34901546), ('Long', -71.15160335), ('Location', '(42.34901546, -71.15160335)')]), OrderedDict([('INCIDENT_NUMBER', 'I182070020'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'C11'), ('REPORTING_AREA', '349'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 16:44:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 16), ('UCR_PART', 'Part Three'), ('STREET', 'ADAMS ST'), ('Lat', 42.30263978), ('Long', -71.06038376), ('Location', '(42.30263978, 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42.29848866), ('Long', -71.06313294), ('Location', '(42.29848866, -71.06313294)')]), OrderedDict([('INCIDENT_NUMBER', 'I182070008'), ('OFFENSE_CODE', 614), ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'), ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'), ('DISTRICT', 'A15'), ('REPORTING_AREA', '58'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-30 17:30:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Thursday'), ('HOUR', 17), ('UCR_PART', 'Part One'), ('STREET', 'MAIN ST'), ('Lat', 42.3772126), ('Long', -71.06669262), ('Location', '(42.37721260, -71.06669262)')]), OrderedDict([('INCIDENT_NUMBER', 'I182070006'), ('OFFENSE_CODE', 3410), ('OFFENSE_CODE_GROUP', 'Towed'), ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'), ('DISTRICT', 'D14'), ('REPORTING_AREA', '790'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:17:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Three'), ('STREET', 'ORKNEY RD'), ('Lat', 42.33735844), ('Long', -71.14815254), ('Location', '(42.33735844, -71.14815254)')]), OrderedDict([('INCIDENT_NUMBER', 'I182070005'), ('OFFENSE_CODE', 3831), ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'), ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'), ('DISTRICT', 'E18'), ('REPORTING_AREA', '496'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 15:47:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 15), ('UCR_PART', 'Part Three'), ('STREET', 'METROPOLITAN AVE'), ('Lat', 42.26847209), ('Long', -71.11941323), ('Location', '(42.26847209, -71.11941323)')]), OrderedDict([('INCIDENT_NUMBER', 'I182070003'), ('OFFENSE_CODE', 3201), ('OFFENSE_CODE_GROUP', 'Property Lost'), ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'), ('DISTRICT', 'D4'), ('REPORTING_AREA', '130'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 13:30:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 13), ('UCR_PART', 'Part Three'), ('STREET', 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('Long', -71.16780065), ('Location', '(42.27724055, -71.16780065)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069991'), ('OFFENSE_CODE', 706), ('OFFENSE_CODE_GROUP', 'Auto Theft'), ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'), ('DISTRICT', 'C11'), ('REPORTING_AREA', '397'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-30 12:00:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Thursday'), ('HOUR', 12), ('UCR_PART', 'Part One'), ('STREET', 'TALBOT AVE'), ('Lat', 42.29004971), ('Long', -71.07021576), ('Location', '(42.29004971, -71.07021576)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069990'), ('OFFENSE_CODE', 3301), ('OFFENSE_CODE_GROUP', 'Verbal Disputes'), ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'), ('DISTRICT', 'E18'), ('REPORTING_AREA', '529'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:43:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Three'), ('STREET', 'W MILTON ST'), ('Lat', 42.23951493), ('Long', 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42.30609356), ('Long', -71.0671857), ('Location', '(42.30609356, -71.06718570)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069987'), ('OFFENSE_CODE', 1106), ('OFFENSE_CODE_GROUP', 'Confidence Games'), ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'), ('DISTRICT', 'E18'), ('REPORTING_AREA', '478'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-08 08:00:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Wednesday'), ('HOUR', 8), ('UCR_PART', 'Part Two'), ('STREET', 'TAUNTON AVE'), ('Lat', 42.26893455), ('Long', -71.10941865), ('Location', '(42.26893455, -71.10941865)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069986'), ('OFFENSE_CODE', 3410), ('OFFENSE_CODE_GROUP', 'Towed'), ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'), ('DISTRICT', 'D14'), ('REPORTING_AREA', '788'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:27:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Three'), ('STREET', 'COMMONWEALTH AVE'), ('Lat', 42.34136871), ('Long', -71.14864682), ('Location', '(42.34136871, -71.14864682)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069985'), ('OFFENSE_CODE', 2906), ('OFFENSE_CODE_GROUP', 'Violations'), ('OFFENSE_DESCRIPTION', 'VAL - OPERATING UNREG/UNINS \xa0CAR'), ('DISTRICT', 'B2'), ('REPORTING_AREA', '288'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:58:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Two'), ('STREET', 'MARVIN ST'), ('Lat', 42.32988771), ('Long', -71.08445915), ('Location', '(42.32988771, -71.08445915)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069984'), ('OFFENSE_CODE', 2629), ('OFFENSE_CODE_GROUP', 'Harassment'), ('OFFENSE_DESCRIPTION', 'HARASSMENT'), ('DISTRICT', 'E18'), ('REPORTING_AREA', '516'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:21:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Two'), ('STREET', 'TRUMAN PKWY'), ('Lat', 42.25188297), ('Long', 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('Location', '(42.33257073, -71.11115837)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069981'), ('OFFENSE_CODE', 3114), ('OFFENSE_CODE_GROUP', 'Investigate Property'), ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'), ('DISTRICT', 'E18'), ('REPORTING_AREA', '519'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:27:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Three'), ('STREET', 'DAVISON ST'), ('Lat', 42.25559206), ('Long', -71.119909), ('Location', '(42.25559206, -71.11990900)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069979'), ('OFFENSE_CODE', 2905), ('OFFENSE_CODE_GROUP', 'Violations'), ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'), ('DISTRICT', 'E13'), ('REPORTING_AREA', '574'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 14:24:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 14), ('UCR_PART', 'Part Two'), ('STREET', 'WASHINGTON ST'), ('Lat', 42.30999747), ('Long', -71.10401136), 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('DISTRICT', 'C6'), ('REPORTING_AREA', '186'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 04:28:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 4), ('UCR_PART', 'Part One'), ('STREET', 'BOSTON ST'), ('Lat', 42.32692112), ('Long', -71.05841861), ('Location', '(42.32692112, -71.05841861)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069859'), ('OFFENSE_CODE', 1402), ('OFFENSE_CODE_GROUP', 'Vandalism'), ('OFFENSE_DESCRIPTION', 'VANDALISM'), ('DISTRICT', 'C6'), ('REPORTING_AREA', '186'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 04:28:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 4), ('UCR_PART', 'Part Two'), ('STREET', 'BOSTON ST'), ('Lat', 42.32692112), ('Long', -71.05841861), ('Location', '(42.32692112, -71.05841861)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069858'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'D4'), ('REPORTING_AREA', '172'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 06:01:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 6), ('UCR_PART', 'Part Three'), ('STREET', 'MASSACHUSETTS AVE'), ('Lat', 42.33311189), ('Long', -71.0727637), ('Location', '(42.33311189, -71.07276370)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069857'), ('OFFENSE_CODE', 413), ('OFFENSE_CODE_GROUP', 'Aggravated Assault'), ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'), ('DISTRICT', 'A15'), ('REPORTING_AREA', '900'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 04:30:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 4), ('UCR_PART', 'Part One'), ('STREET', 'BUNKER HILL ST'), ('Lat', 42.37858217), ('Long', -71.06142422), ('Location', '(42.37858217, -71.06142422)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069855'), ('OFFENSE_CODE', 1402), ('OFFENSE_CODE_GROUP', 'Vandalism'), ('OFFENSE_DESCRIPTION', 'VANDALISM'), ('DISTRICT', 'D4'), ('REPORTING_AREA', '285'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 00:00:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 0), ('UCR_PART', 'Part Two'), ('STREET', 'COLUMBUS AVE'), ('Lat', 42.336868), ('Long', -71.086888), ('Location', '(42.33686800, -71.08688800)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069854'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'D14'), ('REPORTING_AREA', '938'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 04:06:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 4), ('UCR_PART', 'Part Three'), ('STREET', 'FIDELIS WAY'), ('Lat', 42.34531664), ('Long', -71.14298078), ('Location', '(42.34531664, -71.14298078)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069853'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'B2'), ('REPORTING_AREA', '304'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 03:25:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 3), ('UCR_PART', 'Part Three'), ('STREET', 'DIMOCK ST'), ('Lat', 42.31909398), ('Long', -71.09556647), ('Location', '(42.31909398, -71.09556647)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069852'), ('OFFENSE_CODE', 3501), ('OFFENSE_CODE_GROUP', 'Missing Person Reported'), ('OFFENSE_DESCRIPTION', 'MISSING PERSON'), ('DISTRICT', 'C11'), ('REPORTING_AREA', '369'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:56:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Three'), ('STREET', 'HOUGHTON ST'), ('Lat', 42.29548607), ('Long', -71.05227549), ('Location', '(42.29548607, -71.05227549)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069851'), ('OFFENSE_CODE', 613), ('OFFENSE_CODE_GROUP', 'Larceny'), ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'), ('DISTRICT', 'D4'), ('REPORTING_AREA', '134'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:30:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part One'), ('STREET', 'BOYLSTON ST'), ('Lat', 42.3503787), ('Long', -71.07626098), ('Location', '(42.35037870, -71.07626098)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069850'), ('OFFENSE_CODE', 1402), ('OFFENSE_CODE_GROUP', 'Vandalism'), ('OFFENSE_DESCRIPTION', 'VANDALISM'), ('DISTRICT', 'C11'), ('REPORTING_AREA', '351'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 01:24:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 1), ('UCR_PART', 'Part Two'), ('STREET', 'CLAYTON ST'), ('Lat', 42.30181052), ('Long', -71.05622804), ('Location', '(42.30181052, -71.05622804)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069850'), ('OFFENSE_CODE', 3410), ('OFFENSE_CODE_GROUP', 'Towed'), ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'), ('DISTRICT', 'C11'), ('REPORTING_AREA', '351'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 01:24:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 1), ('UCR_PART', 'Part Three'), ('STREET', 'CLAYTON ST'), ('Lat', 42.30181052), ('Long', -71.05622804), ('Location', '(42.30181052, -71.05622804)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069849'), ('OFFENSE_CODE', 3006), ('OFFENSE_CODE_GROUP', 'Medical Assistance'), ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'), ('DISTRICT', 'E5'), ('REPORTING_AREA', '821'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:29:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Three'), ('STREET', 'MESHAKA ST'), ('Lat', 42.25764997), ('Long', -71.1602938), ('Location', '(42.25764997, -71.16029380)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069848'), ('OFFENSE_CODE', 802), ('OFFENSE_CODE_GROUP', 'Simple Assault'), ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'), ('DISTRICT', 'C6'), ('REPORTING_AREA', '914'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:26:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Two'), ('STREET', 'DR. MICHAEL GAVIN WAY'), ('Lat', 42.32614559), ('Long', -71.05349144), ('Location', '(42.32614559, -71.05349144)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069848'), ('OFFENSE_CODE', 1402), ('OFFENSE_CODE_GROUP', 'Vandalism'), ('OFFENSE_DESCRIPTION', 'VANDALISM'), ('DISTRICT', 'C6'), ('REPORTING_AREA', '914'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:26:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Two'), ('STREET', 'DR. MICHAEL GAVIN WAY'), ('Lat', 42.32614559), ('Long', -71.05349144), ('Location', '(42.32614559, -71.05349144)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069846'), ('OFFENSE_CODE', 301), ('OFFENSE_CODE_GROUP', 'Robbery'), ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'), ('DISTRICT', 'A1'), ('REPORTING_AREA', '111'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:15:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part One'), ('STREET', 'WEST ST'), ('Lat', 42.35459106), ('Long', -71.0621901), ('Location', '(42.35459106, -71.06219010)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069846'), ('OFFENSE_CODE', 413), ('OFFENSE_CODE_GROUP', 'Aggravated Assault'), ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'), ('DISTRICT', 'A1'), ('REPORTING_AREA', '111'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:15:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part One'), ('STREET', 'WEST ST'), ('Lat', 42.35459106), ('Long', -71.0621901), ('Location', '(42.35459106, -71.06219010)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069844'), ('OFFENSE_CODE', 3115), ('OFFENSE_CODE_GROUP', 'Investigate Person'), ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'), ('DISTRICT', 'E13'), ('REPORTING_AREA', '577'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 01:30:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 1), ('UCR_PART', 'Part Three'), ('STREET', 'ARCADIA ST'), ('Lat', 42.31617241), ('Long', -71.1004835), ('Location', '(42.31617241, -71.10048350)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069842'), ('OFFENSE_CODE', 3410), ('OFFENSE_CODE_GROUP', 'Towed'), ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'), ('DISTRICT', 'A1'), ('REPORTING_AREA', '118'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:14:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Three'), ('STREET', 'BOYLSTON ST'), ('Lat', 42.35241815), ('Long', -71.06525499), ('Location', '(42.35241815, -71.06525499)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069842'), ('OFFENSE_CODE', 2906), ('OFFENSE_CODE_GROUP', 'Violations'), ('OFFENSE_DESCRIPTION', 'VAL - OPERATING UNREG/UNINS \xa0CAR'), ('DISTRICT', 'A1'), ('REPORTING_AREA', '118'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:14:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Two'), ('STREET', 'BOYLSTON ST'), ('Lat', 42.35241815), ('Long', -71.06525499), ('Location', '(42.35241815, -71.06525499)')]), OrderedDict([('INCIDENT_NUMBER', 'I182069841'), ('OFFENSE_CODE', 3831), ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'), ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'), ('DISTRICT', 'A1'), ('REPORTING_AREA', '93'), ('SHOOTING', nan), ('OCCURRED_ON_DATE', '2018-08-31 02:00:00'), ('YEAR', 2018), ('MONTH', 8), ('DAY_OF_WEEK', 'Friday'), ('HOUR', 2), ('UCR_PART', 'Part Three'), ('STREET', 'BLACKSTONE ST'), ('Lat', 42.36165196), ('Long', -71.05630529), ('Location', '(42.36165196, -71.05630529)')]), ...]
df.ext.send()
df["id"].nunique_approx().compute()
13.001289538211168
df.cols.count_uniques("id")
{'id': {'count_uniques': 13}}
df.ext.send()
Send!
df.ext.send()
Send!
df1= df.cols.select("*", data_type=df.constants.NUMERIC_TYPES, invert=True)
df.cols.frequency("*", 7, True)
{'id': [{'value': 13, 'count': 1, 'percentage': 7.69}, {'value': 12, 'count': 1, 'percentage': 7.69}, {'value': 11, 'count': 1, 'percentage': 7.69}, {'value': 10, 'count': 1, 'percentage': 7.69}, {'value': 9, 'count': 1, 'percentage': 7.69}, {'value': 8, 'count': 1, 'percentage': 7.69}, {'value': 7, 'count': 1, 'percentage': 7.69}], 'firstName': [{'value': 'PAUL', 'count': 1, 'percentage': 7.69}, {'value': 'NiELS', 'count': 1, 'percentage': 7.69}, {'value': 'Luis', 'count': 1, 'percentage': 7.69}, {'value': 'Johannes', 'count': 1, 'percentage': 7.69}, {'value': 'JaMES', 'count': 1, 'percentage': 7.69}, {'value': 'Isaac', 'count': 1, 'percentage': 7.69}, {'value': 'Galileo', 'count': 1, 'percentage': 7.69}], 'lastName': [{'value': 'dirac$', 'count': 1, 'percentage': 7.69}, {'value': 'Nöether$', 'count': 1, 'percentage': 7.69}, {'value': 'Newton', 'count': 1, 'percentage': 7.69}, {'value': 'M$$ax%%well', 'count': 1, 'percentage': 7.69}, {'value': 'KEPLER', 'count': 1, 'percentage': 7.69}, {'value': 'H$$$ilbert', 'count': 1, 'percentage': 7.69}, {'value': 'Ga%%%uss', 'count': 1, 'percentage': 7.69}], 'billingId': [{'value': 992.0, 'count': 1, 'percentage': 7.69}, {'value': 875.0, 'count': 1, 'percentage': 7.69}, {'value': 735.0, 'count': 1, 'percentage': 7.69}, {'value': 672.0, 'count': 1, 'percentage': 7.69}, {'value': 634.0, 'count': 1, 'percentage': 7.69}, {'value': 624.0, 'count': 1, 'percentage': 7.69}, {'value': 551.0, 'count': 1, 'percentage': 7.69}], 'product': [{'value': 'taco', 'count': 3, 'percentage': 23.08}, {'value': 'pizza', 'count': 3, 'percentage': 23.08}, {'value': 'pasta', 'count': 2, 'percentage': 15.38}, {'value': 'taaaccoo', 'count': 1, 'percentage': 7.69}, {'value': 'piza', 'count': 1, 'percentage': 7.69}, {'value': 'arepa', 'count': 1, 'percentage': 7.69}, {'value': 'Cake', 'count': 1, 'percentage': 7.69}], 'price': [{'value': 8.0, 'count': 4, 'percentage': 30.77}, {'value': 3.0, 'count': 4, 'percentage': 30.77}, {'value': 9.0, 'count': 2, 'percentage': 15.38}, {'value': 10.0, 'count': 1, 'percentage': 7.69}, {'value': 5.0, 'count': 1, 'percentage': 7.69}], 'birth': [{'value': '1999/02/15', 'count': 1, 'percentage': 7.69}, {'value': '1993/12/08', 'count': 1, 'percentage': 7.69}, {'value': '1990/07/11', 'count': 1, 'percentage': 7.69}, {'value': '1990/07/09', 'count': 1, 'percentage': 7.69}, {'value': '1980/07/07', 'count': 1, 'percentage': 7.69}, {'value': '1970/07/13', 'count': 1, 'percentage': 7.69}, {'value': '1954/07/10', 'count': 1, 'percentage': 7.69}], 'dummyCol': [{'value': 'gonna', 'count': 3, 'percentage': 23.08}, {'value': 'you', 'count': 2, 'percentage': 15.38}, {'value': 'never', 'count': 2, 'percentage': 15.38}, {'value': 'up', 'count': 1, 'percentage': 7.69}, {'value': 'never ', 'count': 1, 'percentage': 7.69}, {'value': 'let', 'count': 1, 'percentage': 7.69}, {'value': 'give', 'count': 1, 'percentage': 7.69}]}
df.ext.send(output="json", infer=False, advanced_stats=False)
'{"queue_name": "ee8e887f-fac1-4555-aa54-90037f197099", "data": "gAAAAABeRGUbfK3n1RivFVFUDIN4ZZrJ9G2pLk-inn4X4rTPiujhm8S2ffqYoG6wZb4fSjp8RDFuYZpuaFN9zh1b9qP2KuUv9P5RWwVIS8RSrCXFhr-Ysm6Z0MOF1EF9TCx0gIzLhu65tXDjE_TxCP3pt4v8a8loH_OUXbhWn15Uf5mPAMCZYiTNz1QUyaHMW2ED68MTeM82wHssZhR282_Hb-Okm1Vxm8QLYoTm53akaro85wPTQuouRV70TFtPXqCinHdnWgNGku5EIh5mS9_ZYlfJqNAAQ8NKRMnz0AD469ftC6siHirw2r6RzbX0cNwGtiWopogfb5seCSm-ZFudspzmG52DOub5vfUQtaoar0pLZd-_6eaHcd-M-igTrC31s3C0oN_ONsXqbC5YFkod8jDN_Lw1SeBEnv7wAQ7jI36Pr4310eGhMJYaSHBOYjdslbny1BtVGIxTAx5juL2eoVT8tXfEdMAzsw70sbX46ZSVwXhG7S9g8eyxivVSWg7efuz69hyTYExkWgidUi5pQMdnI-zVbdnhUlkZeiTCT5fC1tPejcBO4qq0nIbBkG4JogCEo0qXgy2vjfhECDoFLnttQyIzL54xSiNnFQwGl6W9zosXgKH7Ke__hsHs4eZGWl7fU6eEbq99PIYRGNJ-5GYjXrWl3jsSvhlSEIJhm8OBk7KyQrPU2cEG4Gp9N6gNkU0YiRVmysPYFlYb1yVoH7iMc4iv4DUPeheTZYexh8wRvKmBxzNNPjwGj8MBX5Lg-A1UmlGVil7D9bP18Rs7ikTjnKknnFG0X03Zgdo2hH6rP3UmZCJDZYIPLJpAjEdv5oNnRRefPtFE1L2cSYpL70Fb-xwRT_Ss0fl4OWcr8iaG55cPB6ONZt45avk9wNwf4o71qSNl0lSI5c6IvQQ3TVp2xlZ4tZeMkz9N2amyWJ1Eja6P5YXVli4V-bzai4C20kf4Yd6lxevvsaUDPdtEYNs9DgRrC24Kp56jrTKzHS9OJvTlE4lcN3FZWizO74omQ-atEd_ShR8lSwQPGQWWTE3HnuMBeHf2DyzMZPRNeEbpTo-ejyuYW2cdB1KCekdfvV-hdNDsmGg_MZQBqIuNR9I7ItFwE0QwnBZBFAii8bj6t0uhbM3B2KAH-Bou505LmrlhBLwVPNVuLjuN9jI3LealSv6VPquaYs4hyivPgCKTGBdUlmwHB96S0_oUI7D1b2H9s6p4NfsokpgVwXZnW4cT70K7nMzfI1GyZuNIPXK3ys7T4CJ7sDRDeGXYguLxFLIhObxO8osfFZliBUcom3bT7HIzuqvhNYd-i1yyk4NoQ7mmJ97Ngi4usVduab_fB0HS0lZbncDccooKpSzHAiWYSUIwnlMu1ywBClsYfCt7GfS2ZPyT9JxZqsgenejArB2Fzm6tG0P1s7k0um0quo5Q-n8j90MAnzlFVUuLOGXXEF7aWy_WK08dThNSphFPH47LJxvW6esqpFZFVxQQQCIm9XkNMYQEL3rCf_Lo6Peb77xU1e1J-4hmaSuOmqYCqY0HJOuzxWHCCJAjvshEP4U8FS6f3fEKV-BUZMQPmCfbaKRygPBG5_U7u-3G0Bod3b-eFlcjTPAIgXNUcZAAIAWz4ofQaS2_WFjaIHyNIqoqO8kW2KC4dgynoZYh2NUNxXHiZ_LZ95CLD-lBzTGy4eKnOjknCc5Lj_4ZcXq8ZSv9YaNLe1VkklIEklD6Pa_qoe6yndzno9aEKhSWY9Gqno25vinTkG4Hv3phO_RpviCyDFFr3dtuqEYqNKPSqKt-ryGVW9poHzePDQA568VCQu3gtV9Y5pPFvCE65P-TUS1Henzuj4CqYTzuIaT40Mz87mF15NYkGAxwRuZySVQytkDMtjYLBwn16CF0sp1LZ3t4IK0Gl0MS3-YTAF7iKMMAZie5T_1BVLL_Ie3Wa57bPKYiSZHMmDt3YbPe8mSBAqU__6pqku19CQzP6IMV0ASwaccoj6QF8UH6evSpVBaKwqNRHWtZyGMjeOwFHdvDr2by60pp05g9JNwW_1VP6IHvGeRpdrenVYk0vOD2ePuHOHw4lHsKoXmH6irBncZDABrT3Xqtkh5L_351u3BFU4yFtFXYpP6fJVtntN2x-zy7_QmaKasNJuLGv_WBg0lDFtmPBEaipx4nnyMNTNlT3wgMHuB3Jyy4rM6D7uUihC7DQNeUcUubGT7CIbNI7wIF1tiTaXtzJLgFpt7EThyXVURaW07xy7PWwAx8R8egxZ6w0s3-S3QhGlMsh4PaOXLRDZeafUbpk20bzVdCHavKhq1Jbwd2jH1lSUsIBLaliO3eyPLfjkN2M_nJJtx8pXeC9horccl2s8Ls_Wly7iW1sh6XO-SYtJBp3PCg7OQwDJkUABxxIawS37C_6xsopat0E4RXCPV9Vs2VJpXCkQeHFTpkH6Ols0FJ0offH0nn6Af-0D_8BT3LJd0skjRMl4B11LbWQFfK4nsJyDn09zMl0qoJIiIrGjWKFoRvphgmSCJTOF0u4pXp8YHRRUsfsdIxAUAc_g36mrcb87LhyK4gwhMHdHfWvExcDxqimTd93sm3AKJykyTCVZNQ_5LPu6Oief5RAGZ855ZjFDkzaTiqhfmiULRvxbPilebZpnlSmSfDgxDTgacolFSF8Ms_moBCgtNaNowAkTCkijOBsRlD2xlkJpl1QxDD"}'
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
import pandas as pd
a = pd.read_csv("data/crime.csv", encoding="latin_1")
a.head()
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | I182070945 | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) |
1 | I182070943 | 1402 | Vandalism | VANDALISM | C11 | 347 | NaN | 2018-08-21 00:00:00 | 2018 | 8 | Tuesday | 0 | Part Two | HECLA ST | 42.306821 | -71.060300 | (42.30682138, -71.06030035) |
2 | I182070941 | 3410 | Towed | TOWED MOTOR VEHICLE | D4 | 151 | NaN | 2018-09-03 19:27:00 | 2018 | 9 | Monday | 19 | Part Three | CAZENOVE ST | 42.346589 | -71.072429 | (42.34658879, -71.07242943) |
3 | I182070940 | 3114 | Investigate Property | INVESTIGATE PROPERTY | D4 | 272 | NaN | 2018-09-03 21:16:00 | 2018 | 9 | Monday | 21 | Part Three | NEWCOMB ST | 42.334182 | -71.078664 | (42.33418175, -71.07866441) |
4 | I182070938 | 3114 | Investigate Property | INVESTIGATE PROPERTY | B3 | 421 | NaN | 2018-09-03 21:05:00 | 2018 | 9 | Monday | 21 | Part Three | DELHI ST | 42.275365 | -71.090361 | (42.27536542, -71.09036101) |
%%time
for col_name in ["INCIDENT_NUMBER","OFFENSE_CODE"]:
print(a[col_name].value_counts().nlargest(5))
I162030584 13 I152080623 11 I182065208 10 I172013170 10 I172096394 10 Name: INCIDENT_NUMBER, dtype: int64 3006 18783 3115 18754 3831 16323 1402 15154 802 14799 Name: OFFENSE_CODE, dtype: int64 Wall time: 233 ms
def func(value):
if value>1:
print(1)
return 0
# from dask.dataframe import DataFrame as dd
df['price'].map_partitions(func, meta=("int")).compute()
distributed.worker - WARNING - Compute Failed Function: execute_task args: ((<function apply_and_enforce at 0x000001D4932665E8>, <function func at 0x000001D4A93CE678>, [(<built-in function getitem>, (<function check_meta at 0x000001D4931EAEE8>, (<function apply at 0x000001D49046B678>, <function pandas_read_text at 0x000001D49328DAF8>, [<function _make_parser_function.<locals>.parser_f at 0x000001D492E48438>, (<function read_block_from_file at 0x000001D493064F78>, <dask.bytes.core.OpenFile object at 0x000001D4A79D7108>, 0, 64000000, b'\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O')]]), ['id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol']], (<class 'dict'>, [['write_header', False], ['e kwargs: {} Exception: ValueError('The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().')
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-16-0b8d11dccf52> in <module> 5 # from dask.dataframe import DataFrame as dd 6 ----> 7 df['price'].map_partitions(func, meta=("int")).compute() ~\Anaconda3\lib\site-packages\dask\base.py in compute(self, **kwargs) 154 dask.base.compute 155 """ --> 156 (result,) = compute(self, traverse=False, **kwargs) 157 return result 158 ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2566 should_rejoin = False 2567 try: -> 2568 results = self.gather(packed, asynchronous=asynchronous, direct=direct) 2569 finally: 2570 for f in futures.values(): ~\Anaconda3\lib\site-packages\distributed\client.py in gather(self, futures, errors, maxsize, direct, asynchronous) 1820 direct=direct, 1821 local_worker=local_worker, -> 1822 asynchronous=asynchronous, 1823 ) 1824 ~\Anaconda3\lib\site-packages\distributed\client.py in sync(self, func, *args, **kwargs) 751 return future 752 else: --> 753 return sync(self.loop, func, *args, **kwargs) 754 755 def __repr__(self): ~\Anaconda3\lib\site-packages\distributed\utils.py in sync(loop, func, *args, **kwargs) 329 e.wait(10) 330 if error[0]: --> 331 six.reraise(*error[0]) 332 else: 333 return result[0] ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 694 if value.__traceback__ is not tb: 695 raise value.with_traceback(tb) --> 696 raise value 697 finally: 698 value = None ~\Anaconda3\lib\site-packages\distributed\utils.py in f() 314 if timeout is not None: 315 future = gen.with_timeout(timedelta(seconds=timeout), future) --> 316 result[0] = yield future 317 except Exception as exc: 318 error[0] = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 733 734 try: --> 735 value = future.result() 736 except Exception: 737 exc_info = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 740 if exc_info is not None: 741 try: --> 742 yielded = self.gen.throw(*exc_info) # type: ignore 743 finally: 744 # Break up a reference to itself ~\Anaconda3\lib\site-packages\distributed\client.py in _gather(self, futures, errors, direct, local_worker) 1651 six.reraise(CancelledError, CancelledError(key), None) 1652 else: -> 1653 six.reraise(type(exception), exception, traceback) 1654 if errors == "skip": 1655 bad_keys.add(key) ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 693 value = tp() 694 if value.__traceback__ is not tb: --> 695 raise value.with_traceback(tb) 696 raise value 697 finally: ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in apply_and_enforce(func, args, kwargs, meta) 3682 3683 Ensures the output has the same columns, even if empty.""" -> 3684 df = func(*args, **kwargs) 3685 if isinstance(df, (pd.DataFrame, pd.Series, pd.Index)): 3686 if len(df) == 0: <ipython-input-16-0b8d11dccf52> in func(value) 1 def func(value): ----> 2 if value>1: 3 print(1) 4 return 0 5 # from dask.dataframe import DataFrame as dd ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in __nonzero__(self) 1476 raise ValueError("The truth value of a {0} is ambiguous. " 1477 "Use a.empty, a.bool(), a.item(), a.any() or a.all()." -> 1478 .format(self.__class__.__name__)) 1479 1480 __bool__ = __nonzero__ ValueError: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().
df.cols.min("firstName")
{}
from dask import dataframe as dd
dd.compute(df["firstName"].min())
distributed.worker - WARNING - Compute Failed Function: execute_task args: ((<function apply at 0x000001CBF49EB5E8>, <function _reduction_aggregate at 0x000001CBF77D6EE8>, [(<function _concat at 0x000001CBF6125EE8>, [(<function apply at 0x000001CBF49EB5E8>, <function _reduction_chunk at 0x000001CBF77D6DC8>, [(<built-in function getitem>, (<function check_meta at 0x000001CBF775AE58>, (<function apply at 0x000001CBF49EB5E8>, <function pandas_read_text at 0x000001CBF77FEA68>, [<function _make_parser_function.<locals>.parser_f at 0x000001CBF73B83A8>, (<function read_block_from_file at 0x000001CBF75D4EE8>, <dask.bytes.core.OpenFile object at 0x000001CB8B9E2B08>, 0, 64000000, b'\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O kwargs: {} Exception: TypeError("'<=' not supported between instances of 'str' and 'float'")
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 126 else: --> 127 result = alt(values, axis=axis, skipna=skipna, **kwds) 128 except Exception: ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 741 else: --> 742 result = getattr(values, meth)(axis) 743 ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 TypeError: '<=' not supported between instances of 'str' and 'float' During handling of the above exception, another exception occurred: TypeError Traceback (most recent call last) <ipython-input-15-e3fd36515113> in <module> 1 from dask import dataframe as dd ----> 2 dd.compute(df["firstName"].min()) ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2566 should_rejoin = False 2567 try: -> 2568 results = self.gather(packed, asynchronous=asynchronous, direct=direct) 2569 finally: 2570 for f in futures.values(): ~\Anaconda3\lib\site-packages\distributed\client.py in gather(self, futures, errors, maxsize, direct, asynchronous) 1820 direct=direct, 1821 local_worker=local_worker, -> 1822 asynchronous=asynchronous, 1823 ) 1824 ~\Anaconda3\lib\site-packages\distributed\client.py in sync(self, func, *args, **kwargs) 751 return future 752 else: --> 753 return sync(self.loop, func, *args, **kwargs) 754 755 def __repr__(self): ~\Anaconda3\lib\site-packages\distributed\utils.py in sync(loop, func, *args, **kwargs) 329 e.wait(10) 330 if error[0]: --> 331 six.reraise(*error[0]) 332 else: 333 return result[0] ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 694 if value.__traceback__ is not tb: 695 raise value.with_traceback(tb) --> 696 raise value 697 finally: 698 value = None ~\Anaconda3\lib\site-packages\distributed\utils.py in f() 314 if timeout is not None: 315 future = gen.with_timeout(timedelta(seconds=timeout), future) --> 316 result[0] = yield future 317 except Exception as exc: 318 error[0] = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 733 734 try: --> 735 value = future.result() 736 except Exception: 737 exc_info = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 740 if exc_info is not None: 741 try: --> 742 yielded = self.gen.throw(*exc_info) # type: ignore 743 finally: 744 # Break up a reference to itself ~\Anaconda3\lib\site-packages\distributed\client.py in _gather(self, futures, errors, direct, local_worker) 1651 six.reraise(CancelledError, CancelledError(key), None) 1652 else: -> 1653 six.reraise(type(exception), exception, traceback) 1654 if errors == "skip": 1655 bad_keys.add(key) ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 693 value = tp() 694 if value.__traceback__ is not tb: --> 695 raise value.with_traceback(tb) 696 raise value 697 finally: ~\Anaconda3\lib\site-packages\dask\compatibility.py in apply(func, args, kwargs) 91 def apply(func, args, kwargs=None): 92 if kwargs: ---> 93 return func(*args, **kwargs) 94 else: 95 return func(*args) ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in _reduction_chunk(x, aca_chunk, **kwargs) 4314 4315 def _reduction_chunk(x, aca_chunk=None, **kwargs): -> 4316 o = aca_chunk(x, **kwargs) 4317 # Return a dataframe so that the concatenated version is also a dataframe 4318 return o.to_frame().T if isinstance(o, pd.Series) else o ~\Anaconda3\lib\site-packages\dask\utils.py in __call__(self, obj, *args, **kwargs) 692 693 def __call__(self, obj, *args, **kwargs): --> 694 return getattr(obj, self.method)(*args, **kwargs) 695 696 def __reduce__(self): ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in stat_func(self, axis, skipna, level, numeric_only, **kwargs) 10954 skipna=skipna) 10955 return self._reduce(f, name, axis=axis, skipna=skipna, > 10956 numeric_only=numeric_only) 10957 10958 return set_function_name(stat_func, name, cls) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\series.py in _reduce(self, op, name, axis, skipna, numeric_only, filter_type, **kwds) 3628 'numeric_only.'.format(name)) 3629 with np.errstate(all='ignore'): -> 3630 return op(delegate, skipna=skipna, **kwds) 3631 3632 # TODO(EA) dispatch to Index ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 128 except Exception: 129 try: --> 130 result = alt(values, axis=axis, skipna=skipna, **kwds) 131 except ValueError as e: 132 # we want to transform an object array ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 740 result = np.nan 741 else: --> 742 result = getattr(values, meth)(axis) 743 744 result = _wrap_results(result, dtype, fill_value) ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 30 def _amin(a, axis=None, out=None, keepdims=False, 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 34 def _sum(a, axis=None, dtype=None, out=None, keepdims=False, TypeError: '<=' not supported between instances of 'str' and 'float'
df["firstName"].min().compute()
distributed.worker - WARNING - Compute Failed Function: execute_task args: ((<function apply at 0x000002B0DBD979D8>, <function _reduction_aggregate at 0x000002B0DEB7A318>, [(<function _concat at 0x000002B0DD4CF318>, [(<function apply at 0x000002B0DBD979D8>, <function _reduction_chunk at 0x000002B0DEB7A1F8>, [(<built-in function getitem>, (<function check_meta at 0x000002B0DEB00288>, (<function apply at 0x000002B0DBD979D8>, <function pandas_read_text at 0x000002B0DEB9EE58>, [<function _make_parser_function.<locals>.parser_f at 0x000002B0DE75D798>, (<function read_block_from_file at 0x000002B0DE97AA68>, <dask.bytes.core.OpenFile object at 0x000002B0F2D4DA88>, 0, 64000000, b'\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O kwargs: {} Exception: TypeError("'<=' not supported between instances of 'str' and 'float'")
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 126 else: --> 127 result = alt(values, axis=axis, skipna=skipna, **kwds) 128 except Exception: ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 741 else: --> 742 result = getattr(values, meth)(axis) 743 ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 TypeError: '<=' not supported between instances of 'str' and 'float' During handling of the above exception, another exception occurred: TypeError Traceback (most recent call last) <ipython-input-43-383ac73ff6a5> in <module> ----> 1 df["firstName"].min().compute() ~\Anaconda3\lib\site-packages\dask\base.py in compute(self, **kwargs) 154 dask.base.compute 155 """ --> 156 (result,) = compute(self, traverse=False, **kwargs) 157 return result 158 ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2566 should_rejoin = False 2567 try: -> 2568 results = self.gather(packed, asynchronous=asynchronous, direct=direct) 2569 finally: 2570 for f in futures.values(): ~\Anaconda3\lib\site-packages\distributed\client.py in gather(self, futures, errors, maxsize, direct, asynchronous) 1820 direct=direct, 1821 local_worker=local_worker, -> 1822 asynchronous=asynchronous, 1823 ) 1824 ~\Anaconda3\lib\site-packages\distributed\client.py in sync(self, func, *args, **kwargs) 751 return future 752 else: --> 753 return sync(self.loop, func, *args, **kwargs) 754 755 def __repr__(self): ~\Anaconda3\lib\site-packages\distributed\utils.py in sync(loop, func, *args, **kwargs) 329 e.wait(10) 330 if error[0]: --> 331 six.reraise(*error[0]) 332 else: 333 return result[0] ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 694 if value.__traceback__ is not tb: 695 raise value.with_traceback(tb) --> 696 raise value 697 finally: 698 value = None ~\Anaconda3\lib\site-packages\distributed\utils.py in f() 314 if timeout is not None: 315 future = gen.with_timeout(timedelta(seconds=timeout), future) --> 316 result[0] = yield future 317 except Exception as exc: 318 error[0] = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 733 734 try: --> 735 value = future.result() 736 except Exception: 737 exc_info = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 740 if exc_info is not None: 741 try: --> 742 yielded = self.gen.throw(*exc_info) # type: ignore 743 finally: 744 # Break up a reference to itself ~\Anaconda3\lib\site-packages\distributed\client.py in _gather(self, futures, errors, direct, local_worker) 1651 six.reraise(CancelledError, CancelledError(key), None) 1652 else: -> 1653 six.reraise(type(exception), exception, traceback) 1654 if errors == "skip": 1655 bad_keys.add(key) ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 693 value = tp() 694 if value.__traceback__ is not tb: --> 695 raise value.with_traceback(tb) 696 raise value 697 finally: ~\Anaconda3\lib\site-packages\dask\compatibility.py in apply(func, args, kwargs) 91 def apply(func, args, kwargs=None): 92 if kwargs: ---> 93 return func(*args, **kwargs) 94 else: 95 return func(*args) ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in _reduction_chunk(x, aca_chunk, **kwargs) 4314 4315 def _reduction_chunk(x, aca_chunk=None, **kwargs): -> 4316 o = aca_chunk(x, **kwargs) 4317 # Return a dataframe so that the concatenated version is also a dataframe 4318 return o.to_frame().T if isinstance(o, pd.Series) else o ~\Anaconda3\lib\site-packages\dask\utils.py in __call__(self, obj, *args, **kwargs) 692 693 def __call__(self, obj, *args, **kwargs): --> 694 return getattr(obj, self.method)(*args, **kwargs) 695 696 def __reduce__(self): ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in stat_func(self, axis, skipna, level, numeric_only, **kwargs) 10954 skipna=skipna) 10955 return self._reduce(f, name, axis=axis, skipna=skipna, > 10956 numeric_only=numeric_only) 10957 10958 return set_function_name(stat_func, name, cls) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\series.py in _reduce(self, op, name, axis, skipna, numeric_only, filter_type, **kwds) 3628 'numeric_only.'.format(name)) 3629 with np.errstate(all='ignore'): -> 3630 return op(delegate, skipna=skipna, **kwds) 3631 3632 # TODO(EA) dispatch to Index ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 128 except Exception: 129 try: --> 130 result = alt(values, axis=axis, skipna=skipna, **kwds) 131 except ValueError as e: 132 # we want to transform an object array ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 740 result = np.nan 741 else: --> 742 result = getattr(values, meth)(axis) 743 744 result = _wrap_results(result, dtype, fill_value) ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 30 def _amin(a, axis=None, out=None, keepdims=False, 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 34 def _sum(a, axis=None, dtype=None, out=None, keepdims=False, TypeError: '<=' not supported between instances of 'str' and 'float'
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
_result={}
_result.setdefault("id", ["a"])
['a']
print(_result)
df.ext.send()
SEND {"count_types": {"int": 8, "numeric": 0, "array": 0, "binary": 0, "null": 0, "date": 0, "categorical": 0}, "total_count_dtypes": 1, "dtypes_list": ["int"], "columns": {"id": {"stats": {"count_na": null, "max": 13.0, "count_uniques": 13.001289538211168, "min": 1.0, "hist": {"hist": [{"count": null, "lower": 1.0, "upper": 2.0}, {"count": null, "lower": 2.0, "upper": 3.0}, {"count": null, "lower": 3.0, "upper": 4.0}, {"count": null, "lower": 4.0, "upper": 5.0}, {"count": null, "lower": 5.0, "upper": 6.0}, {"count": null, "lower": 6.0, "upper": 7.0}, {"count": null, "lower": 7.0, "upper": 8.0}, {"count": null, "lower": 8.0, "upper": 9.0}, {"count": null, "lower": 9.0, "upper": 10.0}, {"count": null, "lower": 10.0, "upper": 11.0}, {"count": null, "lower": 11.0, "upper": 12.0}, {"count": null, "lower": 12.0, "upper": 13.0}]}}, "name": "id", "column_dtype": "int", "dtypes_stats": {"int": 0, "float": 0, "object": 0}, "column_type": "numeric", "id": null}, "firstName": {"stats": {"count_na": null, "count_uniques": 13.001289538211168}, "name": "firstName", "column_dtype": "int", "dtypes_stats": {"int": 0, "float": 0, "object": 0}, "column_type": "numeric", "id": null}, "lastName": {"stats": {"count_na": null, "count_uniques": 13.001289538211168}, "name": "lastName", "column_dtype": "int", "dtypes_stats": {"int": 0, "float": 0, "object": 0}, "column_type": "numeric", "id": null}, "billingId": {"stats": {"count_na": null, "max": 992.0, "count_uniques": 13.001289538211168, "min": 123.0, "hist": {"hist": [{"count": null, "lower": 123.0, "upper": 195.41666666666669}, {"count": null, "lower": 195.41666666666669, "upper": 267.83333333333337}, {"count": null, "lower": 267.83333333333337, "upper": 340.25}, {"count": null, "lower": 340.25, "upper": 412.6666666666667}, {"count": null, "lower": 412.6666666666667, "upper": 485.08333333333337}, {"count": null, "lower": 485.08333333333337, "upper": 557.5}, {"count": null, "lower": 557.5, "upper": 629.9166666666667}, {"count": 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df.cols.count_by_dtypes("id")
{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}
{'id': {'int': 0, 'float': 0, 'object': 0}}
op = Optimus("dask", master="local[*]", app_name="optimus", comm=True)
C:\Users\argenisleon\Anaconda3\lib\site-packages\distributed\bokeh\core.py:74: UserWarning: Port 8787 is already in use. Perhaps you already have a cluster running? Hosting the diagnostics dashboard on a random port instead. warnings.warn("\n" + msg)
df = op.load.csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=True, infer_schema='true', charset="UTF-8").ext.cache()
https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv
df.ext.send(name="hola",output="json", infer=False, advanced_stats=False)
SEND {"count_types": {"int": 1, "object": 5, "float": 2, "categorical": 0, "numeric": 0, "array": 0, "binary": 0, "date": 0, "null": 0}, "total_count_dtypes": 3, "dtypes_list": ["int", "object", "float"], "columns": {"id": {"stats": {"min": 1.0, "count_uniques": 13.001289538211168, "count_na": null, "max": 13.0, "hist": {"hist": [{"count": null, "lower": 1.0, "upper": 2.0}, {"count": null, "lower": 2.0, "upper": 3.0}, {"count": null, "lower": 3.0, "upper": 4.0}, {"count": null, "lower": 4.0, "upper": 5.0}, {"count": null, "lower": 5.0, "upper": 6.0}, {"count": null, "lower": 6.0, "upper": 7.0}, {"count": null, "lower": 7.0, "upper": 8.0}, {"count": null, "lower": 8.0, "upper": 9.0}, {"count": null, "lower": 9.0, "upper": 10.0}, {"count": null, "lower": 10.0, "upper": 11.0}, {"count": null, "lower": 11.0, "upper": 12.0}, {"count": null, "lower": 12.0, "upper": 13.0}]}}, "name": "id", "column_dtype": "int", "dtypes_stats": {"int": null, "float": 0, "object": 0}, "column_type": "numeric", "id": null}, "firstName": {"stats": {"count_uniques": 13.001289538211168, "count_na": null}, "name": "firstName", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "lastName": {"stats": {"count_uniques": 13.001289538211168, "count_na": null}, "name": "lastName", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "billingId": {"stats": {"min": 123.0, "count_uniques": 13.001289538211168, "count_na": null, "max": 992.0, "hist": {"hist": [{"count": null, "lower": 123.0, "upper": 195.41666666666669}, {"count": null, "lower": 195.41666666666669, "upper": 267.83333333333337}, {"count": null, "lower": 267.83333333333337, "upper": 340.25}, {"count": null, "lower": 340.25, "upper": 412.6666666666667}, {"count": null, "lower": 412.6666666666667, "upper": 485.08333333333337}, {"count": null, "lower": 485.08333333333337, "upper": 557.5}, {"count": null, "lower": 557.5, "upper": 629.9166666666667}, {"count": null, "lower": 629.9166666666667, "upper": 702.3333333333334}, {"count": null, "lower": 702.3333333333334, "upper": 774.75}, {"count": null, "lower": 774.75, "upper": 847.1666666666667}, {"count": null, "lower": 847.1666666666667, "upper": 919.5833333333334}, {"count": null, "lower": 919.5833333333334, "upper": 992.0}]}}, "name": "billingId", "column_dtype": "float", "dtypes_stats": {"int": 0, "float": null, "object": 0}, "column_type": "numeric", "id": null}, "product": {"stats": {"count_uniques": 8.000488320990067, "count_na": null}, "name": "product", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "price": {"stats": {"min": 3.0, "count_uniques": 6.000274674963478, "count_na": null, "max": 10.0, "hist": {"hist": [{"count": null, "lower": 3.0, "upper": 4.4}, {"count": null, "lower": 4.4, "upper": 5.8}, {"count": null, "lower": 5.8, "upper": 7.199999999999999}, {"count": null, "lower": 7.199999999999999, "upper": 8.6}, {"count": null, "lower": 8.6, "upper": 10.0}]}}, "name": "price", "column_dtype": "float", "dtypes_stats": {"int": 0, "float": null, "object": 0}, "column_type": "numeric", "id": null}, "birth": {"stats": {"count_uniques": 13.001289538211168, "count_na": null}, "name": "birth", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "dummyCol": {"stats": {"count_uniques": 9.000618037546497, "count_na": null}, "name": "dummyCol", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}}, "name": null, "file_name": "foo.csv", "summary": {"cols_count": 8, "rows_count": 13, "size": "0 Bytes", "sample_size": 10000, "missing_count": null, "p_missing": 53.85}, "sample": {"columns": [{"title": "id"}, {"title": "firstName"}, {"title": "lastName"}, {"title": "billingId"}, {"title": "product"}, {"title": "price"}, {"title": "birth"}, 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"1950/07/14", "let"], [7, "CaRL", "Ga%%%uss", 323.0, "taco", 3.0, "1970/07/13", "gonna", 4, "PAUL", "dirac$", 521.0, "pizza", 8.0, "1954/07/10", "you", 10, "JaMES", "M$$ax%%well", 875.0, "taco", 3.0, "1923/03/12", "down", 12, "Emmy%%", "N\u00f6ether$", 234.0, "pasta", 9.0, "1993/12/08", "gonna", 1, "Luis", "Alvarez$$%!", 123.0, "Cake", 10.0, "1980/07/07", "never", 5, "Albert", "Einstein", 634.0, "pizza", 8.0, "1990/07/11", "up", 11, "Isaac", "Newton", 992.0, "pasta", 9.0, "1999/02/15", "never ", 13, null, null, null, null, null, null, null, 6, "Galileo", " GALiLEI", 672.0, "arepa", 5.0, "1930/08/12", "never", 2, "Andr\u00e9", "Amp\u00e8re", 423.0, "piza", 8.0, "1950/07/08", "gonna", 9, "Johannes", "KEPLER", 735.0, "taco", 3.0, "1920/04/22", "you", 3, "NiELS", "B\u00f6hr//((%%", 551.0, "pizza", 8.0, "1990/07/09", "give", 8, "David", "H$$$ilbert", 624.0, "taaaccoo", 3.0, "1950/07/14", "let"], [7, "CaRL", "Ga%%%uss", 323.0, "taco", 3.0, "1970/07/13", "gonna", 4, "PAUL", "dirac$", 521.0, 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"N\u00f6ether$", 234.0, "pasta", 9.0, "1993/12/08", "gonna", 1, "Luis", "Alvarez$$%!", 123.0, "Cake", 10.0, "1980/07/07", "never", 5, "Albert", "Einstein", 634.0, "pizza", 8.0, "1990/07/11", "up", 11, "Isaac", "Newton", 992.0, "pasta", 9.0, "1999/02/15", "never ", 13, null, null, null, null, null, null, null, 6, "Galileo", " GALiLEI", 672.0, "arepa", 5.0, "1930/08/12", "never", 2, "Andr\u00e9", "Amp\u00e8re", 423.0, "piza", 8.0, "1950/07/08", "gonna", 9, "Johannes", "KEPLER", 735.0, "taco", 3.0, "1920/04/22", "you", 3, "NiELS", "B\u00f6hr//((%%", 551.0, "pizza", 8.0, "1990/07/09", "give", 8, "David", "H$$$ilbert", 624.0, "taaaccoo", 3.0, "1950/07/14", "let"], [7, "CaRL", "Ga%%%uss", 323.0, "taco", 3.0, "1970/07/13", "gonna", 4, "PAUL", "dirac$", 521.0, "pizza", 8.0, "1954/07/10", "you", 10, "JaMES", "M$$ax%%well", 875.0, "taco", 3.0, "1923/03/12", "down", 12, "Emmy%%", "N\u00f6ether$", 234.0, "pasta", 9.0, "1993/12/08", "gonna", 1, "Luis", "Alvarez$$%!", 123.0, "Cake", 10.0, "1980/07/07", "never", 5, "Albert", "Einstein", 634.0, "pizza", 8.0, "1990/07/11", "up", 11, "Isaac", "Newton", 992.0, "pasta", 9.0, "1999/02/15", "never ", 13, null, null, null, null, null, null, null, 6, "Galileo", " GALiLEI", 672.0, "arepa", 5.0, "1930/08/12", "never", 2, "Andr\u00e9", "Amp\u00e8re", 423.0, "piza", 8.0, "1950/07/08", "gonna", 9, "Johannes", "KEPLER", 735.0, "taco", 3.0, "1920/04/22", "you", 3, "NiELS", "B\u00f6hr//((%%", 551.0, "pizza", 8.0, "1990/07/09", "give", 8, "David", "H$$$ilbert", 624.0, "taaaccoo", 3.0, "1950/07/14", "let"]]}}
'{"queue_name": "ee8e887f-fac1-4555-aa54-90037f197099", "data": "gAAAAABeQbWiITuJYYu5SnGFgUASiLK9nXYBbPjq7knoQ33wciLEp3iWkPpWeHjaCFB7YDTd1e4Ub10GTi8bkHDr6eA3_iqT7wDHDjrB9c9VC7kcW1aijoGtQGaZlIyRqBluVpy-sVrpVWGz6QRqfr3l1D8gXDgNyeQ_Lj77v3K1EDXIC5UGHtGdoroXGoGYehvDUiHsZ8nSSsrx4ixM4SBaMOZVfdnqFwX3AJtcle36iPL1XZie0HPMg9KbCKzu9qS83gQ2nH2g_9fKrt501mrms2uhMbGGNzC1bhfriFBYKaSboN3ru6alL_yneHJpqvZ9jNp_t0ng6yJ07_ONy4KWeLNCKu2V0_U1SuOgyhEOhxWj1PCdcSHpsJAP5SKWui9TN_zvcWGuys-g7NekHk1WPV-wLUTL0GE8GhIT-UWciGAWGtd3x6BkArcQtDjVbmgTIg9qty-1_ZnGtvv1cu2C6twqG0hZU7JGTwSPY7bZ9JvQGfrNR4tAM5QPcrhajUGc90Epm7m5tCPg3dRSSXo0UE58-RLmm_PFE4zQ3Dl0EkQwVGIXtMVWbFTfZKzo6FCyIsHVlOJuSk7rV4Mql8W1JO-aWDUjEpP4dPPGumfpPh4gjZ9cZmU_XKNOMypXy8DYYMVK8KWWm4XvhWNLQMllcyPz5h5IIHo-n91id8J2YTPapyw4UAc7XVK8pGQfXQoiYapj91xhylbBA-pYjX00uPpYa7y-27X6bW7Yms6xR05IQeWiCrZVca_S3YA7khAKj615BQx-wNhI0_SZAnxfTs8iVLrCHkSDibh54M8tHWhdavsN66ZY-30FocPPplCmug2aHLh2LUzsEZvKAk38MQFdrEcTn_ovxffETTN93bWydMVr0u7Rn-uk1kKZ65uTyXqo10qJKmtd1evICcM6kEGRQoSSylhlwalqxUrpes7eXSFLqUbtcKQ0MYqwZKDih8T1fQSullBN_91jAPNK4cjSiJpnybhcEO6PmdoNwE6RsVzsbzndHhz9zRWRVDFel_xmOh3AQFleiYBrAI1rY-0sknAuOrDI5u07btaogwIzRtGDRMY6s_U60J-Pua49e5-5fYXExfBjtZRxxEMGRfHWA-rzIr5vS_Cbo26_yrYz6yTOUUetVidAAEc3bDh4JHs2FZOfcKzbB2ZJByjJclJ2TAql9KfqqhwY6fAPHLhXRVshEuErK8zyyXse8ddmNMzKA1OoINqlfnFtiPhn1PTxgr2VJHa9ZXe1znQojdxCxr3DyGezZMjtmEBfIPxXfKomSxQHv85N0O0Fb0pYJVH78XKE45TpIbwazA8KNmUAO7uRm1hlglk1DKO-V0yqZKMTOOqdYFDfF55oJtIOn5rQVTxTUMysMIe5vxohOwx2gjfhMbbz8pLFnxZABmXjAVli6W-MRo1FZ6yXz0kKUgJX7EiJrm5n4s8XDRwmFs1x7HCEC_SdWnyTXokl34huCkvR2V5DXMJ-M_8Du3gbOV46Kay_iOhN506bZr3tSWdglu6O7luHro6HXVwn8HPSlND5jiJkTiLqX4UD2ycd3tcCZtruT-U6At6KW2NGES1QocuI_NnMS3ni8bChxx12HkKmZ1a6HCi86LS7yFMP_clplf16FcgIF5jkO-SaJ8a0fLVPL_bIDr9KmKnSttdJyLy5estqEJlXWCk5MesVGtNBFkawt5g3keVa7mz5j0ckdXVuPf2QnTOacrpua6swjDLigQDnW0xnMzLB88Fm2ubYCv6nSmQNUeRvce0jTmrWN_eeUtHu20YrfavrtoasblegAm0C1DEjWW4HWjsR9x6VPSVxLHk8IjM1dAKy_XKAJRd8Oo4XHEEaZJFRqWc-ikYd_Y_EU_irCqlB7OwfeMz0eD16uTG5Ksv1EgjTvqEseNjg5eIUemDuvDXlFqzXeWxdyrdbZNexFZc6mPRvzarv73IqjcOtM1S3H8zqmhfaQDI3yZPQECK3UrCPYmnGMKbz0O73OH19om-6qkDGhod4ousARPCFAf7TVxgC70GBpn38sd1Ar781u8jNfNmtWA8hX5PfCYW6qHgA9Go2K8zpbyI5ie_OEV0WPmEAIInPJ-2PcMDKIapuoVauPLWfRuoU_ev1WIHIWPDkVGsTpzF1sWIMofsQNdLntyzjYhiyRpekiFg2cyDS82WsRR6erHwaJ2iYboGAWlwkvm084_yIKPhPRpG_zYKyJJ-Jo4su17l_yG1LhS2McJs0pc_7Fe0efX2s_TwScDjYY8VncYWe2QZ2G1kFbU11VcVU4zOfdtfyR6zIoIsx3twc6l9BwxIQ6J23m4AMkRMOrkFIrKi58WcAhh6kydIGJod4fMAAUIyojXHxHmRQjXCPtENg2oKnPEEOQvqsLaMtlEOb6g7u1HfVOwKXUBUk3SnHyExyOJEmVK6cR2C0z4Me0RJp0MNr97ug"}'
df.cols.schema_dtype("id")
numpy.int64
import numpy as np
print(df.dtypes["id"].type)
isinstance(df["id"].dtype.type,np.int64)
<class 'numpy.int64'>
False
df["id"].dtype.type
numpy.int64
np.dtype(df["id"])
dtype('int64')
isinstance(np.dtype(df["id"]).type(), np.int64)
True
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
df.cols.min("id")
RESULT {'id': {'min': 1}}
{'id': {'min': 1}}
df.cols.z_score("id", output_cols="z_score_id").ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
aaa
9 (float64)
not nullable
|
z_score_id
10 (float64)
not nullable
|
---|---|---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
-1.6035674514745464
|
-1.6035674514745464
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
-1.3363062095621219
|
-1.3363062095621219
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
-1.0690449676496976
|
-1.0690449676496976
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
-0.8017837257372732
|
-0.8017837257372732
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
-0.5345224838248488
|
-0.5345224838248488
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
-0.2672612419124244
|
-0.2672612419124244
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
0.0
|
0.0
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
0.2672612419124244
|
0.2672612419124244
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
0.5345224838248488
|
0.5345224838248488
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
0.8017837257372732
|
0.8017837257372732
|
df = op.load.csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=True, infer_schema='true', charset="UTF-8").ext.cache()
https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv
df.cols.min_max_scaler("id", output_cols="aaa").ext.display()
<class 'dask.dataframe.core.DataFrame'>
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
0
9 (float64)
not nullable
|
---|---|---|---|---|---|---|---|---|
id⋅⋅⋅⋅1
id⋅⋅⋅⋅1
Name:⋅0,⋅dtype:⋅object
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
|
id⋅⋅⋅⋅2
id⋅⋅⋅⋅2
Name:⋅1,⋅dtype:⋅object
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
|
id⋅⋅⋅⋅3
id⋅⋅⋅⋅3
Name:⋅2,⋅dtype:⋅object
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
|
id⋅⋅⋅⋅4
id⋅⋅⋅⋅4
Name:⋅3,⋅dtype:⋅object
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
|
id⋅⋅⋅⋅5
id⋅⋅⋅⋅5
Name:⋅4,⋅dtype:⋅object
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
|
id⋅⋅⋅⋅6
id⋅⋅⋅⋅6
Name:⋅5,⋅dtype:⋅object
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
|
id⋅⋅⋅⋅7
id⋅⋅⋅⋅7
Name:⋅6,⋅dtype:⋅object
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
|
id⋅⋅⋅⋅8
id⋅⋅⋅⋅8
Name:⋅7,⋅dtype:⋅object
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
|
id⋅⋅⋅⋅9
id⋅⋅⋅⋅9
Name:⋅8,⋅dtype:⋅object
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
|
id⋅⋅⋅⋅10
id⋅⋅⋅⋅10
Name:⋅9,⋅dtype:⋅object
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
df["id"].value_counts().head(15)
C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\dataframe\core.py:4382: UserWarning: Insufficient elements for `head`. 15 elements requested, only 13 elements available. Try passing larger `npartitions` to `head`. warnings.warn(msg.format(n, len(r)))
13 1 12 1 11 1 10 1 9 1 8 1 7 1 6 1 5 1 4 1 3 1 2 1 1 1 Name: id, dtype: int64
df.cols.range("id")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1 dtype: int64 AGG NAME min **** RESULT {'id': {'min': 1}} <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13 dtype: int64 AGG NAME max **** RESULT {'id': {'min': 1, 'max': 13}}
{'id': {'min': 1, 'max': 13}}
df.cols.min("id")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1 dtype: int64 AGG NAME min **** RESULT {'id': {'min': 1}}
{'id': {'min': 1}}
df.cols.range("id")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13 dtype: int64 AGG NAME max **** RESULT {'id': {'max': 13}} <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1 dtype: int64 AGG NAME min **** RESULT {'id': {'max': 13, 'min': 1}}
{'id': {'max': 13, 'min': 1}}
df.cols.hist("id")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13 dtype: int64 AGG NAME max **** RESULT {'id': {'max': 13}} <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1 dtype: int64 AGG NAME min **** RESULT {'id': {'max': 13, 'min': 1}} <class 'dict'> COL NAME id COL NAME RESULT {'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}} AGG NAME hist **** RESULT {'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}
{'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}
df.plot.hist("id")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1 dtype: int64 AGG NAME min **** RESULT {'id': {'min': 1}} <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13 dtype: int64 AGG NAME max **** RESULT {'id': {'min': 1, 'max': 13}} <class 'dict'> COL NAME id COL NAME RESULT {'id': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 2.2}, {'count': 1, 'lower': 2.2, 'upper': 3.4}, {'count': 1, 'lower': 3.4, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 7.0}, {'count': 2, 'lower': 7.0, 'upper': 8.2}, {'count': 1, 'lower': 8.2, 'upper': 9.4}, {'count': 1, 'lower': 9.4, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.799999999999999}, {'count': 2, 'lower': 11.799999999999999, 'upper': 13.0}]}} AGG NAME hist **** RESULT {'id': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 2.2}, {'count': 1, 'lower': 2.2, 'upper': 3.4}, {'count': 1, 'lower': 3.4, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 7.0}, {'count': 2, 'lower': 7.0, 'upper': 8.2}, {'count': 1, 'lower': 8.2, 'upper': 9.4}, {'count': 1, 'lower': 9.4, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.799999999999999}, {'count': 2, 'lower': 11.799999999999999, 'upper': 13.0}]}}
df.head()
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634.0 | pizza | 8.0 | 1990/07/11 | up |
import pandas as pd
def func(a):
return a.min()
df1 = df.map_partitions(func)
print(df1.compute())
id 1.0 billingId 123.0 price 3.0 dtype: float64
df.ext.to_dict()
[OrderedDict([('id', 1), ('firstName', 'Luis'), ('lastName', 'Alvarez$$%!'), ('billingId', 123.0), ('product', 'Cake'), ('price', 10.0), ('birth', '1980/07/07'), ('dummyCol', 'never')]), OrderedDict([('id', 2), ('firstName', 'André'), ('lastName', 'Ampère'), ('billingId', 423.0), ('product', 'piza'), ('price', 8.0), ('birth', '1950/07/08'), ('dummyCol', 'gonna')]), OrderedDict([('id', 3), ('firstName', 'NiELS'), ('lastName', 'Böhr//((%%'), ('billingId', 551.0), ('product', 'pizza'), ('price', 8.0), ('birth', '1990/07/09'), ('dummyCol', 'give')]), OrderedDict([('id', 4), ('firstName', 'PAUL'), ('lastName', 'dirac$'), ('billingId', 521.0), ('product', 'pizza'), ('price', 8.0), ('birth', '1954/07/10'), ('dummyCol', 'you')]), OrderedDict([('id', 5), ('firstName', 'Albert'), ('lastName', 'Einstein'), ('billingId', 634.0), ('product', 'pizza'), ('price', 8.0), ('birth', '1990/07/11'), ('dummyCol', 'up')]), OrderedDict([('id', 6), ('firstName', 'Galileo'), ('lastName', ' GALiLEI'), ('billingId', 672.0), ('product', 'arepa'), ('price', 5.0), ('birth', '1930/08/12'), ('dummyCol', 'never')]), OrderedDict([('id', 7), ('firstName', 'CaRL'), ('lastName', 'Ga%%%uss'), ('billingId', 323.0), ('product', 'taco'), ('price', 3.0), ('birth', '1970/07/13'), ('dummyCol', 'gonna')]), OrderedDict([('id', 8), ('firstName', 'David'), ('lastName', 'H$$$ilbert'), ('billingId', 624.0), ('product', 'taaaccoo'), ('price', 3.0), ('birth', '1950/07/14'), ('dummyCol', 'let')]), OrderedDict([('id', 9), ('firstName', 'Johannes'), ('lastName', 'KEPLER'), ('billingId', 735.0), ('product', 'taco'), ('price', 3.0), ('birth', '1920/04/22'), ('dummyCol', 'you')]), OrderedDict([('id', 10), ('firstName', 'JaMES'), ('lastName', 'M$$ax%%well'), ('billingId', 875.0), ('product', 'taco'), ('price', 3.0), ('birth', '1923/03/12'), ('dummyCol', 'down')]), OrderedDict([('id', 11), ('firstName', 'Isaac'), ('lastName', 'Newton'), ('billingId', 992.0), ('product', 'pasta'), ('price', 9.0), ('birth', '1999/02/15'), ('dummyCol', 'never ')]), OrderedDict([('id', 12), ('firstName', 'Emmy%%'), ('lastName', 'Nöether$'), ('billingId', 234.0), ('product', 'pasta'), ('price', 9.0), ('birth', '1993/12/08'), ('dummyCol', 'gonna')]), OrderedDict([('id', 13), ('firstName', nan), ('lastName', nan), ('billingId', nan), ('product', nan), ('price', nan), ('birth', nan), ('dummyCol', nan)])]
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
df.cols.max(["id","billingId"])
{'id': {'max': 13.0}, 'billingId': {'max': 992.0}}
df.cols.count_na("*")
{'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}
df.cols.max("*")
{'id': {'max': 13.0}, 'billingId': {'max': 992.0}, 'price': {'max': 10.0}}
df.cols.kurt("id")
{'id': 1.7857142857142858}
df.cols.range("id")
{'id': {'min': 1, 'max': 13}}
import pandas as pd
import dask
dict = {'Geeks' : 10,
'for' : 20,
'geeks' : 30}
from dask import dataframe as dd
# func = df[col].nunique
ps = [{col:df[col].nunique()} for col in df.cols.names()]
b= {"count_uniques":ps}
dd.compute(b)
print(b)
# df["id"].nunique().compute()
dd.compute(b)
{'count_uniques': [{'id': dd.Scalar<series-..., dtype=int32>}, {'firstName': dd.Scalar<series-..., dtype=int32>}, {'lastName': dd.Scalar<series-..., dtype=int32>}, {'billingId': dd.Scalar<series-..., dtype=int32>}, {'product': dd.Scalar<series-..., dtype=int32>}, {'price': dd.Scalar<series-..., dtype=int32>}, {'birth': dd.Scalar<series-..., dtype=int32>}, {'dummyCol': dd.Scalar<series-..., dtype=int32>}]}
({'count_uniques': [{'id': 13}, {'firstName': 12}, {'lastName': 12}, {'billingId': 12}, {'product': 7}, {'price': 5}, {'birth': 12}, {'dummyCol': 8}]},)
d = {'count_uniques': {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}}
d1 = {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}
list(d.values())[0]
{'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}
c = next(iter(d))
asd = pd.Series(d[c])
print(asd)
for a in asd.index:
print(a)
print(asd[a])
id 13.001290 firstName 13.001290 lastName 13.001290 billingId 13.001290 product 8.000488 price 6.000275 birth 13.001290 dummyCol 9.000618 dtype: float64 id 13.001289538211168 firstName 13.001289538211168 lastName 13.001289538211168 billingId 13.001289538211168 product 8.000488320990067 price 6.000274674963478 birth 13.001289538211168 dummyCol 9.000618037546497
df.cols.min("*")
COL_NAME id 1.0 billingId 123.0 price 3.0 dtype: float64
{'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}
df.cols.count_uniques("*")
COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}
{'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}
df.cols.percentile("*")
COL_NAME id billingId price 0.5 7.0 587.5 8.0 PERCENTILE 1 id billingId price 0.5 7.0 587.5 8.0 PERCENTILE id billingId price 0.5 7.0 587.5 8.0 <class 'dict'> RESULT {'id': {'percentile': {'0.5': 7.0}}, 'billingId': {'percentile': {'0.5': 587.5}}, 'price': {'percentile': {'0.5': 8.0}}}
{'id': {'percentile': {'0.5': 7.0}}, 'billingId': {'percentile': {'0.5': 587.5}}, 'price': {'percentile': {'0.5': 8.0}}}
df.cols.count_na("*")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME firstName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME lastName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME billingId COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME product COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME price COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME birth COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME dummyCol COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** RESULT {'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}
{'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}
df = df.ext.send(output="json", infer=False, advanced_stats=False)
<class 'dict'> COL NAME id COL NAME RESULT {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497} AGG NAME count_uniques
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-36-bddcad5490d6> in <module> ----> 1 df = df.ext.send(output="json", infer=False, advanced_stats=False) ~\Documents\Optimus\optimus\engines\dask\extension.py in send(name, infer, mismatch, stats, advanced_stats, output) 393 sample=10000, 394 stats=stats, --> 395 format="json" 396 ) 397 print("SEND", message) ~\Documents\Optimus\optimus\profiler\profiler.py in dataset(self, df, columns, buckets, infer, relative_error, approx_count, sample, stats, format, mismatch, advanced_stats) 324 self.cols_count = cols_count = len(df.columns) 325 updated_columns = self.columns_stats(df, cols_to_profile, buckets, infer, relative_error, approx_count, --> 326 mismatch, advanced_stats) 327 328 output_columns = update_dict(output_columns, updated_columns) ~\Documents\Optimus\optimus\profiler\profiler.py in columns_stats(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats) 434 435 # Aggregation --> 436 stats = self.columns_agg(df, columns, buckets, relative_error, approx_count, advanced_stats) 437 # Calculate Frequency 438 logger.print("Processing Frequency ...") ~\Documents\Optimus\optimus\profiler\profiler.py in columns_agg(self, df, columns, buckets, relative_error, approx_count, advanced_stats) 491 relative_error)) 492 --> 493 result.update(df.cols.exec_agg(exprs)) 494 495 n = BATCH_SIZE ~\Documents\Optimus\optimus\engines\base\dask\columns.py in exec_agg(exprs) 545 print("COL NAME RESULT", col_name_result) 546 print("AGG NAME", agg_name) --> 547 result.setdefault(cols_name, {}).update(col_name_result[cols_name]) 548 print("****") 549 TypeError: 'numpy.float64' object is not iterable
df.ext.display()
df["firstName"].min().compute()
distributed.worker - WARNING - Compute Failed Function: execute_task args: ((<function apply at 0x000001376AF3B708>, <function _reduction_aggregate at 0x000001376DD36048>, [(<function _concat at 0x000001376C680048>, [(<function apply at 0x000001376AF3B708>, <function _reduction_chunk at 0x000001376DD35EE8>, [(<built-in function getitem>, (<function check_meta at 0x000001376DC9AF78>, (<function apply at 0x000001376AF3B708>, <function pandas_read_text at 0x000001376DD5DB88>, [<function _make_parser_function.<locals>.parser_f at 0x000001376D8F84C8>, (<function read_block_from_file at 0x000001376DB1B798>, <dask.bytes.core.OpenFile object at 0x0000013701F15948>, 0, 64000000, b'\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'None']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O kwargs: {} Exception: TypeError("'<=' not supported between instances of 'str' and 'float'")
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 126 else: --> 127 result = alt(values, axis=axis, skipna=skipna, **kwds) 128 except Exception: ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 741 else: --> 742 result = getattr(values, meth)(axis) 743 ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 TypeError: '<=' not supported between instances of 'str' and 'float' During handling of the above exception, another exception occurred: TypeError Traceback (most recent call last) <ipython-input-59-383ac73ff6a5> in <module> ----> 1 df["firstName"].min().compute() ~\Anaconda3\lib\site-packages\dask\base.py in compute(self, **kwargs) 154 dask.base.compute 155 """ --> 156 (result,) = compute(self, traverse=False, **kwargs) 157 return result 158 ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2566 should_rejoin = False 2567 try: -> 2568 results = self.gather(packed, asynchronous=asynchronous, direct=direct) 2569 finally: 2570 for f in futures.values(): ~\Anaconda3\lib\site-packages\distributed\client.py in gather(self, futures, errors, maxsize, direct, asynchronous) 1820 direct=direct, 1821 local_worker=local_worker, -> 1822 asynchronous=asynchronous, 1823 ) 1824 ~\Anaconda3\lib\site-packages\distributed\client.py in sync(self, func, *args, **kwargs) 751 return future 752 else: --> 753 return sync(self.loop, func, *args, **kwargs) 754 755 def __repr__(self): ~\Anaconda3\lib\site-packages\distributed\utils.py in sync(loop, func, *args, **kwargs) 329 e.wait(10) 330 if error[0]: --> 331 six.reraise(*error[0]) 332 else: 333 return result[0] ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 694 if value.__traceback__ is not tb: 695 raise value.with_traceback(tb) --> 696 raise value 697 finally: 698 value = None ~\Anaconda3\lib\site-packages\distributed\utils.py in f() 314 if timeout is not None: 315 future = gen.with_timeout(timedelta(seconds=timeout), future) --> 316 result[0] = yield future 317 except Exception as exc: 318 error[0] = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 733 734 try: --> 735 value = future.result() 736 except Exception: 737 exc_info = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 740 if exc_info is not None: 741 try: --> 742 yielded = self.gen.throw(*exc_info) # type: ignore 743 finally: 744 # Break up a reference to itself ~\Anaconda3\lib\site-packages\distributed\client.py in _gather(self, futures, errors, direct, local_worker) 1651 six.reraise(CancelledError, CancelledError(key), None) 1652 else: -> 1653 six.reraise(type(exception), exception, traceback) 1654 if errors == "skip": 1655 bad_keys.add(key) ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 693 value = tp() 694 if value.__traceback__ is not tb: --> 695 raise value.with_traceback(tb) 696 raise value 697 finally: ~\Anaconda3\lib\site-packages\dask\compatibility.py in apply(func, args, kwargs) 91 def apply(func, args, kwargs=None): 92 if kwargs: ---> 93 return func(*args, **kwargs) 94 else: 95 return func(*args) ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in _reduction_chunk(x, aca_chunk, **kwargs) 4314 4315 def _reduction_chunk(x, aca_chunk=None, **kwargs): -> 4316 o = aca_chunk(x, **kwargs) 4317 # Return a dataframe so that the concatenated version is also a dataframe 4318 return o.to_frame().T if isinstance(o, pd.Series) else o ~\Anaconda3\lib\site-packages\dask\utils.py in __call__(self, obj, *args, **kwargs) 692 693 def __call__(self, obj, *args, **kwargs): --> 694 return getattr(obj, self.method)(*args, **kwargs) 695 696 def __reduce__(self): ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in stat_func(self, axis, skipna, level, numeric_only, **kwargs) 10954 skipna=skipna) 10955 return self._reduce(f, name, axis=axis, skipna=skipna, > 10956 numeric_only=numeric_only) 10957 10958 return set_function_name(stat_func, name, cls) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\series.py in _reduce(self, op, name, axis, skipna, numeric_only, filter_type, **kwds) 3628 'numeric_only.'.format(name)) 3629 with np.errstate(all='ignore'): -> 3630 return op(delegate, skipna=skipna, **kwds) 3631 3632 # TODO(EA) dispatch to Index ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in f(values, axis, skipna, **kwds) 128 except Exception: 129 try: --> 130 result = alt(values, axis=axis, skipna=skipna, **kwds) 131 except ValueError as e: 132 # we want to transform an object array ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\nanops.py in reduction(values, axis, skipna, mask) 740 result = np.nan 741 else: --> 742 result = getattr(values, meth)(axis) 743 744 result = _wrap_results(result, dtype, fill_value) ~\Anaconda3\lib\site-packages\numpy\core\_methods.py in _amin(a, axis, out, keepdims, initial) 30 def _amin(a, axis=None, out=None, keepdims=False, 31 initial=_NoValue): ---> 32 return umr_minimum(a, axis, None, out, keepdims, initial) 33 34 def _sum(a, axis=None, dtype=None, out=None, keepdims=False, TypeError: '<=' not supported between instances of 'str' and 'float'
df.cols.zero
import dask.array as da
x = da.random.random((2, 2), chunks=(5, 5))
for i in x:
print(i)
dask.array<getitem, shape=(2,), dtype=float64, chunksize=(2,)> dask.array<getitem, shape=(2,), dtype=float64, chunksize=(2,)>
df.cols.skewness(["id","price"])
COL_NAME {'id': 0.0, 'price': nan} <class 'dict'> COL NAME 1- id VALUE 1- 0.0 AGG NAME 1- skewness **** COL NAME 1- price VALUE 1- nan AGG NAME 1- skewness **** RESULT {'id': {'skewness': 0.0}, 'price': {'skewness': nan}}
{'id': {'skewness': 0.0}, 'price': {'skewness': nan}}
df.cols.kurt(["id"])
COL_NAME {'id': 1.7857142857142858} <class 'dict'> COL NAME 1- id VALUE 1- 1.7857142857142858 AGG NAME 1- kurtosis **** RESULT {'id': {'kurtosis': 1.7857142857142858}}
{'id': {'kurtosis': 1.7857142857142858}}
exprs=[]
from dask import dataframe as dd
# funcs = [df.functions.stddev, df.functions.kurtosis, df.functions.mean, df.functions.skewness,
# df.functions.sum, df.functions.variance, df.functions.zeros_agg]
funcs = [df.functions.stddev, df.functions.kurtosis, df.functions.mean, df.functions.skewness,df.functions.sum, df.functions.variance, df.functions.zeros_agg]
z = df.cols.agg_exprs(["id","price"], funcs, df)
dd.compute(z)
COL_NAME {'id': 0.0, 'price': nan} <class 'dict'> COL NAME 1- id VALUE 1- 0.0 AGG NAME 1- skewness **** COL NAME 1- price VALUE 1- nan AGG NAME 1- skewness **** RESULT {'id': {'skewness': 0.0}, 'price': {'skewness': nan}} COL_NAME {'id': 1.7857142857142858, 'price': nan} <class 'dict'> COL NAME 1- id VALUE 1- 1.7857142857142858 AGG NAME 1- kurtosis **** COL NAME 1- price VALUE 1- nan AGG NAME 1- kurtosis **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858}, 'price': {'skewness': nan, 'kurtosis': nan}} COL_NAME id 15.166667 price 7.719697 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 15.166667 price 7.719697 dtype: float64 AGG NAME variance **** COL NAME price COL NAME RESULT id 15.166667 price 7.719697 dtype: float64 AGG NAME variance **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966}} COL_NAME id 91.0 price 77.0 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 91.0 price 77.0 dtype: float64 AGG NAME sum **** COL NAME price COL NAME RESULT id 91.0 price 77.0 dtype: float64 AGG NAME sum **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0}} COL_NAME id 7.000000 price 6.416667 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 7.000000 price 6.416667 dtype: float64 AGG NAME mean **** COL NAME price COL NAME RESULT id 7.000000 price 6.416667 dtype: float64 AGG NAME mean **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667}} COL_NAME {'id': 3.8944404818493075, 'price': 2.7784342658585546} <class 'dict'> COL NAME 1- id VALUE 1- 3.8944404818493075 AGG NAME 1- stddev **** COL NAME 1- price VALUE 1- 2.7784342658585546 AGG NAME 1- stddev **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0, 'stddev': 3.8944404818493075}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667, 'stddev': 2.7784342658585546}} COL_NAME {'id': 0, 'price': 0} <class 'dict'> COL NAME 1- id VALUE 1- 0 AGG NAME 1- zeros **** COL NAME 1- price VALUE 1- 0 AGG NAME 1- zeros **** RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0, 'stddev': 3.8944404818493075, 'zeros': 0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667, 'stddev': 2.7784342658585546, 'zeros': 0}}
({'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0, 'stddev': 3.8944404818493075, 'zeros': 0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667, 'stddev': 2.7784342658585546, 'zeros': 0}},)
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
df.cols.mad("id")
{'id': {'id': {'mad': 3.0}}}
df.cols.hist("id")
COL_NAME id 1 dtype: int64 <class 'pandas.core.series.Series'> RESULT {'id': {'min': 1}} COL_NAME id 13 dtype: int64 <class 'pandas.core.series.Series'> RESULT {'id': {'min': 1, 'max': 13}} COL_NAME {'id': {'count': [1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1], 'bins': [1.0, 1.6, 2.2, 2.8, 3.4, 4.0, 4.6, 5.2, 5.8, 6.3999999999999995, 7.0, 7.6, 8.2, 8.8, 9.4, 10.0, 10.6, 11.2, 11.799999999999999, 12.4, 13.0]}} <class 'dict'> RESULT {'id': {'hist': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}}
{'id': {'hist': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}}
df.plot.hist("id")
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-98-a404b3e86102> in <module> ----> 1 df.plot.hist("id") ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in __getattr__(self, key) 2531 return new_dd_object(merge(self.dask, dsk), name, 2532 meta, self.divisions) -> 2533 raise AttributeError("'DataFrame' object has no attribute %r" % key) 2534 2535 def __dir__(self): AttributeError: 'DataFrame' object has no attribute 'plot'
df.ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
df.cols.std("firstName")
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-31-da3e8bb25a4f> in <module> ----> 1 df.cols.std("firstName") ~\Documents\Optimus\optimus\engines\base\columns.py in std(self, columns) 179 df = self.df 180 columns = parse_columns(df, columns, filter_by_column_dtypes=df.constants.NUMERIC_TYPES) --> 181 check_column_numbers(columns, "*") 182 return self.agg_exprs(columns, df.functions.stddev) 183 ~\Documents\Optimus\optimus\helpers\columns.py in check_column_numbers(columns, number) 216 """ 217 if columns is None: --> 218 RaiseIt.value_error(columns, "not None") 219 220 count = len(columns) ~\Documents\Optimus\optimus\helpers\raiseit.py in value_error(var, data_values) 76 type=divisor.join(map( 77 lambda x: "'" + x + "'", ---> 78 data_values)), var_type=one_list_to_val(var))) 79 80 @staticmethod ValueError: 'columns' must be 'not None', received 'None'
from optimus.profiler.profiler import Profiler
p = Profiler()
p.run(df,"firstName", advanced_stats=True)
# p.columns_agg(df,"*", advanced_stats=False)
{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} COOLLL ['firstName'] COOLLL ['firstName'] COOLLL ['firstName'] COOLLL ['firstName']
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-10-eca2d623f440> in <module> 1 from optimus.profiler.profiler import Profiler 2 p = Profiler() ----> 3 p.run(df,"firstName", advanced_stats=True) 4 # p.columns_agg(df,"*", advanced_stats=False) ~\Documents\Optimus\optimus\helpers\decorators.py in timed(*args, **kw) 8 def timed(*args, **kw): 9 start_time = timeit.default_timer() ---> 10 f = method(*args, **kw) 11 _time = round(timeit.default_timer() - start_time, 2) 12 logger.print("{name}() executed in {time} sec".format(name=method.__name__, time=_time)) ~\Documents\Optimus\optimus\profiler\profiler.py in run(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats) 72 columns = parse_columns(df, columns) 73 output = self.dataset(df, columns, buckets, infer, relative_error, approx_count, format="dict", ---> 74 mismatch=mismatch, advanced_stats=advanced_stats) 75 76 # Load jinja ~\Documents\Optimus\optimus\profiler\profiler.py in dataset(self, df, columns, buckets, infer, relative_error, approx_count, sample, stats, format, mismatch, advanced_stats) 324 self.cols_count = cols_count = len(df.columns) 325 updated_columns = self.columns_stats(df, cols_to_profile, buckets, infer, relative_error, approx_count, --> 326 mismatch, advanced_stats) 327 328 output_columns = update_dict(output_columns, updated_columns) ~\Documents\Optimus\optimus\profiler\profiler.py in columns_stats(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats) 434 435 # Aggregation --> 436 stats = self.columns_agg(df, columns, buckets, relative_error, approx_count, advanced_stats) 437 # Calculate Frequency 438 logger.print("Processing Frequency ...") ~\Documents\Optimus\optimus\profiler\profiler.py in columns_agg(self, df, columns, buckets, relative_error, approx_count, advanced_stats) 486 df.functions.sum, df.functions.variance, df.functions.zeros_agg] 487 --> 488 exprs.extend(df.cols.create_exprs(cols, funcs)) 489 490 # TODO: None in basic calculation ~\Documents\Optimus\optimus\engines\base\dask\columns.py in create_exprs(self, columns, funcs, *args) 592 if len(filtered_column) > 0: 593 print("COOLLL",filtered_column) --> 594 func_result = func(columns, args)(df) 595 # if equal_function(func, multi): 596 # print("AAA", a) ~\Documents\Optimus\optimus\engines\dask\functions.py in _kurtosis(serie) 171 172 def _kurtosis(serie): --> 173 result = {"kurtosis": {col: float(stats.kurtosis(serie[col])) for col in columns}} 174 # result = {"kurtosis": float(stats.kurtosis(serie[col_name], nan_policy="propagate"))} 175 return result ~\Documents\Optimus\optimus\engines\dask\functions.py in <dictcomp>(.0) 171 172 def _kurtosis(serie): --> 173 result = {"kurtosis": {col: float(stats.kurtosis(serie[col])) for col in columns}} 174 # result = {"kurtosis": float(stats.kurtosis(serie[col_name], nan_policy="propagate"))} 175 return result ~\Anaconda3\lib\site-packages\dask\array\stats.py in kurtosis(a, axis, fisher, bias, nan_policy) 227 olderr = np.seterr(all='ignore') 228 try: --> 229 vals = da.where(zero, 0, m4 / m2**2.0) 230 finally: 231 np.seterr(**olderr) TypeError: unsupported operand type(s) for ** or pow(): 'Array' and 'float'
p.send()
df.ext.send()
COL_NAME id 1.0 billingId 123.0 price 3.0 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME billingId COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME price COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** RESULT {'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}} COL_NAME id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME firstName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME lastName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME billingId COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME product COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME price COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME birth COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME dummyCol COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** RESULT {'id': {'min': 1.0, 'count_na': 0}, 'billingId': {'min': 123.0, 'count_na': 1}, 'price': {'min': 3.0, 'count_na': 1}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'product': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}} COL_NAME id 13.0 billingId 992.0 price 10.0 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** COL NAME billingId COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** COL NAME price COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** RESULT {'id': {'min': 1.0, 'count_na': 0, 'max': 13.0}, 'billingId': {'min': 123.0, 'count_na': 1, 'max': 992.0}, 'price': {'min': 3.0, 'count_na': 1, 'max': 10.0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'product': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}} COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497} <class 'dict'> COL NAME 1- id VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- firstName VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- lastName VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- billingId VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- product VALUE 1- 8.000488320990067 AGG NAME 1- count_uniques **** COL NAME 1- price VALUE 1- 6.000274674963478 AGG NAME 1- count_uniques **** COL NAME 1- birth VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- dummyCol VALUE 1- 9.000618037546497 AGG NAME 1- count_uniques **** RESULT {'id': {'min': 1.0, 'count_na': 0, 'max': 13.0, 'count_uniques': 13.001289538211168}, 'billingId': {'min': 123.0, 'count_na': 1, 'max': 992.0, 'count_uniques': 13.001289538211168}, 'price': {'min': 3.0, 'count_na': 1, 'max': 10.0, 'count_uniques': 6.000274674963478}, 'firstName': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'lastName': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'product': {'count_na': 1, 'count_uniques': 8.000488320990067}, 'birth': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'dummyCol': {'count_na': 1, 'count_uniques': 9.000618037546497}} COL_NAME {'billingId': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}} <class 'dict'> COL NAME 1- billingId VALUE 1- {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]} AGG NAME 1- hist **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}} COL_NAME {'id': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}} <class 'dict'> COL NAME 1- id VALUE 1- {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]} AGG NAME 1- hist **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}}} COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497} <class 'dict'> COL NAME 1- id VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- firstName VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- lastName VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- billingId VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- product VALUE 1- 8.000488320990067 AGG NAME 1- count_uniques **** COL NAME 1- price VALUE 1- 6.000274674963478 AGG NAME 1- count_uniques **** COL NAME 1- birth VALUE 1- 13.001289538211168 AGG NAME 1- count_uniques **** COL NAME 1- dummyCol VALUE 1- 9.000618037546497 AGG NAME 1- count_uniques **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}} COL_NAME id 1.0 billingId 123.0 price 3.0 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME billingId COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME price COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}} COL_NAME id 13.0 billingId 992.0 price 10.0 dtype: float64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** COL NAME billingId COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** COL NAME price COL NAME RESULT id 13.0 billingId 992.0 price 10.0 dtype: float64 AGG NAME max **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}} COL_NAME {'price': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}} <class 'dict'> COL NAME 1- price VALUE 1- {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]} AGG NAME 1- hist **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0, 'hist': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}} COL_NAME id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME firstName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME lastName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME billingId COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME product COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME price COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME birth COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME dummyCol COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0, 'count_na': 1}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0, 'count_na': 0}, 'firstName': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'lastName': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'product': {'count_uniques': 8.000488320990067, 'count_na': 1}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0, 'hist': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}, 'count_na': 1}, 'birth': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'dummyCol': {'count_uniques': 9.000618037546497, 'count_na': 1}} SEND {"count_types": {"int": 1, "object": 5, "float": 2, "array": 0, "binary": 0, "numeric": 0, "categorical": 0, "null": 0, "date": 0}, "total_count_dtypes": 3, "dtypes_list": ["int", "object", "float"], "columns": {"id": {"stats": {"min": 1.0, "count_na": null, "max": 13.0, "count_uniques": 13.001289538211168, "hist": {"count": [null, null, null, null, null, null, null, null, null, null, null, null], "bins": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}}, "name": "id", "column_dtype": "int", "dtypes_stats": {"int": null, "float": 0, "object": 0}, "column_type": "numeric", "id": null}, "firstName": {"stats": {"count_na": null, "count_uniques": 13.001289538211168}, "name": "firstName", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "lastName": {"stats": {"count_na": null, "count_uniques": 13.001289538211168}, "name": "lastName", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "billingId": {"stats": {"min": 123.0, "count_na": null, "max": 992.0, "count_uniques": 13.001289538211168, "hist": {"count": [null, null, null, null, null, null, null, null, null, null, null, null], "bins": [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}, "name": "billingId", "column_dtype": "float", "dtypes_stats": {"int": 0, "float": null, "object": 0}, "column_type": "numeric", "id": null}, "product": {"stats": {"count_na": null, "count_uniques": 8.000488320990067}, "name": "product", "column_dtype": "object", "dtypes_stats": {"int": 0, "float": 0, "object": null}, "column_type": null, "id": null}, "price": {"stats": {"min": 3.0, "count_na": null, "max": 10.0, "count_uniques": 6.000274674963478, "hist": {"count": [null, null, null, null, null], "bins": [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}}, "name": "price", "column_dtype": "float", "dtypes_stats": {"int": 0, "float": null, "object": 0}, "column_type": "numeric", "id": null}, "birth": {"stats": {"count_na": null, "count_uniques": 13.001289538211168}, "name": "birth", "column_dtype": "object", "dtypes_stats": 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"1920/04/22", "you", 3, "NiELS", "B\u00f6hr//((%%", 551.0, "pizza", 8.0, "1990/07/09", "give", 8, "David", "H$$$ilbert", 624.0, "taaaccoo", 3.0, "1950/07/14", "let"]]}} Send!
op= Optimus("dask", comm=True)
# url = "https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/crime.csv"
url = "data/crime.csv"
import pandas as pd
pd.read_csv(url, encoding='latin1')
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | I182070945 | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) |
1 | I182070943 | 1402 | Vandalism | VANDALISM | C11 | 347 | NaN | 2018-08-21 00:00:00 | 2018 | 8 | Tuesday | 0 | Part Two | HECLA ST | 42.306821 | -71.060300 | (42.30682138, -71.06030035) |
2 | I182070941 | 3410 | Towed | TOWED MOTOR VEHICLE | D4 | 151 | NaN | 2018-09-03 19:27:00 | 2018 | 9 | Monday | 19 | Part Three | CAZENOVE ST | 42.346589 | -71.072429 | (42.34658879, -71.07242943) |
3 | I182070940 | 3114 | Investigate Property | INVESTIGATE PROPERTY | D4 | 272 | NaN | 2018-09-03 21:16:00 | 2018 | 9 | Monday | 21 | Part Three | NEWCOMB ST | 42.334182 | -71.078664 | (42.33418175, -71.07866441) |
4 | I182070938 | 3114 | Investigate Property | INVESTIGATE PROPERTY | B3 | 421 | NaN | 2018-09-03 21:05:00 | 2018 | 9 | Monday | 21 | Part Three | DELHI ST | 42.275365 | -71.090361 | (42.27536542, -71.09036101) |
5 | I182070936 | 3820 | Motor Vehicle Accident Response | M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY | C11 | 398 | NaN | 2018-09-03 21:09:00 | 2018 | 9 | Monday | 21 | Part Three | TALBOT AVE | 42.290196 | -71.071590 | (42.29019621, -71.07159012) |
6 | I182070933 | 724 | Auto Theft | AUTO THEFT | B2 | 330 | NaN | 2018-09-03 21:25:00 | 2018 | 9 | Monday | 21 | Part One | NORMANDY ST | 42.306072 | -71.082733 | (42.30607218, -71.08273260) |
7 | I182070932 | 3301 | Verbal Disputes | VERBAL DISPUTE | B2 | 584 | NaN | 2018-09-03 20:39:37 | 2018 | 9 | Monday | 20 | Part Three | LAWN ST | 42.327016 | -71.105551 | (42.32701648, -71.10555088) |
8 | I182070931 | 301 | Robbery | ROBBERY - STREET | C6 | 177 | NaN | 2018-09-03 20:48:00 | 2018 | 9 | Monday | 20 | Part One | MASSACHUSETTS AVE | 42.331521 | -71.070853 | (42.33152148, -71.07085307) |
9 | I182070929 | 3301 | Verbal Disputes | VERBAL DISPUTE | C11 | 364 | NaN | 2018-09-03 20:38:00 | 2018 | 9 | Monday | 20 | Part Three | LESLIE ST | 42.295147 | -71.058608 | (42.29514664, -71.05860832) |
10 | I182070928 | 3301 | Verbal Disputes | VERBAL DISPUTE | C6 | 913 | NaN | 2018-09-03 19:55:00 | 2018 | 9 | Monday | 19 | Part Three | OCEAN VIEW DR | 42.319579 | -71.040328 | (42.31957856, -71.04032766) |
11 | I182070927 | 3114 | Investigate Property | INVESTIGATE PROPERTY | C6 | 936 | NaN | 2018-09-03 20:19:00 | 2018 | 9 | Monday | 20 | Part Three | DALESSIO CT | 42.340115 | -71.053390 | (42.34011469, -71.05339029) |
12 | I182070923 | 3108 | Fire Related Reports | FIRE REPORT - HOUSE, BUILDING, ETC. | D4 | 139 | NaN | 2018-09-03 19:58:00 | 2018 | 9 | Monday | 19 | Part Three | MARLBOROUGH ST | 42.350388 | -71.087853 | (42.35038760, -71.08785290) |
13 | I182070922 | 2647 | Other | THREATS TO DO BODILY HARM | B3 | 429 | NaN | 2018-09-03 20:39:00 | 2018 | 9 | Monday | 20 | Part Two | WOODROW AVE | 42.286470 | -71.087147 | (42.28647012, -71.08714661) |
14 | I182070921 | 3201 | Property Lost | PROPERTY - LOST | B3 | 469 | NaN | 2018-09-02 14:00:00 | 2018 | 9 | Sunday | 14 | Part Three | MULVEY ST | 42.279241 | -71.096674 | (42.27924052, -71.09667382) |
15 | I182070920 | 3006 | Medical Assistance | SICK/INJURED/MEDICAL - PERSON | NaN | NaN | 2018-09-03 19:43:00 | 2018 | 9 | Monday | 19 | Part Three | NaN | 42.352875 | -71.073830 | (42.35287456, -71.07382970) | |
16 | I182070919 | 3301 | Verbal Disputes | VERBAL DISPUTE | C11 | 341 | NaN | 2018-09-03 18:52:00 | 2018 | 9 | Monday | 18 | Part Three | STONEHURST ST | 42.305264 | -71.066838 | (42.30526428, -71.06683755) |
17 | I182070918 | 3305 | Assembly or Gathering Violations | DEMONSTRATIONS/RIOT | D4 | 130 | NaN | 2018-09-03 17:00:00 | 2018 | 9 | Monday | 17 | Part Three | HUNTINGTON AVE | 42.348577 | -71.077720 | (42.34857652, -71.07772012) |
18 | I182070917 | 2647 | Other | THREATS TO DO BODILY HARM | B2 | 901 | NaN | 2018-09-03 19:52:00 | 2018 | 9 | Monday | 19 | Part Two | HORADAN WAY | 42.333717 | -71.096658 | (42.33371742, -71.09665806) |
19 | I182070915 | 614 | Larceny From Motor Vehicle | LARCENY THEFT FROM MV - NON-ACCESSORY | B2 | 181 | NaN | 2018-09-02 18:00:00 | 2018 | 9 | Sunday | 18 | Part One | SHIRLEY ST | 42.325695 | -71.068168 | (42.32569490, -71.06816778) |
20 | I182070913 | 3006 | Medical Assistance | SICK/INJURED/MEDICAL - PERSON | NaN | NaN | 2018-09-03 18:46:00 | 2018 | 9 | Monday | 18 | Part Three | WOLCOTT | -1.000000 | -1.000000 | (-1.00000000, -1.00000000) | |
21 | I182070911 | 3801 | Motor Vehicle Accident Response | M/V ACCIDENT - OTHER | A1 | 69 | NaN | 2018-09-03 18:30:00 | 2018 | 9 | Monday | 18 | Part Three | BEACON ST | 42.355644 | -71.071681 | (42.35564426, -71.07168077) |
22 | I182070910 | 3006 | Medical Assistance | SICK/INJURED/MEDICAL - PERSON | B3 | 434 | NaN | 2018-09-03 18:42:00 | 2018 | 9 | Monday | 18 | Part Three | CAPEN ST | 42.283402 | -71.080797 | (42.28340243, -71.08079740) |
23 | I182070909 | 3803 | Motor Vehicle Accident Response | M/V ACCIDENT - PERSONAL INJURY | E5 | 550 | NaN | 2018-09-03 18:33:00 | 2018 | 9 | Monday | 18 | Part Three | WASHINGTON ST | 42.275818 | -71.139913 | (42.27581799, -71.13991259) |
24 | I182070908 | 522 | Residential Burglary | BURGLARY - RESIDENTIAL - NO FORCE | B2 | 911 | NaN | 2018-09-03 18:38:00 | 2018 | 9 | Monday | 18 | Part One | ANNUNCIATION RD | 42.335062 | -71.093168 | (42.33506218, -71.09316781) |
25 | I182070906 | 3831 | Motor Vehicle Accident Response | M/V - LEAVING SCENE - PROPERTY DAMAGE | NaN | NaN | 2018-09-03 18:20:00 | 2018 | 9 | Monday | 18 | Part Three | NaN | 42.283593 | -71.055657 | (42.28359328, -71.05565683) | |
26 | I182070905 | 3006 | Medical Assistance | SICK/INJURED/MEDICAL - PERSON | D4 | 172 | NaN | 2018-09-03 18:50:00 | 2018 | 9 | Monday | 18 | Part Three | MASSACHUSETTS AVE | 42.333112 | -71.072764 | (42.33311189, -71.07276370) |
27 | I182070904 | 802 | Simple Assault | ASSAULT SIMPLE - BATTERY | C11 | 242 | NaN | 2018-09-03 18:34:00 | 2018 | 9 | Monday | 18 | Part Two | ANNAPOLIS ST | 42.317319 | -71.061509 | (42.31731905, -71.06150882) |
28 | I182070904 | 2007 | Restraining Order Violations | VIOL. OF RESTRAINING ORDER W NO ARREST | C11 | 242 | NaN | 2018-09-03 18:34:00 | 2018 | 9 | Monday | 18 | Part Two | ANNAPOLIS ST | 42.317319 | -71.061509 | (42.31731905, -71.06150882) |
29 | I182070903 | 2900 | Other | VAL - VIOLATION OF AUTO LAW - OTHER | B3 | 463 | NaN | 2018-09-03 18:55:00 | 2018 | 9 | Monday | 18 | Part Two | BLUE HILL AVE | 42.295904 | -71.087733 | (42.29590385, -71.08773294) |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
319043 | I110551302-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 171 | NaN | 2015-07-22 22:00:00 | 2015 | 7 | Wednesday | 22 | Part Three | HARRISON AVE | 42.335560 | -71.074364 | (42.33555954, -71.07436364) |
319044 | I110551302-00 | 623 | Larceny | LARCENY SHOPLIFTING $50 TO $199 | D4 | 171 | NaN | 2015-07-22 22:00:00 | 2015 | 7 | Wednesday | 22 | Part One | HARRISON AVE | 42.335560 | -71.074364 | (42.33555954, -71.07436364) |
319045 | I110372326-00 | 403 | Aggravated Assault | ASSAULT & BATTERY D/W - OTHER | A1 | 97 | NaN | 2016-06-14 09:40:00 | 2016 | 6 | Tuesday | 9 | Part One | SCHOOL ST | 42.357428 | -71.058326 | (42.35742837, -71.05832551) |
319046 | I110372326-00 | 3125 | Warrant Arrests | WARRANT ARREST | A1 | 97 | NaN | 2016-06-14 09:40:00 | 2016 | 6 | Tuesday | 9 | Part Three | SCHOOL ST | 42.357428 | -71.058326 | (42.35742837, -71.05832551) |
319047 | I110261417-00 | 3125 | Warrant Arrests | WARRANT ARREST | B2 | 324 | NaN | 2016-07-29 00:00:00 | 2016 | 7 | Friday | 0 | Part Three | BOWDOIN ST | 42.307038 | -71.066153 | (42.30703835, -71.06615319) |
319048 | I110261417-00 | 619 | Larceny | LARCENY OTHER $200 & OVER | B2 | 324 | NaN | 2016-07-29 00:00:00 | 2016 | 7 | Friday | 0 | Part One | BOWDOIN ST | 42.307038 | -71.066153 | (42.30703835, -71.06615319) |
319049 | I110177502-00 | 3125 | Warrant Arrests | WARRANT ARREST | B2 | 318 | NaN | 2015-10-02 21:00:00 | 2015 | 10 | Friday | 21 | Part Three | HOMESTEAD ST | 42.311277 | -71.089093 | (42.31127726, -71.08909334) |
319050 | I110177502-00 | 802 | Simple Assault | ASSAULT & BATTERY | B2 | 318 | NaN | 2015-10-02 21:00:00 | 2015 | 10 | Friday | 21 | Part Two | HOMESTEAD ST | 42.311277 | -71.089093 | (42.31127726, -71.08909334) |
319051 | I110177502-00 | 3125 | Warrant Arrests | WARRANT ARREST | B2 | 318 | NaN | 2015-10-02 21:00:00 | 2015 | 10 | Friday | 21 | Part Three | HOMESTEAD ST | 42.311277 | -71.089093 | (42.31127726, -71.08909334) |
319052 | I100636670-00 | 629 | Larceny | LARCENY OTHER $50 TO $199 | D4 | 285 | NaN | 2016-06-05 17:23:00 | 2016 | 6 | Sunday | 17 | Part One | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) |
319053 | I100636670-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 285 | NaN | 2016-06-05 17:23:00 | 2016 | 6 | Sunday | 17 | Part Three | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) |
319054 | I100340225-00 | 3125 | Warrant Arrests | WARRANT ARREST | A1 | 77 | NaN | 2015-07-27 10:47:00 | 2015 | 7 | Monday | 10 | Part Three | BOWDOIN SQ | 42.361645 | -71.062299 | (42.36164502, -71.06229949) |
319055 | I100340225-00 | 339 | Robbery | ROBBERY - UNARMED - STREET | A1 | 77 | NaN | 2015-07-27 10:47:00 | 2015 | 7 | Monday | 10 | Part One | BOWDOIN SQ | 42.361645 | -71.062299 | (42.36164502, -71.06229949) |
319056 | I100222105-02 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 572 | NaN | 2015-08-03 16:22:00 | 2015 | 8 | Monday | 16 | Part Three | COLUMBUS AVE | 42.313628 | -71.095603 | (42.31362799, -71.09560307) |
319057 | I100033064-00 | 2907 | Violations | VAL - OPERATING AFTER REV/SUSP. | B2 | 304 | NaN | 2016-07-29 18:20:00 | 2016 | 7 | Friday | 18 | Part Two | SLAYTON WAY | 42.321770 | -71.097798 | (42.32177032, -71.09779774) |
319058 | I100033064-00 | 2910 | Violations | VAL - OPERATING AFTER REV/SUSP. | B2 | 304 | NaN | 2016-07-29 18:20:00 | 2016 | 7 | Friday | 18 | Part Two | SLAYTON WAY | 42.321770 | -71.097798 | (42.32177032, -71.09779774) |
319059 | I090321958-00 | 3125 | Warrant Arrests | WARRANT ARREST | C11 | 355 | NaN | 2016-02-01 01:43:00 | 2016 | 2 | Monday | 1 | Part Three | GENEVA AVE | NaN | NaN | (0.00000000, 0.00000000) |
319060 | I090321958-00 | 3125 | Warrant Arrests | WARRANT ARREST | C11 | 355 | NaN | 2016-02-01 01:43:00 | 2016 | 2 | Monday | 1 | Part Three | GENEVA AVE | NaN | NaN | (0.00000000, 0.00000000) |
319061 | I090317057-00 | 403 | Aggravated Assault | ASSAULT & BATTERY D/W - OTHER | B3 | 458 | NaN | 2015-11-20 11:15:00 | 2015 | 11 | Friday | 11 | Part One | BLUE HILL AVE | 42.301897 | -71.085549 | (42.30189690, -71.08554944) |
319062 | I090317057-00 | 3125 | Warrant Arrests | WARRANT ARREST | B3 | 458 | NaN | 2015-11-20 11:15:00 | 2015 | 11 | Friday | 11 | Part Three | BLUE HILL AVE | 42.301897 | -71.085549 | (42.30189690, -71.08554944) |
319063 | I080542626-00 | 3125 | Warrant Arrests | WARRANT ARREST | A1 | 111 | NaN | 2015-08-12 12:00:00 | 2015 | 8 | Wednesday | 12 | Part Three | BOYLSTON ST | 42.352312 | -71.063705 | (42.35231190, -71.06370510) |
319064 | I080542626-00 | 1848 | Drug Violation | DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP | A1 | 111 | NaN | 2015-08-12 12:00:00 | 2015 | 8 | Wednesday | 12 | Part Two | BOYLSTON ST | 42.352312 | -71.063705 | (42.35231190, -71.06370510) |
319065 | I080542626-00 | 1849 | Drug Violation | DRUGS - POSS CLASS B - COCAINE, ETC. | A1 | 111 | NaN | 2015-08-12 12:00:00 | 2015 | 8 | Wednesday | 12 | Part Two | BOYLSTON ST | 42.352312 | -71.063705 | (42.35231190, -71.06370510) |
319066 | I060168073-00 | 1864 | Drug Violation | DRUGS - POSS CLASS D - INTENT MFR DIST DISP | E13 | 912 | NaN | 2018-01-27 14:01:00 | 2018 | 1 | Saturday | 14 | Part Two | CENTRE ST | 42.322838 | -71.100967 | (42.32283759, -71.10096723) |
319067 | I060168073-00 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 912 | NaN | 2018-01-27 14:01:00 | 2018 | 1 | Saturday | 14 | Part Three | CENTRE ST | 42.322838 | -71.100967 | (42.32283759, -71.10096723) |
319068 | I050310906-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 285 | NaN | 2016-06-05 17:25:00 | 2016 | 6 | Sunday | 17 | Part Three | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) |
319069 | I030217815-08 | 111 | Homicide | MURDER, NON-NEGLIGIENT MANSLAUGHTER | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part One | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319070 | I030217815-08 | 3125 | Warrant Arrests | WARRANT ARREST | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part Three | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319071 | I010370257-00 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 569 | NaN | 2016-05-31 19:35:00 | 2016 | 5 | Tuesday | 19 | Part Three | NEW WASHINGTON ST | 42.302333 | -71.111565 | (42.30233307, -71.11156487) |
319072 | 142052550 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 903 | NaN | 2015-06-22 00:12:00 | 2015 | 6 | Monday | 0 | Part Three | WASHINGTON ST | 42.333839 | -71.080290 | (42.33383935, -71.08029038) |
319073 rows × 17 columns
from dask import dataframe as dd
df = dd.read_csv(url, encoding='latin1').reset_index()
df.rows.limit(5).ext.display()
index
1 (int64)
not nullable
|
INCIDENT_NUMBER
2 (object)
not nullable
|
OFFENSE_CODE
3 (int64)
not nullable
|
OFFENSE_CODE_GROUP
4 (object)
not nullable
|
OFFENSE_DESCRIPTION
5 (object)
not nullable
|
DISTRICT
6 (object)
not nullable
|
REPORTING_AREA
7 (object)
not nullable
|
SHOOTING
8 (object)
not nullable
|
OCCURRED_ON_DATE
9 (object)
not nullable
|
YEAR
10 (int64)
not nullable
|
MONTH
11 (int64)
not nullable
|
DAY_OF_WEEK
12 (object)
not nullable
|
HOUR
13 (int64)
not nullable
|
UCR_PART
14 (object)
not nullable
|
STREET
15 (object)
not nullable
|
Lat
16 (float64)
not nullable
|
Long
17 (float64)
not nullable
|
Location
18 (object)
not nullable
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0
|
I182070945
|
619
|
Larceny
|
LARCENY⋅ALL⋅OTHERS
|
D14
|
808
|
nan
|
2018-09-02⋅13:00:00
|
2018
|
9
|
Sunday
|
13
|
Part⋅One
|
LINCOLN⋅ST
|
42.35779134
|
-71.13937053
|
(42.35779134,⋅-71.13937053)
|
1
|
I182070943
|
1402
|
Vandalism
|
VANDALISM
|
C11
|
347
|
nan
|
2018-08-21⋅00:00:00
|
2018
|
8
|
Tuesday
|
0
|
Part⋅Two
|
HECLA⋅ST
|
42.30682138
|
-71.06030035
|
(42.30682138,⋅-71.06030035)
|
2
|
I182070941
|
3410
|
Towed
|
TOWED⋅MOTOR⋅VEHICLE
|
D4
|
151
|
nan
|
2018-09-03⋅19:27:00
|
2018
|
9
|
Monday
|
19
|
Part⋅Three
|
CAZENOVE⋅ST
|
42.34658879
|
-71.07242943
|
(42.34658879,⋅-71.07242943)
|
3
|
I182070940
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
D4
|
272
|
nan
|
2018-09-03⋅21:16:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
NEWCOMB⋅ST
|
42.33418175
|
-71.07866441
|
(42.33418175,⋅-71.07866441)
|
4
|
I182070938
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
B3
|
421
|
nan
|
2018-09-03⋅21:05:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
DELHI⋅ST
|
42.27536542
|
-71.09036101
|
(42.27536542,⋅-71.09036101)
|
df.cols.min("index")
{'index': {'min': 0}}
df.cols.min("*")
{'index': {'min': 0}, 'INCIDENT_NUMBER': {'min': '142052550'}, 'OFFENSE_CODE': {'min': 111}, 'OFFENSE_CODE_GROUP': {'min': 'Aggravated Assault'}, 'OFFENSE_DESCRIPTION': {'min': 'A&B HANDS, FEET, ETC. - MED. ATTENTION REQ.'}, 'REPORTING_AREA': {'min': ' '}, 'OCCURRED_ON_DATE': {'min': '2015-06-15 00:00:00'}, 'YEAR': {'min': 2015}, 'MONTH': {'min': 1}, 'DAY_OF_WEEK': {'min': 'Friday'}, 'HOUR': {'min': 0}, 'Lat': {'min': -1.0}, 'Long': {'min': -71.17867378}, 'Location': {'min': '(-1.00000000, -1.00000000)'}}
df.cols.percentile("index")
{'index': {'0.5': 159536.0}}
df.cols.percentile("*")
{'index': {'0.5': 159536.0}, 'OFFENSE_CODE': {'0.5': 2907.0}, 'YEAR': {'0.5': 2017.0}, 'MONTH': {'0.5': 7.0}, 'HOUR': {'0.5': 14.0}, 'Lat': {'0.5': 42.32553801}, 'Long': {'0.5': -71.07752376}}
a = {0.25: 3.5, 0.5: 6.0, 0.75: 8.5}
print(a)
{0.25: 3.5, 0.5: 6.0, 0.75: 8.5}
df.rows.select((df["num"] >= 6.8) & (df["num"] <= 99.3)).rows.limit(10).ext.display()
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance) 2656 try: -> 2657 return self._engine.get_loc(key) 2658 except KeyError: pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'num' During handling of the above exception, another exception occurred: KeyError Traceback (most recent call last) <ipython-input-136-78aad8ed71ad> in <module> ----> 1 df.rows.select((df["num"] >= 6.8) & (df["num"] <= 99.3)).rows.limit(10).ext.display() ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in __getitem__(self, key) 2462 2463 # error is raised from pandas -> 2464 meta = self._meta[_extract_meta(key)] 2465 dsk = dict(((name, i), (operator.getitem, (self._name, i), key)) 2466 for i in range(self.npartitions)) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\frame.py in __getitem__(self, key) 2925 if self.columns.nlevels > 1: 2926 return self._getitem_multilevel(key) -> 2927 indexer = self.columns.get_loc(key) 2928 if is_integer(indexer): 2929 indexer = [indexer] ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance) 2657 return self._engine.get_loc(key) 2658 except KeyError: -> 2659 return self._engine.get_loc(self._maybe_cast_indexer(key)) 2660 indexer = self.get_indexer([key], method=method, tolerance=tolerance) 2661 if indexer.ndim > 1 or indexer.size > 1: pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas\_libs\hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'num'
df.outliers.tukey("num").select().ext.display()
from dask import dataframe as dd
df = dd.read_csv("data/foo.csv", sep=",").head(20)
C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\dataframe\core.py:4382: UserWarning: Insufficient elements for `head`. 20 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`. warnings.warn(msg.format(n, len(r)))
df.rows.between("id",1,5).ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
df1 = df.rows.append(df)
df1.ext.display()
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-66-44bea7b62d53> in <module> ----> 1 df1.ext.display() NameError: name 'df1' is not defined
#https://github.com/dask/dask/pull/4229#issuecomment-449123512
df["id"].mode().compute()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-178-4167ff9155e5> in <module> ----> 1 df["id"].mode().compute() AttributeError: 'Series' object has no attribute 'mode'
import pandas as pd
df = pd.read_csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=0)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-9-ae93fea6af71> in <module> ----> 1 df = pd.read_csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=0) NameError: name 'pd' is not defined
df.head(20)
C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\dataframe\core.py:4382: UserWarning: Insufficient elements for `head`. 20 elements requested, only 13 elements available. Try passing larger `npartitions` to `head`. warnings.warn(msg.format(n, len(r)))
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634.0 | pizza | 8.0 | 1990/07/11 | up |
5 | 6 | Galileo | GALiLEI | 672.0 | arepa | 5.0 | 1930/08/12 | never |
6 | 7 | CaRL | Ga%%%uss | 323.0 | taco | 3.0 | 1970/07/13 | gonna |
7 | 8 | David | H$$$ilbert | 624.0 | taaaccoo | 3.0 | 1950/07/14 | let |
8 | 9 | Johannes | KEPLER | 735.0 | taco | 3.0 | 1920/04/22 | you |
9 | 10 | JaMES | M$$ax%%well | 875.0 | taco | 3.0 | 1923/03/12 | down |
10 | 11 | Isaac | Newton | 992.0 | pasta | 9.0 | 1999/02/15 | never |
11 | 12 | Emmy%% | Nöether$ | 234.0 | pasta | 9.0 | 1993/12/08 | gonna |
12 | 13 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
df.cols.names()
['id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol']
df = op.load.csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=True, infer_schema='false', null_value="None")
https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv
df.rows.limit(5).cols.lower("lastName").ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
df.rows.limit(5).cols.min_max_scaler("billingId").ext.display()
..\optimus\engines\base\dask\columns.py:160: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result. scaler.transform(_df)[input_cols]
--------------------------------------------------------------------------- IndexError Traceback (most recent call last) <ipython-input-8-1db9dc043f56> in <module> ----> 1 df.rows.limit(5).cols.min_max_scaler("billingId").ext.display() ~\Documents\Optimus\optimus\engines\base\dask\columns.py in min_max_scaler(self, input_cols, output_cols) 158 _df = df[input_cols] 159 scaler.fit(_df) --> 160 scaler.transform(_df)[input_cols] 161 return df 162 IndexError: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
df.ext.display(13)
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
13
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
df.cols.impute("billingId",output_cols="hola").ext.display(13)
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
hola
9 (float64)
not nullable
|
---|---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
123.0
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
423.0
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
551.0
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
521.0
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
634.0
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
672.0
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
323.0
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
624.0
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
735.0
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
875.0
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
992.0
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
234.0
|
13
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
558.9166666666666
|
df.cols.impute("billingId",output_cols="new_col").ext.display(13)
df.cols.count_na("*")
<class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME firstName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME lastName COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME billingId COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME product COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME price COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME birth COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** COL NAME dummyCol COL NAME RESULT id 0 firstName 1 lastName 1 billingId 1 product 1 price 1 birth 1 dummyCol 1 dtype: int64 AGG NAME count_na **** RESULT {'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}
{'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}
import pandas as pd
data = {'col_0': [9, -3, 0, -1, 5], 'col_1': [-2, -7, 6, 8, -5]}
df = pd.DataFrame(data)
df.head()
col_0 | col_1 | |
---|---|---|
0 | 9 | -2 |
1 | -3 | -7 |
2 | 0 | 6 |
3 | -1 | 8 |
4 | 5 | -5 |
df["col_0"].clip( 1, 5)
0 5 1 1 2 1 3 1 4 5 Name: col_0, dtype: int64
df.head(10)
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634.0 | pizza | 8.0 | 1990/07/11 | up |
5 | 5 | Galileo | GALiLEI | 672.0 | arepa | 5.0 | 1930/08/12 | never |
6 | 5 | CaRL | Ga%%%uss | 323.0 | taco | 3.0 | 1970/07/13 | gonna |
7 | 5 | David | H$$$ilbert | 624.0 | taaaccoo | 3.0 | 1950/07/14 | let |
8 | 5 | Johannes | KEPLER | 735.0 | taco | 3.0 | 1920/04/22 | you |
9 | 5 | JaMES | M$$ax%%well | 875.0 | taco | 3.0 | 1923/03/12 | down |
df = op.load.csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=True, infer_schema='false', null_value="None")
https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv
df.cols.min("id")
{'min': {'id': 1, 'min': [('min', id 1 dtype: int64)]}}
df.cols.min("*")
COL_NAME id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min <class 'pandas.core.series.Series'> COL NAME id COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME billingId COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** COL NAME price COL NAME RESULT id 1.0 billingId 123.0 price 3.0 dtype: float64 AGG NAME min **** RESULT {'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}
{'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}
df.cols.percentile("id")
COL_NAME 0.5 7.0 Name: id, dtype: float64 AGG NAME percentile <class 'pandas.core.series.Series'> COL NAME 0.5 COL NAME RESULT 0.5 7.0 Name: id, dtype: float64 AGG NAME percentile **** RESULT {0.5: {'percentile': 7.0}}
{0.5: {'percentile': 7.0}}
df.cols.iqr(["id","price"])
<class 'dict'> INDEX {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}} COL NAME id COL NAME RESULT {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}} AGG NAME percentile **** COL NAME price COL NAME RESULT {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}} AGG NAME percentile **** RESULT {'id': {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}, 'price': {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}}
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-47-997938715317> in <module> ----> 1 df.cols.iqr(["id","price"]) ~\Documents\Optimus\optimus\engines\base\dask\columns.py in iqr(self, columns, more, relative_error) 127 for col_name in columns: 128 --> 129 q1 = quartile[col_name]["percentile"]["0.25"] 130 q2 = quartile[col_name]["percentile"]["0.5"] 131 q3 = quartile[col_name]["percentile"]["0.75"] KeyError: 'percentile'
df.cols.min("*")
{'min': {'id': 1.0, 'billingId': 123.0, 'price': 3.0}}
df.head(12)
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634.0 | pizza | 8.0 | 1990/07/11 | up |
5 | 5 | Galileo | GALiLEI | 672.0 | arepa | 5.0 | 1930/08/12 | never |
6 | 5 | CaRL | Ga%%%uss | 323.0 | taco | 3.0 | 1970/07/13 | gonna |
7 | 5 | David | H$$$ilbert | 624.0 | taaaccoo | 3.0 | 1950/07/14 | let |
8 | 5 | Johannes | KEPLER | 735.0 | taco | 3.0 | 1920/04/22 | you |
9 | 5 | JaMES | M$$ax%%well | 875.0 | taco | 3.0 | 1923/03/12 | down |
10 | 5 | Isaac | Newton | 992.0 | pasta | 9.0 | 1999/02/15 | never |
11 | 5 | Emmy%% | Nöether$ | 234.0 | pasta | 9.0 | 1993/12/08 | gonna |
df.cols.clip("id",1,5).head(10)
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
3 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
4 | 5 | Albert | Einstein | 634.0 | pizza | 8.0 | 1990/07/11 | up |
5 | 5 | Galileo | GALiLEI | 672.0 | arepa | 5.0 | 1930/08/12 | never |
6 | 5 | CaRL | Ga%%%uss | 323.0 | taco | 3.0 | 1970/07/13 | gonna |
7 | 5 | David | H$$$ilbert | 624.0 | taaaccoo | 3.0 | 1950/07/14 | let |
8 | 5 | Johannes | KEPLER | 735.0 | taco | 3.0 | 1920/04/22 | you |
9 | 5 | JaMES | M$$ax%%well | 875.0 | taco | 3.0 | 1923/03/12 | down |
df.cols.qcult()
df.ext.display(13)
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
13
|
nan
|
nan
|
558.9166666666666
|
nan
|
nan
|
nan
|
nan
|
pd.DataFrame([[np.nan, 'dogs', 3]], index=df.index)
from sklearn.preprocessing import MinMaxScaler
import dask.dataframe as dd
import dask.array as da
scaler = MinMaxScaler()
columns = ['billingId','price']
b =df[columns]
scaler.fit(b)
c = dd.from_dask_array(da.from_array(scaler.transform(b), chunks=100),columns)
print(c.head())
# df.assign(e=c['price'])
# # print(dd.from_dask_array(c, columns).head(10))
# df[columns]= dd.from_dask_array(c)
billingId price 0 0.000000 1.000000 1 0.345224 0.714286 2 0.492520 0.714286 3 0.457998 0.714286 4 0.588032 0.714286
print(df1)
[[0. 1. ] [0.3452244 0.71428571] [0.49252014 0.71428571] [0.4579977 0.71428571] [0.58803222 0.71428571] [0.63176064 0.28571429] [0.2301496 0. ] [0.57652474 0. ] [0.70425777 0. ] [0.86536249 0. ] [1. 0.85714286] [0.12773303 0.85714286] [ nan nan]]
df.ext.display()
df.ext.sample(5).ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
df.ext.stratified_sample("firstName").ext.display()
..\optimus\engines\dask\extension.py:156: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected. Before: .apply(func) After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result or: .apply(func, meta=('x', 'f8')) for series result df_ = df.groupby(col_name).apply(lambda x: x.sample(2)) distributed.worker - WARNING - Compute Failed Function: subgraph_callable args: () kwargs: {} Exception: ValueError("Cannot take a larger sample than population when 'replace=False'")
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\groupby.py in apply(self, func, *args, **kwargs) 688 try: --> 689 result = self._python_apply_general(f) 690 except Exception: ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\groupby.py in _python_apply_general(self, f) 706 keys, values, mutated = self.grouper.apply(f, self._selected_obj, --> 707 self.axis) 708 ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\ops.py in apply(self, f, data, axis) 189 group_axes = _get_axes(group) --> 190 res = f(group) 191 if not _is_indexed_like(res, group_axes): ~\Documents\Optimus\optimus\engines\dask\extension.py in <lambda>(x) 155 n = min(5, df[col_name].value_counts().min()) --> 156 df = df.groupby(col_name).apply(lambda x: x.sample(2)) 157 # df_.index = df_.index.droplevel(0) ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in sample(self, n, frac, replace, weights, random_state, axis) 4864 -> 4865 locs = rs.choice(axis_length, size=n, replace=replace, p=weights) 4866 return self.take(locs, axis=axis, is_copy=False) mtrand.pyx in mtrand.RandomState.choice() ValueError: Cannot take a larger sample than population when 'replace=False' During handling of the above exception, another exception occurred: ValueError Traceback (most recent call last) <ipython-input-23-2a6d5278e89b> in <module> ----> 1 df.ext.stratified_sample("firstName").ext.display() ~\Documents\Optimus\optimus\engines\dask\extension.py in display(limit, columns, title, truncate) 328 def display(limit=None, columns=None, title=None, truncate=True): 329 # TODO: limit, columns, title, truncate --> 330 Ext.table(limit, columns, title, truncate) 331 332 @staticmethod ~\Documents\Optimus\optimus\engines\dask\extension.py in table(limit, columns, title, truncate) 334 try: 335 if __IPYTHON__ and DataFrame.output is "html": --> 336 result = Ext.table_html(title=title, limit=limit, columns=columns, truncate=truncate) 337 print_html(result) 338 else: ~\Documents\Optimus\optimus\engines\dask\extension.py in table_html(limit, columns, title, full, truncate, count) 286 data = df.cols.select(columns).ext.to_dict() 287 else: --> 288 data = df.cols.select(columns).rows.limit(limit).ext.to_dict() 289 290 # Load the Jinja template ~\Documents\Optimus\optimus\engines\dask\extension.py in to_dict() 66 67 # Because asDict can return messed columns names we order ---> 68 for index, row in df.iterrows(): 69 # _row = row.asDict() 70 r = collections.OrderedDict() ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in iterrows(self) 2872 def iterrows(self): 2873 for i in range(self.npartitions): -> 2874 df = self.get_partition(i).compute() 2875 for row in df.iterrows(): 2876 yield row ~\Anaconda3\lib\site-packages\dask\base.py in compute(self, **kwargs) 154 dask.base.compute 155 """ --> 156 (result,) = compute(self, traverse=False, **kwargs) 157 return result 158 ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2319 try: 2320 results = self.gather(packed, asynchronous=asynchronous, -> 2321 direct=direct) 2322 finally: 2323 for f in futures.values(): ~\Anaconda3\lib\site-packages\distributed\client.py in gather(self, futures, errors, maxsize, direct, asynchronous) 1653 return self.sync(self._gather, futures, errors=errors, 1654 direct=direct, local_worker=local_worker, -> 1655 asynchronous=asynchronous) 1656 1657 @gen.coroutine ~\Anaconda3\lib\site-packages\distributed\client.py in sync(self, func, *args, **kwargs) 671 return future 672 else: --> 673 return sync(self.loop, func, *args, **kwargs) 674 675 def __repr__(self): ~\Anaconda3\lib\site-packages\distributed\utils.py in sync(loop, func, *args, **kwargs) 275 e.wait(10) 276 if error[0]: --> 277 six.reraise(*error[0]) 278 else: 279 return result[0] ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 691 if value.__traceback__ is not tb: 692 raise value.with_traceback(tb) --> 693 raise value 694 finally: 695 value = None ~\Anaconda3\lib\site-packages\distributed\utils.py in f() 260 if timeout is not None: 261 future = gen.with_timeout(timedelta(seconds=timeout), future) --> 262 result[0] = yield future 263 except Exception as exc: 264 error[0] = sys.exc_info() ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 1131 1132 try: -> 1133 value = future.result() 1134 except Exception: 1135 self.had_exception = True ~\Anaconda3\lib\site-packages\tornado\gen.py in run(self) 1139 if exc_info is not None: 1140 try: -> 1141 yielded = self.gen.throw(*exc_info) 1142 finally: 1143 # Break up a reference to itself ~\Anaconda3\lib\site-packages\distributed\client.py in _gather(self, futures, errors, direct, local_worker) 1498 six.reraise(type(exception), 1499 exception, -> 1500 traceback) 1501 if errors == 'skip': 1502 bad_keys.add(key) ~\Anaconda3\lib\site-packages\six.py in reraise(tp, value, tb) 690 value = tp() 691 if value.__traceback__ is not tb: --> 692 raise value.with_traceback(tb) 693 raise value 694 finally: ~\Anaconda3\lib\site-packages\dask\optimization.py in __call__(self, *args) 940 % (len(self.inkeys), len(args))) 941 return _get_recursive(self.dsk, self.outkey, --> 942 dict(zip(self.inkeys, args))) 943 944 def __reduce__(self): ~\Anaconda3\lib\site-packages\dask\core.py in _get_recursive(dsk, x, cache) 130 return cache[x] 131 elif hashable and x in dsk: --> 132 res = cache[x] = _get_recursive(dsk, dsk[x], cache) 133 return res 134 elif type(x) is tuple and x and callable(x[0]): # istask ~\Anaconda3\lib\site-packages\dask\core.py in _get_recursive(dsk, x, cache) 134 elif type(x) is tuple and x and callable(x[0]): # istask 135 func, args = x[0], x[1:] --> 136 args2 = [_get_recursive(dsk, k, cache) for k in args] 137 return func(*args2) 138 return x ~\Anaconda3\lib\site-packages\dask\core.py in <listcomp>(.0) 134 elif type(x) is tuple and x and callable(x[0]): # istask 135 func, args = x[0], x[1:] --> 136 args2 = [_get_recursive(dsk, k, cache) for k in args] 137 return func(*args2) 138 return x ~\Anaconda3\lib\site-packages\dask\core.py in _get_recursive(dsk, x, cache) 135 func, args = x[0], x[1:] 136 args2 = [_get_recursive(dsk, k, cache) for k in args] --> 137 return func(*args2) 138 return x 139 ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in apply_and_enforce(func, args, kwargs, meta) 3682 3683 Ensures the output has the same columns, even if empty.""" -> 3684 df = func(*args, **kwargs) 3685 if isinstance(df, (pd.DataFrame, pd.Series, pd.Index)): 3686 if len(df) == 0: ~\Anaconda3\lib\site-packages\dask\dataframe\groupby.py in _groupby_slice_apply(df, grouper, key, func, *args, **kwargs) 145 if key: 146 g = g[key] --> 147 return g.apply(func, *args, **kwargs) 148 149 ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\groupby.py in apply(self, func, *args, **kwargs) 699 700 with _group_selection_context(self): --> 701 return self._python_apply_general(f) 702 703 return result ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\groupby.py in _python_apply_general(self, f) 705 def _python_apply_general(self, f): 706 keys, values, mutated = self.grouper.apply(f, self._selected_obj, --> 707 self.axis) 708 709 return self._wrap_applied_output( ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\groupby\ops.py in apply(self, f, data, axis) 188 # group might be modified 189 group_axes = _get_axes(group) --> 190 res = f(group) 191 if not _is_indexed_like(res, group_axes): 192 mutated = True ~\Documents\Optimus\optimus\engines\dask\extension.py in <lambda>(x) 154 df = self 155 n = min(5, df[col_name].value_counts().min()) --> 156 df = df.groupby(col_name).apply(lambda x: x.sample(2)) 157 # df_.index = df_.index.droplevel(0) 158 return df ~\AppData\Roaming\Python\Python37\site-packages\pandas\core\generic.py in sample(self, n, frac, replace, weights, random_state, axis) 4863 "provide positive value.") 4864 -> 4865 locs = rs.choice(axis_length, size=n, replace=replace, p=weights) 4866 return self.take(locs, axis=axis, is_copy=False) 4867 mtrand.pyx in mtrand.RandomState.choice() ValueError: Cannot take a larger sample than population when 'replace=False'
df.rows.limit(5).ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
df.cols.min("")
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-7-562bbc151fba> in <module> ----> 1 df.cols.min() TypeError: min() missing 1 required positional argument: 'columns'
df.rows.sort("billingId","asc").ext.display()
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-21-7a9c606e0857> in <module> ----> 1 df.rows.sort("billingId","asc").ext.display() ~\Anaconda3\lib\site-packages\multipledispatch\dispatcher.py in __call__(self, *args, **kwargs) 276 self._cache[types] = func 277 try: --> 278 return func(*args, **kwargs) 279 280 except MDNotImplementedError: ~\Documents\Optimus\optimus\engines\dask\rows.py in sort(columns, order) 116 """ 117 columns = parse_columns(self, columns) --> 118 return self.rows.sort([(columns, order,)]) 119 120 @staticmethod ~\Anaconda3\lib\site-packages\multipledispatch\dispatcher.py in __call__(self, *args, **kwargs) 276 self._cache[types] = func 277 try: --> 278 return func(*args, **kwargs) 279 280 except MDNotImplementedError: ~\Documents\Optimus\optimus\engines\dask\rows.py in sort(col_sort) 145 df = df.meta.preserve(self, Actions.SORT_ROW.value, col_name) 146 --> 147 c = df.cols.names() 148 # It seems that is on posible to order rows in Dask using set_index. It only return data in ascendent way. 149 # We should fins a way to make it work desc and form multiple columns ~\Documents\Optimus\optimus\engines\dask\columns.py in cols(self) 966 """ 967 return Cols.exec_agg(Cols.create_exprs(columns, funcs, *args)) --> 968 969 970 TypeError: Can't instantiate abstract class Cols with abstract methods apply_by_dtypes, apply_expr, astype, boxplot, bucketizer, cell, clip, copy, correlation, count_mismatch, count_na, count_uniques, count_zeros, drop, frequency_by_group, get_meta, impute, index_to_string, iqr, is_na, keep, max_abs_scaler, min_max_scaler, move, nunique, qcut, remove, remove_accents, remove_special_chars, remove_white_spaces, replace_regex, reverse, scatter, select_by_dtypes, set, set_meta, sort, string_to_index, to_timestamp, unique, value_counts, values_to_cols, years_between, z_score
df.cols.max("price")
{'max': {'price': 10.0}}
df.cols.create_expr()
df.dropna(how='any', subset=['price'])
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
npartitions=1 | ||||||||
int64 | object | object | float64 | object | float64 | object | object | |
... | ... | ... | ... | ... | ... | ... | ... |
df.rows.drop_na("price").ext.display()
any price
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
df[col_name].dtype
# format_dict([np.dtype(df[col_name].dtype).type for col_name in columns])
c = df.cols.names()
df.set_index("billingId").reset_index()[c].head()
C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\lib\function_base.py:3652: RuntimeWarning: Invalid value encountered in percentile interpolation=interpolation)
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 12 | Emmy%% | Nöether$ | 234.0 | pasta | 9.0 | 1993/12/08 | gonna |
2 | 7 | CaRL | Ga%%%uss | 323.0 | taco | 3.0 | 1970/07/13 | gonna |
3 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
4 | 4 | PAUL | dirac$ | 521.0 | pizza | 8.0 | 1954/07/10 | you |
df.cols.mode("id")
price | |
---|---|
price | |
3.0 | 3.0 |
5.0 | 5.0 |
8.0 | 8.0 |
9.0 | 9.0 |
10.0 | 10.0 |
df.ext.display(20)
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
13
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
df1= op.load.csv("data/foo.csv", sep=",", header=True, infer_schema='true', charset="ISO-8859–1", null_value="None")
data/foo.csv
df1.ext.display(20)
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (int64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (int64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123
|
Cake
|
10
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423
|
piza
|
8
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551
|
pizza
|
8
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521
|
pizza
|
8
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634
|
pizza
|
8
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672
|
arepa
|
5
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323
|
taco
|
3
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624
|
taaaccoo
|
3
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735
|
taco
|
3
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875
|
taco
|
3
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992
|
pasta
|
9
|
1999/02/15
|
never⋅
|
12
|
Emmy%%
|
Nöether$
|
234
|
pasta
|
9
|
1993/12/08
|
gonna
|
13
|
Max!!!
|
Planck!!!
|
111
|
hamburguer
|
4
|
1994/01/04
|
run⋅
|
14
|
Fred
|
Hoy&&&le
|
553
|
pizzza
|
8
|
1997/06/27
|
around
|
15
|
(((⋅⋅⋅Heinrich⋅)))))
|
Hertz
|
116
|
pizza
|
8
|
1956/11/30
|
and
|
16
|
William
|
Gilbert###
|
886
|
BEER
|
2
|
1958/03/26
|
desert
|
17
|
Marie
|
CURIE
|
912
|
Rice
|
1
|
2000/03/22
|
you
|
18
|
Arthur
|
COM%%%pton
|
812
|
110790
|
5
|
1899/01/01
|
#
|
19
|
JAMES
|
Chadwick
|
467
|
nan
|
10
|
1921/05/03
|
#
|
df.cols.dtypes()
{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}
df.ext.display(20)
20
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
df.save.csv("data/dask/*.csv")
df.save.parquet("data/dask/foo.parquet")
df.save.json("data/dask/*.json")
df.rows.create_id()
Dask DataFrame Structure: id firstName lastName billingId product price birth dummyCol npartitions=1 int64 object object float64 object float64 object object ... ... ... ... ... ... ... ... Dask Name: from-delayed, 3 tasks
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-12-d2c38e26c0a8> in <module> ----> 1 df.rows.create_id() ~\Documents\Optimus\optimus\dask\rows.py in create_id(column) 14 df = self 15 print(df) ---> 16 a = da.arange(df.divisions[-1] + 1, chunks=df.divisions[1:]) 17 df[column] = dd.from_dask_array(a) 18 return df TypeError: unsupported operand type(s) for +: 'NoneType' and 'int'
df1 = df[(df.id > 0) & (df.id <= 7)]
df2 = df1[(df.id > 0) & (df.id <= 3)]
df2.compute().head()
C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\utils.py:694: UserWarning: Boolean Series key will be reindexed to match DataFrame index. return getattr(obj, self.method)(*args, **kwargs)
id | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 10.0 | 1980/07/07 | never |
1 | 2 | André | Ampère | 423.0 | piza | 8.0 | 1950/07/08 | gonna |
2 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 8.0 | 1990/07/09 | give |
df.rows.select((df.id ==1 ) ).ext.display()
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
df.rows.select_by_dtypes("id", "str").ext.display()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in _parse_datatype_string(s) 845 # For backwards compatibility, "integer", "struct<fieldname: datatype>" and etc. --> 846 return from_ddl_datatype(s) 847 except: ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in from_ddl_datatype(type_str) 837 return _parse_datatype_json_string( --> 838 sc._jvm.org.apache.spark.sql.api.python.PythonSQLUtils.parseDataType(type_str).json()) 839 AttributeError: 'NoneType' object has no attribute '_jvm' During handling of the above exception, another exception occurred: AttributeError Traceback (most recent call last) ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in _parse_datatype_string(s) 849 # For backwards compatibility, "fieldname: datatype, fieldname: datatype" case. --> 850 return from_ddl_datatype("struct<%s>" % s.strip()) 851 except: ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in from_ddl_datatype(type_str) 837 return _parse_datatype_json_string( --> 838 sc._jvm.org.apache.spark.sql.api.python.PythonSQLUtils.parseDataType(type_str).json()) 839 AttributeError: 'NoneType' object has no attribute '_jvm' During handling of the above exception, another exception occurred: AttributeError Traceback (most recent call last) <ipython-input-58-96533379ad09> in <module> ----> 1 df.rows.select_by_dtypes("id", "str").ext.display() ~\Documents\Optimus\optimus\dask\rows.py in select_by_dtypes(input_cols, data_type) 43 # self.cols.apply() 44 ---> 45 return self.where(fbdt(input_cols, data_type)) 46 47 @staticmethod ~\Documents\Optimus\optimus\audf.py in filter_row_by_data_type(col_name, data_type, get_type) 129 130 col_name = one_list_to_val(col_name) --> 131 return F.pandas_udf(pandas_udf_func, return_data_type)(col_name) ~\Anaconda3\lib\site-packages\pyspark\sql\functions.py in pandas_udf(f, returnType, functionType) 2304 return functools.partial(_create_udf, returnType=return_type, evalType=eval_type) 2305 else: -> 2306 return _create_udf(f=f, returnType=return_type, evalType=eval_type) 2307 2308 ~\Anaconda3\lib\site-packages\pyspark\sql\udf.py in _create_udf(f, returnType, evalType) 70 udf_obj = UserDefinedFunction( 71 f, returnType=returnType, name=None, evalType=evalType, deterministic=True) ---> 72 return udf_obj._wrapped() 73 74 ~\Anaconda3\lib\site-packages\pyspark\sql\udf.py in _wrapped(self) 193 194 wrapper.func = self.func --> 195 wrapper.returnType = self.returnType 196 wrapper.evalType = self.evalType 197 wrapper.deterministic = self.deterministic ~\Anaconda3\lib\site-packages\pyspark\sql\udf.py in returnType(self) 117 self._returnType_placeholder = self._returnType 118 else: --> 119 self._returnType_placeholder = _parse_datatype_string(self._returnType) 120 121 if self.evalType == PythonEvalType.SQL_SCALAR_PANDAS_UDF: ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in _parse_datatype_string(s) 850 return from_ddl_datatype("struct<%s>" % s.strip()) 851 except: --> 852 raise e 853 854 ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in _parse_datatype_string(s) 840 try: 841 # DDL format, "fieldname datatype, fieldname datatype". --> 842 return from_ddl_schema(s) 843 except Exception as e: 844 try: ~\Anaconda3\lib\site-packages\pyspark\sql\types.py in from_ddl_schema(type_str) 832 def from_ddl_schema(type_str): 833 return _parse_datatype_json_string( --> 834 sc._jvm.org.apache.spark.sql.types.StructType.fromDDL(type_str).json()) 835 836 def from_ddl_datatype(type_str): AttributeError: 'NoneType' object has no attribute '_jvm'
df.set_index('price').compute()
C:\Users\argenisleon\Anaconda3\lib\site-packages\numpy\lib\function_base.py:3652: RuntimeWarning: Invalid value encountered in percentile interpolation=interpolation)
id | firstName | lastName | billingId | product | birth | dummyCol | |
---|---|---|---|---|---|---|---|
price | |||||||
3.0 | 7 | CaRL | Ga%%%uss | 323.0 | taco | 1970/07/13 | gonna |
3.0 | 8 | David | H$$$ilbert | 624.0 | taaaccoo | 1950/07/14 | let |
3.0 | 9 | Johannes | KEPLER | 735.0 | taco | 1920/04/22 | you |
3.0 | 10 | JaMES | M$$ax%%well | 875.0 | taco | 1923/03/12 | down |
5.0 | 6 | Galileo | GALiLEI | 672.0 | arepa | 1930/08/12 | never |
8.0 | 2 | André | Ampère | 423.0 | piza | 1950/07/08 | gonna |
8.0 | 3 | NiELS | Böhr//((%% | 551.0 | pizza | 1990/07/09 | give |
8.0 | 4 | PAUL | dirac$ | 521.0 | pizza | 1954/07/10 | you |
8.0 | 5 | Albert | Einstein | 634.0 | pizza | 1990/07/11 | up |
9.0 | 11 | Isaac | Newton | 992.0 | pasta | 1999/02/15 | never |
9.0 | 12 | Emmy%% | Nöether$ | 234.0 | pasta | 1993/12/08 | gonna |
10.0 | 1 | Luis | Alvarez$$%! | 123.0 | Cake | 1980/07/07 | never |
NaN | 13 | NaN | NaN | NaN | NaN | NaN | NaN |
%%time
df.cols.min(["billingId"])
Wall time: 195 ms
{'min': {'billingId': 123.0}}
%%time
df.cols.max(["billingId"])
Wall time: 152 ms
{'max': {'billingId': 992.0}}
df.cols.names()
['id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol']
df.meta.get()
{'file_name': 'foo.csv', 'transformations': {'actions': {}}}
df.cols.rename("id", "id1")
id1 | firstName | lastName | billingId | product | price | birth | dummyCol | |
---|---|---|---|---|---|---|---|---|
npartitions=1 | ||||||||
int64 | object | object | float64 | object | float64 | object | object | |
... | ... | ... | ... | ... | ... | ... | ... |
df.ext.display("all")
id
1 (int64)
not nullable
|
firstName
2 (object)
not nullable
|
lastName
3 (object)
not nullable
|
billingId
4 (float64)
not nullable
|
product
5 (object)
not nullable
|
price
6 (float64)
not nullable
|
birth
7 (object)
not nullable
|
dummyCol
8 (object)
not nullable
|
---|---|---|---|---|---|---|---|
1
|
Luis
|
Alvarez$$%!
|
123.0
|
Cake
|
10.0
|
1980/07/07
|
never
|
2
|
André
|
Ampère
|
423.0
|
piza
|
8.0
|
1950/07/08
|
gonna
|
3
|
NiELS
|
Böhr//((%%
|
551.0
|
pizza
|
8.0
|
1990/07/09
|
give
|
4
|
PAUL
|
dirac$
|
521.0
|
pizza
|
8.0
|
1954/07/10
|
you
|
5
|
Albert
|
Einstein
|
634.0
|
pizza
|
8.0
|
1990/07/11
|
up
|
6
|
Galileo
|
⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅GALiLEI
|
672.0
|
arepa
|
5.0
|
1930/08/12
|
never
|
7
|
CaRL
|
Ga%%%uss
|
323.0
|
taco
|
3.0
|
1970/07/13
|
gonna
|
8
|
David
|
H$$$ilbert
|
624.0
|
taaaccoo
|
3.0
|
1950/07/14
|
let
|
9
|
Johannes
|
KEPLER
|
735.0
|
taco
|
3.0
|
1920/04/22
|
you
|
10
|
JaMES
|
M$$ax%%well
|
875.0
|
taco
|
3.0
|
1923/03/12
|
down
|
11
|
Isaac
|
Newton
|
992.0
|
pasta
|
9.0
|
1999/02/15
|
never⋅
|
12
|
Emmy%%
|
Nöether$
|
234.0
|
pasta
|
9.0
|
1993/12/08
|
gonna
|
13
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
nan
|
df.cols.remove_special_chars("lastName")
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-20-8a110b84c317> in <module> ----> 1 df.cols.remove_special_chars("lastName") AttributeError: 'Cols' object has no attribute 'remove_special_chars'
df.ext.send()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-15-e6760d99cab7> in <module> ----> 1 df.ext.send() ~\Documents\Optimus\optimus\engines\dask\extension.py in send(name, infer, mismatch, stats, advanced_stats, output) 389 df.ext.set_name(name) 390 --> 391 message = Profiler.instance.dataset(df, columns="*", buckets=35, infer=False, relative_error=RELATIVE_ERROR, 392 approx_count=True, 393 sample=10000, AttributeError: type object 'Profiler' has no attribute 'instance'
df.ext.display()
INCIDENT_NUMBER
1 (object)
not nullable
|
OFFENSE_CODE
2 (int64)
not nullable
|
OFFENSE_CODE_GROUP
3 (object)
not nullable
|
OFFENSE_DESCRIPTION
4 (object)
not nullable
|
DISTRICT
5 (object)
not nullable
|
REPORTING_AREA
6 (object)
not nullable
|
SHOOTING
7 (object)
not nullable
|
OCCURRED_ON_DATE
8 (object)
not nullable
|
YEAR
9 (int64)
not nullable
|
MONTH
10 (int64)
not nullable
|
DAY_OF_WEEK
11 (object)
not nullable
|
HOUR
12 (int64)
not nullable
|
UCR_PART
13 (object)
not nullable
|
STREET
14 (object)
not nullable
|
Lat
15 (float64)
not nullable
|
Long
16 (float64)
not nullable
|
Location
17 (object)
not nullable
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
I182070945
|
619
|
Larceny
|
LARCENY⋅ALL⋅OTHERS
|
D14
|
808
|
nan
|
2018-09-02⋅13:00:00
|
2018
|
9
|
Sunday
|
13
|
Part⋅One
|
LINCOLN⋅ST
|
42.35779134
|
-71.13937053
|
(42.35779134,⋅-71.13937053)
|
I182070943
|
1402
|
Vandalism
|
VANDALISM
|
C11
|
347
|
nan
|
2018-08-21⋅00:00:00
|
2018
|
8
|
Tuesday
|
0
|
Part⋅Two
|
HECLA⋅ST
|
42.30682138
|
-71.06030035
|
(42.30682138,⋅-71.06030035)
|
I182070941
|
3410
|
Towed
|
TOWED⋅MOTOR⋅VEHICLE
|
D4
|
151
|
nan
|
2018-09-03⋅19:27:00
|
2018
|
9
|
Monday
|
19
|
Part⋅Three
|
CAZENOVE⋅ST
|
42.34658879
|
-71.07242943
|
(42.34658879,⋅-71.07242943)
|
I182070940
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
D4
|
272
|
nan
|
2018-09-03⋅21:16:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
NEWCOMB⋅ST
|
42.33418175
|
-71.07866441
|
(42.33418175,⋅-71.07866441)
|
I182070938
|
3114
|
Investigate⋅Property
|
INVESTIGATE⋅PROPERTY
|
B3
|
421
|
nan
|
2018-09-03⋅21:05:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
DELHI⋅ST
|
42.27536542
|
-71.09036101
|
(42.27536542,⋅-71.09036101)
|
I182070936
|
3820
|
Motor⋅Vehicle⋅Accident⋅Response
|
M/V⋅ACCIDENT⋅INVOLVING⋅PEDESTRIAN⋅-⋅INJURY
|
C11
|
398
|
nan
|
2018-09-03⋅21:09:00
|
2018
|
9
|
Monday
|
21
|
Part⋅Three
|
TALBOT⋅AVE
|
42.29019621
|
-71.07159012
|
(42.29019621,⋅-71.07159012)
|
I182070933
|
724
|
Auto⋅Theft
|
AUTO⋅THEFT
|
B2
|
330
|
nan
|
2018-09-03⋅21:25:00
|
2018
|
9
|
Monday
|
21
|
Part⋅One
|
NORMANDY⋅ST
|
42.30607218
|
-71.0827326
|
(42.30607218,⋅-71.08273260)
|
I182070932
|
3301
|
Verbal⋅Disputes
|
VERBAL⋅DISPUTE
|
B2
|
584
|
nan
|
2018-09-03⋅20:39:37
|
2018
|
9
|
Monday
|
20
|
Part⋅Three
|
LAWN⋅ST
|
42.32701648
|
-71.10555088
|
(42.32701648,⋅-71.10555088)
|
I182070931
|
301
|
Robbery
|
ROBBERY⋅-⋅STREET
|
C6
|
177
|
nan
|
2018-09-03⋅20:48:00
|
2018
|
9
|
Monday
|
20
|
Part⋅One
|
MASSACHUSETTS⋅AVE
|
42.33152148
|
-71.07085307
|
(42.33152148,⋅-71.07085307)
|
df.cols.replace("INCIDENT_NUMBER","I", "","chars")
INCIDENT_NUMBER | OFFENSE_CODE | OFFENSE_CODE_GROUP | OFFENSE_DESCRIPTION | DISTRICT | REPORTING_AREA | SHOOTING | OCCURRED_ON_DATE | YEAR | MONTH | DAY_OF_WEEK | HOUR | UCR_PART | STREET | Lat | Long | Location | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 182070945 | 619 | Larceny | LARCENY ALL OTHERS | D14 | 808 | NaN | 2018-09-02 13:00:00 | 2018 | 9 | Sunday | 13 | Part One | LINCOLN ST | 42.357791 | -71.139371 | (42.35779134, -71.13937053) |
1 | 182070943 | 1402 | Vandalism | VANDALISM | C11 | 347 | NaN | 2018-08-21 00:00:00 | 2018 | 8 | Tuesday | 0 | Part Two | HECLA ST | 42.306821 | -71.060300 | (42.30682138, -71.06030035) |
2 | 182070941 | 3410 | Towed | TOWED MOTOR VEHICLE | D4 | 151 | NaN | 2018-09-03 19:27:00 | 2018 | 9 | Monday | 19 | Part Three | CAZENOVE ST | 42.346589 | -71.072429 | (42.34658879, -71.07242943) |
3 | 182070940 | 3114 | Investigate Property | INVESTIGATE PROPERTY | D4 | 272 | NaN | 2018-09-03 21:16:00 | 2018 | 9 | Monday | 21 | Part Three | NEWCOMB ST | 42.334182 | -71.078664 | (42.33418175, -71.07866441) |
4 | 182070938 | 3114 | Investigate Property | INVESTIGATE PROPERTY | B3 | 421 | NaN | 2018-09-03 21:05:00 | 2018 | 9 | Monday | 21 | Part Three | DELHI ST | 42.275365 | -71.090361 | (42.27536542, -71.09036101) |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
319068 | 050310906-00 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 285 | NaN | 2016-06-05 17:25:00 | 2016 | 6 | Sunday | 17 | Part Three | COVENTRY ST | 42.336951 | -71.085748 | (42.33695098, -71.08574813) |
319069 | 030217815-08 | 111 | Homicide | MURDER, NON-NEGLIGIENT MANSLAUGHTER | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part One | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319070 | 030217815-08 | 3125 | Warrant Arrests | WARRANT ARREST | E18 | 520 | NaN | 2015-07-09 13:38:00 | 2015 | 7 | Thursday | 13 | Part Three | RIVER ST | 42.255926 | -71.123172 | (42.25592648, -71.12317207) |
319071 | 010370257-00 | 3125 | Warrant Arrests | WARRANT ARREST | E13 | 569 | NaN | 2016-05-31 19:35:00 | 2016 | 5 | Tuesday | 19 | Part Three | NEW WASHINGTON ST | 42.302333 | -71.111565 | (42.30233307, -71.11156487) |
319072 | 142052550 | 3125 | Warrant Arrests | WARRANT ARREST | D4 | 903 | NaN | 2015-06-22 00:12:00 | 2015 | 6 | Monday | 0 | Part Three | WASHINGTON ST | 42.333839 | -71.080290 | (42.33383935, -71.08029038) |
319073 rows × 17 columns
from optimus.profiler.profiler import Profiler
p = Profiler()
df.cols.count_by_dtypes("*")
{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'} {'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}
{'id': {'int': 0, 'float': 0, 'object': 0}, 'firstName': {'int': 0, 'float': 0, 'object': 0}, 'lastName': {'int': 0, 'float': 0, 'object': 0}, 'billingId': {'int': 0, 'float': 0, 'object': 0}, 'product': {'int': 0, 'float': 0, 'object': 0}, 'price': {'int': 0, 'float': 0, 'object': 0}, 'birth': {'int': 0, 'float': 0, 'object': 0}, 'dummyCol': {'int': 0, 'float': 0, 'object': 0}}
import dask
import dask.datasets
import numpy as np
import time
from distributed import Client
client = Client()
client
df = dask.datasets.timeseries()
df = df.repartition(npartitions=300)
df = client.persist(df)
C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\dataframe\io\demo.py:91: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated. Use `pandas.date_range` instead. freq=partition_freq)) C:\Users\argenisleon\Anaconda3\lib\site-packages\dask\dataframe\io\demo.py:45: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated. Use `pandas.date_range` instead. index = pd.DatetimeIndex(start=start, end=end, freq=freq, name='timestamp')
def random_indexer(df):
indexer = ~df.index.isnull()
for i in range(np.random.randint(15)+1):
col = np.random.choice(['x','y'])
value = np.random.uniform(-1,1)
op = np.random.choice([lambda x, y: x < y, lambda x, y: x > y])
indexer = np.logical_and(indexer, op(df[col], value))
return indexer
def random_statistic(indexer, df):
print(indexer)
col = np.random.choice(['x', 'y', 'name'])
if col == 'name':
op = np.random.choice([lambda x: x.unique().size, np.min, np.max])
else:
op = np.random.choice([lambda x: x.unique().size, np.min, np.max, np.sum, np.mean])
return op(df[col][indexer])
np.random.seed(137)
stats = []
for i in range(10):
ind = random_indexer(df)
for k in range(20):
stats.append(random_statistic(ind, df))
st = time.time()
print(stats)
# stat_computed = client.compute(stats)
ft = time.time()
print(ft-st)
st = time.time()
# stat_results = client.gather(stat_computed)
ft = time.time()
print(ft-st)
Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7200 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 2100 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 3600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 6600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 7800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: y, dtype: bool Dask Name: logical_and, 9600 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks Dask Series Structure: npartitions=300 2000-01-01 00:00:00 bool 2000-01-01 02:24:00 ... ... 2000-01-30 21:36:00 ... 2000-01-31 00:00:00 ... Name: x, dtype: bool Dask Name: logical_and, 10800 tasks [dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, 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dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>] 0.0030128955841064453 0.0
df.head()
--------------------------------------------------------------------------- CancelledError Traceback (most recent call last) <ipython-input-9-c42a15b2c7cf> in <module> ----> 1 df.head() ~\Anaconda3\lib\site-packages\dask\dataframe\core.py in head(self, n, npartitions, compute) 874 875 if compute: --> 876 result = result.compute() 877 return result 878 ~\Anaconda3\lib\site-packages\dask\base.py in compute(self, **kwargs) 154 dask.base.compute 155 """ --> 156 (result,) = compute(self, traverse=False, **kwargs) 157 return result 158 ~\Anaconda3\lib\site-packages\dask\base.py in compute(*args, **kwargs) 395 keys = [x.__dask_keys__() for x in collections] 396 postcomputes = [x.__dask_postcompute__() for x in collections] --> 397 results = schedule(dsk, keys, **kwargs) 398 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)]) 399 ~\Anaconda3\lib\site-packages\distributed\client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs) 2307 retries=retries, 2308 user_priority=priority, -> 2309 actors=actors, 2310 ) 2311 packed = pack_data(keys, futures) ~\Anaconda3\lib\site-packages\distributed\client.py in _graph_to_futures(self, dsk, keys, restrictions, loose_restrictions, priority, user_priority, resources, retries, fifo_timeout, actors) 2232 for v in s: 2233 if v not in self.futures: -> 2234 raise CancelledError(v) 2235 2236 dependencies = {k: get_dependencies(dsk, k) for k in dsk} CancelledError: ('repartition-merge-39715e6237c8baf832ed85d511f135a3', 0)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-10-d243315effc1> in <module> ----> 1 df = op.load.csv("https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv", sep=",", header=True, infer_schema='false', null_value="None") NameError: name 'op' is not defined
stat_computed = client.compute(np.mode(df["id"]))
stat_results = client.gather(stat_computed)
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-14-a799f70d7185> in <module> ----> 1 stat_computed = client.compute(np.mode(df["id"])) 2 stat_results = client.gather(stat_computed) AttributeError: module 'numpy' has no attribute 'mode'
print(stat_results)
1