CHAPTER 6

6.1 Benchmark: Split Data into Training and Test Sets

Now that we have a convenient way to make recommendations, we still need to make an informed choice as to which of bestPy's algorithms we should pick and how we should set its parameters to achieve the highest possible fidelity in our recommendations.

The only way of telling how well we are doing with our recommendations is to see how well we can predict future purchases from past purchases. This means that, instead of using all of our data to train an algorithm, we have to hold out the last couple of purchases of each user and only used the rest. Then, we can test the recommendations produced by our algorithm against what customers actually did buy next.

To conveniently perform this split of our data into training and test sets, bestPy offers the advanced data class TrainTest.

Preliminaries

We only need this because the examples folder is a subdirectory of the bestPy package.



In [1]:

    
import sys
sys.path.append('../..')

Imports and logging

No algorithm or recommender is needed for now as we are focusing solely on the data structure TrainTest, which is, naturally, accessible through the sub-package bestPy.datastructures.



In [2]:

    
from bestPy import write_log_to
from bestPy.datastructures import TrainTest  # Additionally import RecoBasedOn

logfile = 'logfile.txt'
write_log_to(logfile, 20)

Read `TrainTest` data

Reading in TrainTest data works in pretty much the same way as reading in Transactions data. Again, two data sources are available, a postgreSQL database and a CSV file. For the former, we again need a fully configured PostgreSQLparams instance (let's call it database) before we can read in the data with:

data = TrainTest.from_postgreSQL(database)

Reading from then works like so:



In [3]:

    
file = 'examples_data.csv'
data = TrainTest.from_csv(file)

NOTE: There is only one difference to reading Transactions data. The from_csv() class method has an addtional argument fmt. If it is not given, then the timestamps in the CSV file are assumed to be UNIX timestamp since epoch, i.e., integer numbers.

If, on the other hand, it is given, then it must be a valid format string specifying the format in which the timestamps are written in the CSV file. To tell bestPy that, for example, the timestamps in your CSV file look like

2012-03-09 16:18:02

i.e., year-month-day hour:minute:second, you would have to set fmt to the string:

'%Y-%m-%d %H:%M:%S'

With the documentation of the datetime package, it should be easy to assemble the correct format string for just about any which way a timestamp could possible be composed.

Initial attributes of `TrainTest` data objects

Inspecting the new data object with Tab completion reveals reveals several attribute that we already now from Transactions data. Notably, these are:



In [4]:

    
print(data.number_of_corrupted_records)
print(data.number_of_transactions)

There is also an additional attribute that tells us the maximum numbers of purchases we can possibly hold out as test data for each customer.



In [5]:

    
data.max_hold_out









    Out[5]:





983

Splitting the data into training and test sets

Also present is a method called split(), which indeed does exactly what you think it should. It has two arguments, hold_out and only_new. Naturally, the former tells bestPy how many unique purchases per cutomer to hold out (i.e., put aside) for each customer. Naturally, cutomers who bought fewer than hold_out articles cannot be tested at all and cutomers who bought exactly hold_out articles will be treated as new customers in testing.

The second argument, only_new tells bestPy whether only new articles will be recommended in the benchmark run or whether recommendations will include also articles that customers bouhgt before. If True, then all previous buys of any of the hold_out last unique items need to be deleted from the training data for each customer. Let's try.



In [6]:

    
data.split(4, False)

Attributes of split `TrainTest` data objects

Inspecting the TrainTest data object with Tab completion again reveals two more attributes that magically appeared, train and test. The former is an instance of Transactions with all the attributes we already know.



In [7]:

    
print(type(data.train))
print(data.train.user.count)









    



<class 'bestPy.datastructures.transactions.transactions.Transactions'>
2141

So we have 2141 customers that bought 4 items or more and whose next 4 purchases can therefore be compared to our recommendations. I suggest you make it a habbit of checking that you have a decent number of customers left in your training set.

NOTE: Should you, for some reason, chose to hold out max_hold_out purchases, you might well end up with a single customer in your training set and, therefore, obtain spurious benchmark results.

The test attribute of a split TrainTest instance is a new, auxiliary data type with a very simple structure. Its data attribute contains the test data in the form of a python dictionary with customer IDs as keys and the artcile IDs of their hold_out last unique purchases as values.



In [8]:

    
data.test.data









    Out[8]:





{'1': {'AP082EL37CPUALID-1762',
  'CL225EL36CTRALID-1863',
  'GR087ME45LMG-7753',
  'NE739EL06ORLANID-27491'},
 '12': {'AP082EL37CPUALID-1762',
  'MA130HL15VTSANID-32883',
  'NE739EL06ORLANID-27491',
  'PH789EL86AANALID-13'},
 '11': {'BL152EL82CRXALID-1817',
  'CA189EL29AGOALID-170',
  'LE629EL54ANHALID-345',
  'SA848EL83DOYALID-2416'},
 '10': {'CO142HB25OYKANID-27672',
  'GR087ME41QJI-11057',
  'GR087ME54QIV-11044',
  'NE739EL06ORLANID-27491'},
 '7': {'AC016EL58BKFALID-941',
  'AP082EL03BMIALID-996',
  'AS100EL41BOSALID-1058',
  'OL756EL65HDYALID-4834'},
 '13': {'AP082EL37CPUALID-1762',
  'AS100EL41BOSALID-1058',
  'BL152EL82CRXALID-1817',
  'PI794EL32ENZALID-3067'},
 '17': {'CA189EL29AGOALID-170',
  'LA407HL45ZWGANID-35839',
  'MA130HL30AQBANID-36435',
  'MO717EL52ARFALID-447'},
 '19': {'AC016EL58BKFALID-941',
  'AD029EL42BKVALID-957',
  'AP082EL01CFQALID-1498',
  'DO274EL91APSALID-408'},
 '14': {'AP082EL36CPVALID-1763',
  'CO228EL88FBFALID-3411',
  'NI743EL41IBYALID-5458',
  'NO749EL20DJRALID-2279'},
 '5': {'AP082EL13BLYALID-986',
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  'SA848EL83DOYALID-2416'},
 '27': {'GE362EL02DCRALID-2097',
  'NO749EL20DJRALID-2279',
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 '30': {'BL152EL92QAPANID-28441',
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  'SA848EL74DPHALID-2425',
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 '29': {'DO274EL91APSALID-408',
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 '45': {'MA172TL16AQPANID-36449',
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  'WA362HB98BCVANID-36826'},
 '71': {'AP082EL45ANQALID-354',
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  'GR087ME50OOV-9848',
  'TO939EL00JELALID-6199'},
 '100': {'BL301HL60VCPANID-32368',
  'NE739EL08BGHANID-36920',
  'OX378EL94CHTANID-37765',
  'PH789EL10ASVALID-489'},
 '104': {'NI743EL58GDHALID-4141',
  'OP760EL41ERMALID-3158',
  'TA910EL68EQLALID-3131',
  'VI962SP07OVGANID-27590'},
 '107': {'CH195EL91ZBGANID-35249',
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 '132': {'BI171EL36CRRANID-38109',
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 '146': {'BL152EL91UPWANID-32012',
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 '156': {'MA172TL16AQPANID-36449',
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 '209': {'BM137SP27DPCANID-38736',
  'LI884SP24BVBANID-37429',
  'SI876EL08DRVALID-2491',
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 '225': {'HT234EL32TRFANID-31278',
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 '253': {'BL152EL01CHMANID-37758',
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  'BL152EL92QAPANID-28441'},
 '218': {'LG639EL14YKZANID-34785',
  'NE739EL01BSCANID-37331',
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  'SP892EL85EICALID-2914'},
 '261': {'CA192EL53IFIALID-5546',
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 '269': {'AP082EL95BEYALID-804',
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 '297': {'AC016EL37CJYANID-37823',
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 '327': {'GR087ME48TTN-13350',
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 '334': {'AP082EL07BMEALID-992',
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  'SO889EL26BHPALID-873'},
 '340': {'EX320EL89EPQALID-3110',
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  'HT468EL26TCBANID-30550'},
 '358': {'CA189EL23EWAALID-3276',
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  'SA850EL73EMKALID-3026'},
 '359': {'AS100EL25AOKALID-374',
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  'NE739EL37AZMALID-662',
  'NO749EL33AZQALID-666'},
 '424': {'GR087ME42UBL-13556',
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  'GR087ME84TKL-13114',
  'TO337TB56DKDANID-38600'},
 '447': {'EL086ME79MEE-8219',
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  'NE739EL06ORLANID-27491',
  'PH789EL03ATCALID-496'},
 '509': {'EL086ME81QHU-11017',
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 '523': {'CH460TB72BXBANID-37487',
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 '528': {'BL152EL87CRSALID-1812',
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 '534': {'AC016EL06YHLANID-34693',
  'AC016EL96SVNANID-30384',
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 '546': {'HO352HL05XVYANID-34375',
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  'MA130HL59XMEANID-34068',
  'MA172TL16AQPANID-36449'},
 '498': {'BL152EL87CRSALID-1812',
  'HT468EL25TCCANID-30551',
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 '550': {'MO486TL60FHZANID-39930',
  'NA220HL67AKUANID-36289',
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 '552': {'BL152EL67KCUALID-6832',
  'BL152EL92QAPANID-28441',
  'EL180SP01UXEANID-32215',
  'OI176TL53CUWANID-38189'},
 '545': {'BL152EL67KCUALID-6832',
  'CU302HL02VEVANID-32426',
  'SA848EL46BEVANID-36878',
  'TO939EL52VGTANID-32476'},
 '582': {'BL152EL24BDVALID-775',
  'BL152EL92QAPANID-28441',
  'HP467EL74JYRALID-6725',
  'SA848EL88BBJALID-711'},
 '583': {'AP082EL34CPXALID-1765',
  'BL152EL24BDVALID-775',
  'BL152EL77CSCALID-1822',
  'BL152EL85CRUALID-1814'},
 '596': {'BL334HL15DPOANID-38748',
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 '594': {'AD029EL42BKVALID-957',
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 '602': {'CO228EL88FBFALID-3411',
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 '608': {'BL301HL54VCVANID-32374',
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 '616': {'AT103EL26BNHANID-37186',
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 '636': {'DE367EL16DXFANID-38950',
  'EL086ME24LJF-7674',
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  'TI878SP48BUDANID-37405'},
 '65': {'CA406HL83ZUUANID-35801',
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 '181': {'CA189EL23AGUALID-176',
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 '673': {'CL225EL32CTVALID-1867',
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 '679': {'GR087ME31QCA-10867',
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 '714': {'BL152EL67KCUALID-6832',
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 '788': {'FU348EL64GKTALID-4335',
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 '131': {'BL152EL08FQTANID-21389',
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  'TI930EL82BBPALID-717'},
 '844': {'EL086ME09VWWANID-14789',
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  'GR087ME85OVE-10013'},
 '859': {'CA192EL24IODALID-5775',
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 '874': {'IN254HL79UIQANID-31795',
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 '981': {'DI271EL17CYGALID-1982',
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 '990': {'GR023EL39IFWALID-5560',
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  'TA912EL82AXTALID-617'},
 '996': {'AP078EL56EQXALID-3143',
  'NI743EL25HFMALID-4874',
  'NI743EL48GTBALID-4551',
  'TA909EL88EPRALID-3111'},
 '1000': {'AD429EL53ESWANID-39525',
  'NE343TL04AYTANID-36695',
  'NE343TL08CLBANID-37856',
  'WA351SP55YRCANID-34944'},
 '1003': {'EX335TL07AFKANID-36080',
  'NE343TL19AEYANID-36068',
  'PO186TL40ZHBANID-35403',
  'SW459TL33BJEANID-37038'},
 '1033': {'BE139SP51GFKANID-40583',
  'BL368HL62DZHANID-39004',
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  'OT882SP49GFMANID-40585'},
 '1005': {'AS100EL76EGLANID-39190',
  'BE129EL01TOOANID-31205',
  'FU348EL30ZHLANID-35415',
  'MA129HL38CVLANID-38206'},
 '1053': {'HP467EL57JZIALID-6742',
  'HP467EL70HPHALID-5129',
  'HP467EL71HPGALID-5128',
  'NE739EL06ORLANID-27491'},
 '1067': {'BL152EL67KCUALID-6832',
  'MD150SP14PKJANID-27983',
  'NE739EL06ORLANID-27491',
  'SA848EL49AVEALID-550'},
 '1068': {'CA189EL95BSIANID-37337',
  'SA850EL00DXVANID-38966',
  'SA850EL01DXUANID-38965',
  'SA850EL04DXRANID-38962'},
 '1088': {'BE129EL01TOOANID-31205',
  'ED384ME34ELXANID-39332',
  'ED384ME48ELJANID-39318',
  'MA172TL51XAYANID-33772'},
 '1089': {'AP082EL39CPSALID-1760',
  'FU348EL84FUPALID-3915',
  'SA848EL33BHIALID-866',
  'SA848EL88DOTALID-2411'},
 '1099': {'AP082EL11BMAALID-988',
  'BL152EL02JIFALID-6297',
  'BL152EL77CSCALID-1822',
  'SA848EL88DOTALID-2411'},
 '1105': {'BL152EL67KCUALID-6832',
  'GR087ME36QVB-11362',
  'GR087ME47QUQ-11351',
  'GR087ME65QTY-11333'},
 '1122': {'CA189EL06JPTALID-6493',
  'NI743EL92AHZALID-207',
  'SA848EL28JHFALID-6271',
  'TE913EL90ELTALID-3009'},
 '1128': {'BL152EL87CRSALID-1812',
  'BL152EL92QAPANID-28441',
  'SA848EL54JGFALID-6245',
  'SE143HB19OYQANID-27678'},
 '1133': {'GR087ME11SIM-12387',
  'LG639EL06APDALID-393',
  'PH789EL83AAQALID-16',
  'SA848EL71FSEANID-21426'},
 '1140': {'BL152EL67KCUALID-6832',
  'GO360TB19XNSANID-34120',
  'SI138TB02ORPANID-27495',
  'WE133EL60ADJANID-36029'},
 '1152': {'NI743EL09ORIANID-27488',
  'OG370TL34BJDANID-37037',
  'PO186TL76VRJANID-32799',
  'SW459TL33BJEANID-37038'},
 '1198': {'DI126TB91FJSANID-21206',
  'DI126TB95FJOANID-21202',
  'DI126TB98FJLANID-21199',
  'NE739EL01BSCANID-37331'},
 '1213': {'DI126TB31FIEANID-21166',
  'KO156HL39PRCANID-28194',
  'MA129HL25GBQANID-21672',
  'MA130HL30GBLANID-21667'},
 '1247': {'KO238HL71TXKANID-31444',
  'NE739EL48GFNANID-40586',
  'NE739EL70KMFANID-43889',
  'NE739EL71KMEANID-43888'},
 '1254': {'BL152EL67KCUALID-6832',
  'KI442EL66ASNANID-36523',
  'KI593EL69ASKANID-36520',
  'NE739EL98NRTANID-47131'},
 '1227': {'SH866EL16YWLANID-35085',
  'WA362HB68XPRANID-34200',
  'WA362HB69XPQANID-34199',
  'WA362HB70XPPANID-34198'},
 '1255': {'GR087ME75LWQ-8023',
  'GW166HB93QEKANID-28587',
  'LG639EL79AQEALID-420',
  'SE143HB57PBAANID-27740'},
 '1260': {'BL301HL53VCWANID-32375',
  'PA775EL01HRYALID-5198',
  'PA775EL99HSAALID-5200',
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  'SA850EL23EKMALID-2976'},
 '14738': {'GA245HL84UATANID-31531',
  'GA245HL86UARANID-31529',
  'KI593EL68ASLANID-36521',
  'MD150SP14PKJANID-27983'},
 '15287': {'MA129HL23VTKANID-32875',
  'MA130HL29AQCANID-36436',
  'MA130HL30AQBANID-36435',
  'SE143HB46PBLANID-27751'},
 '15281': {'MA129HL03VUEANID-32965',
  'MA129HL23VTKANID-32875',
  'MA129HL25VTIANID-32953',
  'MA130HL30AQBANID-36435'},
 '15319': {'KI442EL91BKUANID-37083',
  'MO726EL78VNLANID-32650',
  'NA220HL94AZDANID-36705',
  'NA220HL95AZCANID-36704'},
 '15322': {'GR087ME37UBQ-13561',
  'GR087ME40PEP-10258',
  'GR087ME48IRZANID-23449',
  'GR087ME51TAE-12847'},
 '15323': {'BL152EL12JHVALID-6287',
  'BL152EL85CRUALID-1814',
  'BL152EL87CRSALID-1812',
  'BL152EL92QAPANID-28441'},
 '15325': {'RA140TB07ANCANID-36349',
  'RM139TB41OTYANID-27556',
  'RM139TB79UAYANID-31536',
  'SI138TB73OSSANID-27524'},
 '15293': {'RM139TB29TZAANID-31486',
  'RM139TB30TYZANID-31485',
  'RM139TB64OTBANID-27533',
  'RM139TB71OSUANID-27526'},
 '13156': {'CA189EL53AVAALID-546',
  'CL225EL93ZQOANID-35687',
  'NE739EL01BSCANID-37331',
  'NE739EL96CHRANID-37763'},
 '15338': {'SE143HB46PBLANID-27751',
  'WA362HB09BCKANID-36815',
  'WA362HB69XPQANID-34199',
  'WA362HB97BCWANID-36827'},
 '15340': {'WA362HB01BCSANID-36823',
  'WA362HB12BCHANID-36812',
  'WA362HB69XPQANID-34199',
  'WA362HB97BCWANID-36827'},
 '15355': {'AC465SP80BPBANID-37250',
  'AC465SP81BPAANID-37249',
  'BU233HL22COJANID-37942',
  'WA351SP66XEFANID-33857'},
 '15376': {'GR087ME11BMYANID-18586',
  'GR087ME52XDVANID-15646',
  'HP467EL74JYRALID-6725',
  'SA850EL25BFQANID-36901'},
 '15387': {'NE739EL00BSDANID-37332',
  'NE739EL01BSCANID-37331',
  'NE739EL02BSBANID-37330',
  'NE739EL06BGJANID-36922'},
 '15421': {'GR087ME40GEXANID-21757',
  'GR087ME93TGG-13005',
  'NO749EL48BETANID-36876',
  'NO749EL60JFZALID-6239'},
 '15423': {'GO439HL01AREANID-36476',
  'MA129HL23GBSANID-21674',
  'MA696HL22BFTANID-36906',
  'SA395EL63ZGEANID-35380'},
 '15428': {'BL394HB40ATNANID-36552',
  'WA362HB01BCSANID-36823',
  'WA362HB13BCGANID-36811',
  'WA362HB15BCEANID-36809'},
 '4332': {'BL301HL44VDFANID-32384',
  'BU233HL13TRYANID-31302',
  'SI182HL96QPVANID-28884',
  'ZE306HL83ZFKANID-35360'},
 '15346': {'EL086ME30ISRANID-23467',
  'EL086ME35QNK-11163',
  'EL086ME98QKZ-11100',
  'EL086ME99PCI-10199'},
 '15402': {'EL086ME36QNJ-11162',
  'GR087ME55THS-13043',
  'GR087ME61TLI-13137',
  'GR087ME66XKZANID-15832'},
 '15444': {'LO651EL27FFKANID-39857',
  'MD150SP13PKKANID-27984',
  'SA395EL21ZDYANID-35319',
  'TO241HL11ZPWANID-35669'},
 '15490': {'WA362HB14BCFANID-36810',
  'WA362HB37ZHEANID-35408',
  'WA362HB66XPTANID-34202',
  'WA362HB97BCWANID-36827'},
 '15078': {'GL338HL56VSDANID-32819',
  'KI593EL68ASLANID-36521',
  'SA848EL41BMSANID-37171',
  'SA848EL55JGEALID-6244'},
 '15497': {'KI593EL68ASLANID-36521',
  'KI593EL69ASKANID-36520',
  'KI593EL70ASJANID-36519',
  'MA129HL24GBRANID-34127'},
 '15522': {'KI593EL69ASKANID-36520',
  'SA848EL32CRVANID-38113',
  'SA848EL85FRQANID-21412',
  'SA850EL06DXPANID-38960'},
 '15517': {'KI593EL68ASLANID-36521',
  'NE343TL23AEUANID-36082',
  'PR445HL28ATZANID-36564',
  'SA395EL63ZGEANID-35380'},
 '15541': {'CO142HB39OXWANID-27658',
  'WA362HB00BCTANID-36824',
  'WA362HB14BCFANID-36810',
  'WA362HB15BCEANID-36809'},
 '15549': {'BL152EL92QAPANID-28441',
  'OG370TL91XWMANID-34389',
  'RM139TB27TZCANID-31488',
  'RM139TB67OSYANID-27530'},
 '15539': {'BL152EL81CRYALID-1818',
  'DE237HB10TSBANID-31305',
  'GR087ME37TQC-13261',
  'WA362HB69XPQANID-34199'},
 '15441': {'CL225EL12AUPANID-36580',
  'EU364TL73XTIANID-34295',
  'MO726EL42YNTANID-34857',
  'NI743EL12AHFALID-187'},
 '15563': {'AC016EL05YHMANID-34694',
  'LI366TL51XUEANID-34329',
  'MO726EL42YNTANID-34857',
  'NE343TL74VVHANID-32924'},
 '15611': {'CA189EL61JZEALID-6738',
  'KE239HL13ZPUANID-35667',
  'MA129HL23GBSANID-21674',
  'PY258HL29UKOANID-31845'},
 '15635': {'EU364TL73XTIANID-34295',
  'EU364TL74XTHANID-34294',
  'KI593EL68ASLANID-36521',
  'KI593EL69ASKANID-36520'},
 '15656': {'GR087ME19HZWANID-22978',
  'GR087ME51XDWANID-15647',
  'WA362HB18BCBANID-36806',
  'WA362HB68XPRANID-34200'},
 '15694': {'HP467EL75JYQALID-6724',
  'TR212TL05BRYANID-37329',
  'TR212TL57UBUANID-31558',
  'YA249TL21UDEANID-31602'},
 '15714': {'CA189EL21HNIALID-5078',
  'GR087ME14TFL-12984',
  'NE739EL91DUIANID-38875',
  'SA850EL24BFRANID-36900'},
 '15710': {'BM137SP66PIJANID-31130',
  'DL368HL32XUXANID-34348',
  'WA362HB07BCMANID-36817',
  'WA362HB16BCDANID-36808'},
 '15666': {'KI593EL68ASLANID-36521',
  'MD150SP26DPDANID-38731',
  'PY258HL25UKSANID-31849',
  'PY258HL33UKKANID-31841'},
 '15734': {'AM393SP39ZDGANID-35301',
  'BL301HL56VCTANID-32372',
  'NE739EL50BAVANID-36749',
  'RU329SP89VNAANID-32639'},
 '15737': {'PH789EL05DKGALID-2294',
  'PO017EL72CXZANID-38283',
  'RU329SP89CTMANID-38156',
  'TA907EL65CUKANID-38180'},
 '15760': {'LA407HL43ZWIANID-35841',
  'RU329SP12VMDANID-32616',
  'VI385HL04ZILANID-35444',
  'VI385HL13ZICANID-35435'},
 ...}

Its attributes hold_out and only_new simply reflect the respective arguments from the last call to the split() method and, hard to guess, number_of_cases yields the number of test cases.



In [9]:

    
print(data.test.hold_out)
print(data.test.only_new)
print(data.test.number_of_cases)









    



4
False
2873

NOTE: Should you wish to split the same data again, but this time with different settings, no need to read it in again. Just call split() again.



In [10]:

    
data.split(6, True)

print(data.train.user.count)
print(data.test.number_of_cases)

And that's it for the equally powerful and convenient TrainTest data structure.



In [ ]: