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Einführung

Willkommen bei "Komm' wir spielen NSA!"!

Dieses Notebook ist eine kleine Einführung in die Data Science Welt mit Python, dem Notebook-System Jupyter, dem Datenanalyse-Framework Pandas, der Visualisierungsbibliothek "matplotlib" und der Machine-Learning-Bibliothek "scikit-learn".

Die Aufgabe ist, aus dem Mitschnitt von Telefon-Metadaten herauszufinden, wo die von uns verdächtigte Person namens "John Doe" wohnt. Ganz nebenbei lernen wir die wichtigsten Dinge im Umgang mit Python & Co. .

Das Notebook erklärt hierzu immer die Funktionsweisen und die Aufgaben der notwendigen Analyseschritte.

Importieren von Bibliotheken

Als erstes wollen wir über den in Python üblichen Weg das Modul "Pandas" einbinden.

Generell können sog. Module auf mehrere Arten eingebunden werden:

  • Einfaches Einbinden mittels import <modul>, z. B. import pandas
  • Einbinden mit separatem Namen mittels import <modul> as <name>, z. B. import pandas as pd
  • Einbinden eines Untermoduls mittels from <hauptmodul> import <modul>, z. B. from matplotlib import pyplot

Wir möchten gerne das Modul "Pandas" als pd einbinden. Die Zelle können wir dann mit dem Tastenkürzel Shift + Enter ausführen.





In [1]:



    


import pandas as pd

Interaktive Hilfe

Ob das Importieren des Moduls auch wirklich funktioniert hat, können wir prüfen, in dem wir mit dem pd-Modul arbeiten. Dazu hängen wir an die pd-Variable den ? Operator an und führen die Zelle aus. Es erscheint die Dokumentation des Moduls im unteren Bereich des Notebooks. Diesen Bereich können wir durchlesen und mit der Taste ESC auch wieder verschwinden lassen.





In [2]:



    


pd?

Die weitere Funktionalität der Pandas-Bibliothek können wir erkunden, indem wir die Methoden von Pandas ansehen. Dazu verwenden wir pd. und nutzen die integrierte Autovervollständigung von Jupyter mittels der Tabulatortaste Tab, um zu sehen, welche Methoden uns Pandas bietet. Gehen wir dann mit der Pfeiltaste unten z. B. auf Categorical, drücken Enter und schließend Shift+ Tab, dann erscheint die Signatur des entsprechenden Funktionalität und der Ausschnitt der Hilfedokumentation. Bei zweimaligem Drücken von Shift + Tab erscheint die Hilfe vollständig.





In [3]:



    


pd.Categorical



    


















    
Out[3]:








pandas.core.arrays.categorical.Categorical

Laden von Daten

Als nächstes Laden wir Telefon-Metadaten (sog. CDRs: Call Data Records) aus einer Datei mit kommaseparierten Daten (einer "CSV"-Datei: "Comma-separated values").

Pandas bietet hierzu eine Methode namens read_csv. Diese nimmt als ersten Parameter einen Pfad entgegen. Diverse andere Argumente können angegeben werden, um spezielle Varianten von CSV-Dateien einlesen zu können. Z. B.

  • sep: Trennzeichen für Daten in einer Zeile wie etwa sep=";"
  • encoding: andere Zeichenkodierungen wie etwa encoding="latin-1"
  • dtype: Zuordnung von Spalten zu speziellen Datentypen wie etwa dtype={ 0:str }

Lesen wir erst einmal die Datei data/CDR_data.csv ohne jegliche Argumente ein. Diese Datei enthält die für 10 Mobilfunknutzer gesammelten Telefon-Metadaten über drei Jahre hinweg. Folgende Informationen sind darin enthalten:

  • In: Die anrufende Telefonnummer
  • Out: Die ausgehende Telefonnummer
  • Direction: Die Richtung des Telefonats
  • CallTimestamp: Der Zeitstempel des Anrufs
  • Duration: Die Dauer des Telefonats
  • TowerID: Die ID des ersten Mobilfunkmasten, der beim Anruf genutzt wurde

Wir lesen die Daten ein und weisen das Ergebnis mittels = der neuen Variable cdr zu. Mittels der Methode head() können wir uns dann in der Folgezeile die ersten fünf Einträge anzeigen lassen.





In [146]:



    


cdr = pd.read_excel('data/CDR_data.xlsx', dtype={0:str, 1:str})
cdr.head()



    


















    
Out[146]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
    

  
  
    

      0
      04638472273
      02666307251
      Incoming
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
    

    

      1
      04638472273
      01755442610
      Incoming
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
    

    

      2
      04638472273
      05481755331
      Incoming
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
    

    

      3
      04638472273
      01755442610
      Incoming
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
    

    

      4
      04638472273
      02145623768
      Incoming
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
    

  




















In [98]:



    


cdr["Direction"].value_counts()



    


















    
Out[98]:








Incoming    35626
Missed      17562
Name: Direction, dtype: int64

















In [147]:



    


cdr.loc[cdr["Direction"] == "Incoming", "Dir"] = "->"
cdr.loc[cdr["Direction"] == "Missed", "Dir"] = "-X"
cdr['Call'] = cdr['Out'] + cdr['Dir'] + cdr['In']
cdr.head()



    


















    
Out[147]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      Dir
      Call
    

  
  
    

      0
      04638472273
      02666307251
      Incoming
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      ->
      02666307251->04638472273
    

    

      1
      04638472273
      01755442610
      Incoming
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      ->
      01755442610->04638472273
    

    

      2
      04638472273
      05481755331
      Incoming
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      05481755331->04638472273
    

    

      3
      04638472273
      01755442610
      Incoming
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      01755442610->04638472273
    

    

      4
      04638472273
      02145623768
      Incoming
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      ->
      02145623768->04638472273
    

  




















In [200]:



    


cdr["td"] = pd.to_timedelta(cdr['Duration'])
cdr["td"].head()



    


















    
Out[200]:








0   00:02:41.741499
1   00:02:47.108750
2   00:04:35.356341
3   00:02:23.498499
4   00:03:54.692497
Name: td, dtype: timedelta64[ns]

















In [210]:



    


cdr['Start'] = pd.to_datetime(cdr['CallTimestamp'])
cdr['End'] = cdr['Start'] + cdr["td"]
cdr.head()



    


















    
Out[210]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      Dir
      Call
      Start
      End
      NewDur
      td
    

  
  
    

      0
      04638472273
      02666307251
      Incoming
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      ->
      02666307251->04638472273
      2010-12-25 07:16:24.736813
      2010-12-25 07:19:06.478312
      00:00:03.234829
      00:02:41.741499
    

    

      1
      04638472273
      01755442610
      Incoming
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      ->
      01755442610->04638472273
      2010-12-25 21:18:30.053710
      2010-12-25 21:21:17.162460
      00:00:03.342175
      00:02:47.108750
    

    

      2
      04638472273
      05481755331
      Incoming
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      05481755331->04638472273
      2010-12-25 14:52:42.878016
      2010-12-25 14:57:18.234357
      00:00:05.507126
      00:04:35.356341
    

    

      3
      04638472273
      01755442610
      Incoming
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      01755442610->04638472273
      2010-12-25 16:02:09.001913
      2010-12-25 16:04:32.500412
      00:00:02.869969
      00:02:23.498499
    

    

      4
      04638472273
      02145623768
      Incoming
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      ->
      02145623768->04638472273
      2010-12-25 15:28:35.028554
      2010-12-25 15:32:29.721051
      00:00:04.693849
      00:03:54.692497
    

  




















In [212]:



    


cdr['End'] = cdr.loc[cdr['Direction'] == "Missed", 'End'] = pd.to_timedelta("00:00:01.00")
cdr.head()



    


















    
Out[212]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      Dir
      Call
      Start
      End
      NewDur
      td
    

  
  
    

      0
      04638472273
      02666307251
      Incoming
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      ->
      02666307251->04638472273
      2010-12-25 07:16:24.736813
      00:00:01
      00:00:03.234829
      00:02:41.741499
    

    

      1
      04638472273
      01755442610
      Incoming
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      ->
      01755442610->04638472273
      2010-12-25 21:18:30.053710
      00:00:01
      00:00:03.342175
      00:02:47.108750
    

    

      2
      04638472273
      05481755331
      Incoming
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      05481755331->04638472273
      2010-12-25 14:52:42.878016
      00:00:01
      00:00:05.507126
      00:04:35.356341
    

    

      3
      04638472273
      01755442610
      Incoming
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      01755442610->04638472273
      2010-12-25 16:02:09.001913
      00:00:01
      00:00:02.869969
      00:02:23.498499
    

    

      4
      04638472273
      02145623768
      Incoming
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      ->
      02145623768->04638472273
      2010-12-25 15:28:35.028554
      00:00:01
      00:00:04.693849
      00:03:54.692497
    

  




















In [213]:



    


cdr["NewDur"] = cdr['End'] - cdr['Start']
cdr[['Direction', 'NewDur', 'Duration']]



    


















    






---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-213-835fc30c76ba> in <module>
----> 1 cdr["NewDur"] = cdr['End'] - cdr['Start']
      2 cdr[['Direction', 'NewDur', 'Duration']]

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\ops.py in wrapper(left, right)
   1053 
   1054         elif is_timedelta64_dtype(left):
-> 1055             result = dispatch_to_index_op(op, left, right, pd.TimedeltaIndex)
   1056             return construct_result(left, result,
   1057                                     index=left.index, name=res_name,

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\ops.py in dispatch_to_index_op(op, left, right, index_class)
   1099         left_idx = left_idx._shallow_copy(freq=None)
   1100     try:
-> 1101         result = op(left_idx, right)
   1102     except NullFrequencyError:
   1103         # DatetimeIndex and TimedeltaIndex with freq == None raise ValueError

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\ops.py in wrapper(left, right)
   1047 
   1048         if is_datetime64_dtype(left) or is_datetime64tz_dtype(left):
-> 1049             result = dispatch_to_index_op(op, left, right, pd.DatetimeIndex)
   1050             return construct_result(left, result,
   1051                                     index=left.index, name=res_name,

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\ops.py in dispatch_to_index_op(op, left, right, index_class)
   1099         left_idx = left_idx._shallow_copy(freq=None)
   1100     try:
-> 1101         result = op(left_idx, right)
   1102     except NullFrequencyError:
   1103         # DatetimeIndex and TimedeltaIndex with freq == None raise ValueError

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\ops.py in rsub(left, right)
    115 
    116 def rsub(left, right):
--> 117     return right - left
    118 
    119 

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\indexes\datetimelike.py in __sub__(self, other)
    915             elif is_datetime64_dtype(other) or is_datetime64tz_dtype(other):
    916                 # DatetimeIndex, ndarray[datetime64]
--> 917                 result = self._sub_datelike(other)
    918             elif isinstance(other, Index):
    919                 raise TypeError("cannot subtract {cls} and {typ}"

C:\dev\apps\Anaconda3\lib\site-packages\pandas\core\indexes\timedeltas.py in _sub_datelike(self, other)
    433         assert other is not NaT
    434         raise TypeError("cannot subtract a datelike from a {cls}"
--> 435                         .format(cls=type(self).__name__))
    436 
    437     def _addsub_offset_array(self, other, op):

TypeError: cannot subtract a datelike from a TimedeltaIndex
















In [172]:



    


cdr[['Call', 'Start', 'End', 'TowerID']].to_csv('cdr_raw_data.csv', index=None)



    











In [173]:



    


pd.read_csv("cdr_raw_data.csv")



    


















    
Out[173]:











  
    

      
      Call
      Start
      End
      TowerID
    

  
  
    

      0
      02666307251->04638472273
      2010-12-25 07:16:24.736813
      2010-12-25 07:19:06.478312
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
    

    

      1
      01755442610->04638472273
      2010-12-25 21:18:30.053710
      2010-12-25 21:21:17.162460
      aeaf8b43-8034-44fe-833d-31854a75acbf
    

    

      2
      05481755331->04638472273
      2010-12-25 14:52:42.878016
      2010-12-25 14:57:18.234357
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
    

    

      3
      01755442610->04638472273
      2010-12-25 16:02:09.001913
      2010-12-25 16:04:32.500412
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
    

    

      4
      02145623768->04638472273
      2010-12-25 15:28:35.028554
      2010-12-25 15:32:29.721051
      95d7920d-c3cd-4d20-a568-9a55800dc807
    

    

      5
      02946222380->04638472273
      2010-12-25 11:38:17.275327
      2010-12-25 11:41:23.945682
      95c91e8b-6ff1-4893-9df3-b0342636bd25
    

    

      6
      07841019020-X04638472273
      2010-12-25 10:38:35.924232
      2010-12-25 10:40:38.779500
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
    

    

      7
      06092528894-X01559410755
      2010-12-25 15:15:56.502972
      2010-12-25 15:27:49.455159
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

      8
      06092528894->01559410755
      2010-12-25 20:15:19.667734
      2010-12-25 20:27:12.618814
      f958754c-3d55-47c4-8236-50b964a7b997
    

    

      9
      08125446700-X01559410755
      2010-12-25 10:01:02.162977
      2010-12-25 10:15:13.209821
      07dec2d7-b5d1-410d-8879-ecf7385af719
    

    

      10
      05452154622->01559410755
      2010-12-25 19:57:00.050868
      2010-12-25 20:11:40.370545
      f958754c-3d55-47c4-8236-50b964a7b997
    

    

      11
      01747156055->01559410755
      2010-12-25 10:08:39.978468
      2010-12-25 10:20:46.805046
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

      12
      08484043137->01559410755
      2010-12-25 20:57:01.994902
      2010-12-25 21:11:12.479914
      1cffcc44-1c60-4ca2-9a37-d3862bbe9702
    

    

      13
      04182819078->01559410755
      2010-12-25 17:35:08.626059
      2010-12-25 17:49:22.941518
      d4e84085-292b-4fcb-bdc1-9813ca24e696
    

    

      14
      08484043137->01559410755
      2010-12-25 09:07:13.394117
      2010-12-25 09:20:59.797772
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

      15
      06448594093-X01559410755
      2010-12-25 15:07:17.355913
      2010-12-25 15:17:38.000126
      73900a57-7f0f-46e8-a30b-aa84828eee40
    

    

      16
      07137960738->01559410755
      2010-12-25 19:18:03.939869
      2010-12-25 19:28:46.857499
      8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0
    

    

      17
      06092528894->01559410755
      2010-12-25 18:10:29.499063
      2010-12-25 18:22:15.766882
      e3572de6-38e5-4e79-978d-f42e6da3f4ec
    

    

      18
      07823046796->01559410755
      2010-12-25 20:20:55.897851
      2010-12-25 20:35:06.825281
      da558347-0be4-401a-ab65-f19d136e2542
    

    

      19
      08484043137->01559410755
      2010-12-25 13:59:57.222163
      2010-12-25 14:13:03.174725
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

      20
      01146268309->01559410755
      2010-12-25 19:10:22.023712
      2010-12-25 19:25:52.304713
      245134b4-96ca-455e-a5dc-2b5777c00d62
    

    

      21
      06092528894->01559410755
      2010-12-25 18:50:44.661851
      2010-12-25 19:03:32.611113
      3adc057c-4ec8-44b7-bf6b-7b1c4fe9a99a
    

    

      22
      04182819078->01559410755
      2010-12-25 09:08:03.428833
      2010-12-25 09:20:01.373124
      5fcc412a-14ac-4ee2-8fb2-86353c7b5750
    

    

      23
      04091221367-X01559410755
      2010-12-25 11:04:34.187041
      2010-12-25 11:17:02.859347
      4a5bbfd1-8f33-4b5a-8f67-ffb4a3ff4c10
    

    

      24
      08484043137->01559410755
      2010-12-25 15:31:12.565107
      2010-12-25 15:43:50.702925
      0b8b52af-9b05-42bf-808c-f840d5aa56a0
    

    

      25
      00908094484-X01559410755
      2010-12-25 10:33:06.279349
      2010-12-25 10:47:10.017546
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

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      08125446700->01559410755
      2010-12-25 15:07:22.132763
      2010-12-25 15:19:32.645919
      0a5847f3-01e3-48fa-8774-fea5b715bf99
    

    

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      00908094484->01559410755
      2010-12-25 09:58:24.802820
      2010-12-25 10:11:43.742243
      07dec2d7-b5d1-410d-8879-ecf7385af719
    

    

      28
      06948482470->01559410755
      2010-12-25 15:16:01.409637
      2010-12-25 15:31:20.033549
      2f649bf1-5a42-47c0-b53f-bc6874f97cab
    

    

      29
      06448594093-X01559410755
      2010-12-25 14:35:05.402468
      2010-12-25 14:46:21.774653
      b4319acf-b475-4c3e-a2e0-03b2dd2daf9e
    

    

      ...
      ...
      ...
      ...
      ...
    

    

      53158
      00876725672-X02068627935
      2013-02-26 16:41:49.654046
      2013-02-26 16:47:01.897530
      d532d9c4-51c3-4cad-b51a-ab377700dc1a
    

    

      53159
      01281926045->02068627935
      2013-02-26 07:54:27.396609
      2013-02-26 08:00:08.688691
      8cff2e28-e040-43e6-b452-3aef8740f416
    

    

      53160
      09477125894->02068627935
      2013-02-26 18:38:10.758528
      2013-02-26 18:43:28.240669
      e6c68941-4ba2-4eb6-92c6-a3fa3f16847e
    

    

      53161
      03403144227-X02068627935
      2013-02-26 08:47:24.443294
      2013-02-26 08:52:37.453944
      5085f23b-02df-4fd0-8892-d188644151fd
    

    

      53162
      02447643000->02068627935
      2013-02-26 18:48:30.906923
      2013-02-26 18:53:32.979921
      69f4f4a1-8055-4c75-ac86-404d4a3f16d0
    

    

      53163
      03083991963-X02068627935
      2013-02-26 18:09:31.950138
      2013-02-26 18:14:37.675828
      9baa92e7-e990-4e9e-8c0a-4c17cb4ecc7c
    

    

      53164
      09477125894-X02068627935
      2013-02-26 19:35:43.088890
      2013-02-26 19:39:26.319215
      69f4f4a1-8055-4c75-ac86-404d4a3f16d0
    

    

      53165
      00616374815->02894365987
      2013-02-26 07:34:09.466812
      2013-02-26 07:42:23.777031
      f306a05f-620a-4b47-a64f-efdadc0294e4
    

    

      53166
      09438365642->02894365987
      2013-02-26 11:40:03.839954
      2013-02-26 11:47:36.479776
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53167
      03922966733->02894365987
      2013-02-26 16:54:59.817237
      2013-02-26 17:02:04.133608
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53168
      07216979669-X02894365987
      2013-02-26 10:54:48.830800
      2013-02-26 11:02:25.471719
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53169
      06939456722->02894365987
      2013-02-26 19:43:37.265428
      2013-02-26 19:52:41.147718
      583c5185-f9ad-406b-a986-4e0bff20f10a
    

    

      53170
      07310853860->02894365987
      2013-02-26 09:12:39.891258
      2013-02-26 09:20:28.850768
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53171
      03340422162->02894365987
      2013-02-26 08:31:21.292908
      2013-02-26 08:38:18.327379
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53172
      05070881310->02894365987
      2013-02-26 13:01:17.685045
      2013-02-26 13:09:34.074750
      b39eb337-5811-43c3-a3ab-fddbe4f6d728
    

    

      53173
      07310853860->02894365987
      2013-02-26 08:52:00.798370
      2013-02-26 08:59:09.875621
      282d497a-034e-4423-b9aa-5f61c05d1d11
    

    

      53174
      06451037309-X02894365987
      2013-02-26 18:27:58.464256
      2013-02-26 18:34:41.331680
      0e14fe0e-25fe-445d-ad29-c2595a484be9
    

    

      53175
      03348173258->02894365987
      2013-02-26 16:41:42.335735
      2013-02-26 16:48:09.632696
      8f8c676c-e676-41eb-b698-26142e84a20b
    

    

      53176
      06257308280->02894365987
      2013-02-26 07:59:55.051151
      2013-02-26 08:06:57.780682
      82e3e882-8cf4-4f65-9eaa-3e0dd372a9e5
    

    

      53177
      07003421569->02894365987
      2013-02-26 08:19:08.261933
      2013-02-26 08:28:16.105765
      fbb206b6-e592-4257-b88f-e279773e9c24
    

    

      53178
      07310853860-X02894365987
      2013-02-26 19:07:09.768742
      2013-02-26 19:13:27.787573
      fd8be326-fe13-43c4-b040-c4d0a79f1bc7
    

    

      53179
      02551237669->02894365987
      2013-02-26 15:54:22.400136
      2013-02-26 16:01:23.160460
      fbb206b6-e592-4257-b88f-e279773e9c24
    

    

      53180
      00265146067->02894365987
      2013-02-26 19:51:03.020138
      2013-02-26 20:00:18.491396
      fd8be326-fe13-43c4-b040-c4d0a79f1bc7
    

    

      53181
      06451037309-X02894365987
      2013-02-26 07:59:17.832810
      2013-02-26 08:08:46.294197
      33cd3264-5982-4fbb-86d5-071d21918b5c
    

    

      53182
      00172334479->08549533077
      2013-02-26 18:44:03.914215
      2013-02-26 18:48:06.814388
      232edf2b-a92a-4bf2-98ab-029d1f7f9dad
    

    

      53183
      00491169353-X08549533077
      2013-02-26 19:11:18.125445
      2013-02-26 19:15:23.781776
      6c1f0271-70e2-4ea6-bb8b-23b3b0b06117
    

    

      53184
      02362231379->08549533077
      2013-02-26 18:01:56.075434
      2013-02-26 18:03:49.924031
      a11a02cf-73c6-479c-8cf1-8fbee7917716
    

    

      53185
      00186272563->08549533077
      2013-02-26 16:08:57.602134
      2013-02-26 16:10:55.179683
      06fe2702-1f88-4dfd-90d6-22c2d3227855
    

    

      53186
      02288700880->08549533077
      2013-02-26 08:01:39.721347
      2013-02-26 08:03:19.411845
      269b1e26-49c4-4308-8879-8f2d37528c8a
    

    

      53187
      00491169353->08549533077
      2013-02-26 10:47:00.637845
      2013-02-26 10:50:43.233091
      269b1e26-49c4-4308-8879-8f2d37528c8a
    

  



53188 rows × 4 columns



















In [143]:



    


cdr[['Caller', 'Symbol', 'Callee']] = cdr['Call'].str.split("(->|-X)", expand=True)
cdr.head()



    


















    
Out[143]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      Dir
      Call
      Caller
      Action
      Callee
      Symbol
    

  
  
    

      0
      04638472273
      02666307251
      ->
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      ->
      02666307251->04638472273
      02666307251
      Incoming
      04638472273
      ->
    

    

      1
      04638472273
      01755442610
      ->
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      ->
      01755442610->04638472273
      01755442610
      Incoming
      04638472273
      ->
    

    

      2
      04638472273
      05481755331
      ->
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      05481755331->04638472273
      05481755331
      Incoming
      04638472273
      ->
    

    

      3
      04638472273
      01755442610
      ->
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      01755442610->04638472273
      01755442610
      Incoming
      04638472273
      ->
    

    

      4
      04638472273
      02145623768
      ->
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      ->
      02145623768->04638472273
      02145623768
      Incoming
      04638472273
      ->
    

  




















In [145]:



    


cdr['Action'] = cdr['Symbol'].map(
    {
        "->" : "Incoming",
        "-X" : "Missed"
    })
cdr.head()



    


















    
Out[145]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      Dir
      Call
      Caller
      Action
      Callee
      Symbol
    

  
  
    

      0
      04638472273
      02666307251
      ->
      2010-12-25 07:16:24.736813
      0:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      ->
      02666307251->04638472273
      02666307251
      Incoming
      04638472273
      ->
    

    

      1
      04638472273
      01755442610
      ->
      2010-12-25 21:18:30.053710
      0:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      ->
      01755442610->04638472273
      01755442610
      Incoming
      04638472273
      ->
    

    

      2
      04638472273
      05481755331
      ->
      2010-12-25 14:52:42.878016
      0:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      05481755331->04638472273
      05481755331
      Incoming
      04638472273
      ->
    

    

      3
      04638472273
      01755442610
      ->
      2010-12-25 16:02:09.001913
      0:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      ->
      01755442610->04638472273
      01755442610
      Incoming
      04638472273
      ->
    

    

      4
      04638472273
      02145623768
      ->
      2010-12-25 15:28:35.028554
      0:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      ->
      02145623768->04638472273
      02145623768
      Incoming
      04638472273
      ->
    

  




















In [90]:



    


writer = pd.ExcelWriter(r'C:\dev\repos\software-analytics\courses\python_pandas_basics\session0\output2.xlsx',
                        engine='xlsxwriter',
                        options={'strings_to_numbers': True})



    











In [91]:



    


cdr.to_excel(writer)



    











In [92]:



    


pd.read_excel("output.xlsx")



    


















    






---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
<ipython-input-92-9c7e7d208ce7> in <module>
----> 1 pd.read_excel("output.xlsx")

C:\dev\apps\Anaconda3\lib\site-packages\pandas\util\_decorators.py in wrapper(*args, **kwargs)
    176                 else:
    177                     kwargs[new_arg_name] = new_arg_value
--> 178             return func(*args, **kwargs)
    179         return wrapper
    180     return _deprecate_kwarg

C:\dev\apps\Anaconda3\lib\site-packages\pandas\util\_decorators.py in wrapper(*args, **kwargs)
    176                 else:
    177                     kwargs[new_arg_name] = new_arg_value
--> 178             return func(*args, **kwargs)
    179         return wrapper
    180     return _deprecate_kwarg

C:\dev\apps\Anaconda3\lib\site-packages\pandas\io\excel.py in read_excel(io, sheet_name, header, names, index_col, usecols, squeeze, dtype, engine, converters, true_values, false_values, skiprows, nrows, na_values, parse_dates, date_parser, thousands, comment, skipfooter, convert_float, **kwds)
    305 
    306     if not isinstance(io, ExcelFile):
--> 307         io = ExcelFile(io, engine=engine)
    308 
    309     return io.parse(

C:\dev\apps\Anaconda3\lib\site-packages\pandas\io\excel.py in __init__(self, io, **kwds)
    392             self.book = xlrd.open_workbook(file_contents=data)
    393         elif isinstance(self._io, compat.string_types):
--> 394             self.book = xlrd.open_workbook(self._io)
    395         else:
    396             raise ValueError('Must explicitly set engine if not passing in'

C:\dev\apps\Anaconda3\lib\site-packages\xlrd\__init__.py in open_workbook(filename, logfile, verbosity, use_mmap, file_contents, encoding_override, formatting_info, on_demand, ragged_rows)
    114         peek = file_contents[:peeksz]
    115     else:
--> 116         with open(filename, "rb") as f:
    117             peek = f.read(peeksz)
    118     if peek == b"PK\x03\x04": # a ZIP file

FileNotFoundError: [Errno 2] No such file or directory: 'output.xlsx'

Als nächstes sehen wir uns mit der info()-Methode an, was uns nun Pandas in die cdr-Variable geschrieben hat.





In [5]:



    


cdr.info()



    


















    






<class 'pandas.core.frame.DataFrame'>
RangeIndex: 53188 entries, 0 to 53187
Data columns (total 6 columns):
In               53188 non-null int64
Out              53188 non-null int64
Direction        53188 non-null object
CallTimestamp    53188 non-null object
Duration         53188 non-null object
TowerID          53188 non-null object
dtypes: int64(2), object(4)
memory usage: 2.4+ MB

DataFrame

Wir sehen, das wir nun einen DataFrame erhalten haben. Einen DataFrame können wir uns ersteinmal wie ein Excel-Arbeitsblatt vorstellen. Er besteht aus Zeilen ("rows") und Spalten ("columns"). Wir können auf Zeilen und Spalten Operationen beliebiger Art ausführen lassen. Vor allem die spaltenweise Verarbeitung ist hier sehr effizient gelöst.

Speziell unser DataFrame enthält nun 53188 Einträge von Telefonaten. Wir können das prüfen, indem wir über die in Python eingebauten len-Methode auf den unseren cdr-DataFrame anwenden.





In [6]:



    


len(cdr)



    


















    
Out[6]:








53188

Zudem sehen wir Informationen über die Datentypen in dem Dataframe. Die beiden ersten Spalten In und Out sind vom Typ int64, also Ganzzahlen, welche als 64-Bit gespeichert werden (können also sehr große Zahlen werden). Die vier anderen Spalten sind vom Typ object, was in unserem Fall soviel bedeutet, dass wir hier ersteinmal reine Zeichenketten bzw. Texte vorliegen haben.

Alle Spalten werden als non-null angezeigt. D. h. dass in jeder Reihe für jede Spalte immer ein Eintrag vorhanden ist.

Für einzelne Spalten eines DataFrames (den sog. Series) können ganz schnelle Auswertungen vornehmen. Z. B. können wir einmal nachsehen, wie lange die durchschnittliche Dauer aller Telefonate ist. Vorher müssen wir jedoch die Spalte noch in einen passenden Datentyp umwandeln. Pandas bietet uns hier verschiedene Helfermethoden, um dies zu bewerkstelligen:

  • to_numeric wandelt Daten in Zahlen um
  • to_datetime wandelt Daten in Datumsangaben um
  • to_timedelta wandelt Daten in Zeitangaben um

Hierzu nutzen wir die Spalte Duration und wenden darauf die Methode mean() an. Den Zugriff auf die Spalte können wir mittels zwei unterschiedlicher Schreibweisen vornehmen:

  • Map-Schreibweise: Hier verwenden wir eckige Klammern zum Zugriff auf eine Spalte: cdr['Duration']. Ein wesentlicher Vorteil dieser Schreibweise ist, dass hier jeder Spaltenname (z. B. mit Leerzeichen oder Zahlen) angesprochen werden kann
  • Attribut-Schreibweise: Hier können wir Spalte direkt auf dem DataFrame aufrufen: cdr.Duration. Ein Vorteil dieser Schreibweise ist, dass hier die Autovervollständigung funktioniert. Ich bevorzuge diese Schreibweise, soweit das möglich ist.

Wir wandeln die Spalte CallTimestamp mittels pd.to_datetime und die Spalte Duration mittels pd.to_timedelta entsprechend ihrer passenden Datentypen um. Die Ergebnisse speichern wir gleich wieder in die entsprechenden Spalten. Mit info() auf den DataFrame können wir nun kontrollieren, ob die Umwandlung erfolgreich war.





In [7]:



    


cdr.CallTimestamp = pd.to_datetime(cdr.CallTimestamp)
cdr.Duration = pd.to_timedelta(cdr.Duration)
cdr.info()



    


















    






<class 'pandas.core.frame.DataFrame'>
RangeIndex: 53188 entries, 0 to 53187
Data columns (total 6 columns):
In               53188 non-null int64
Out              53188 non-null int64
Direction        53188 non-null object
CallTimestamp    53188 non-null datetime64[ns]
Duration         53188 non-null timedelta64[ns]
TowerID          53188 non-null object
dtypes: datetime64[ns](1), int64(2), object(2), timedelta64[ns](1)
memory usage: 2.4+ MB

Nun können wir auf der Spalte Duration den Durchschnitt mit mean() berechnen.





In [8]:



    


cdr.Duration.mean()



    


















    
Out[8]:








Timedelta('0 days 00:06:17.955897')

Wir sehen, dass die durchschnittliche Anrufdauer bei etwa sechs Minuten liegt.





In [12]:



    


john_doe = cdr_names[ist_john_doe]
john_doe.head()



    


















    
Out[12]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      number
      name
    

  
  
    

      1
      4638472273
      2666307251
      Incoming
      2010-12-25 07:16:24.736813
      00:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      4638472273
      John Doe
    

    

      3
      4638472273
      1755442610
      Incoming
      2010-12-25 21:18:30.053710
      00:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      4638472273
      John Doe
    

    

      5
      4638472273
      5481755331
      Incoming
      2010-12-25 14:52:42.878016
      00:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      4638472273
      John Doe
    

    

      7
      4638472273
      1755442610
      Incoming
      2010-12-25 16:02:09.001913
      00:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      4638472273
      John Doe
    

    

      9
      4638472273
      2145623768
      Incoming
      2010-12-25 15:28:35.028554
      00:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      4638472273
      John Doe

Im nächsten Schritt interessiert uns, wo John Doe überall telefoniert. Wir wissen dank der TowerId, an welchem Mobilfunkmasten John Doe eingeloggt war, als das Telefonat stattgefunden hatte. In der Datei data/towers.csb haben wir zudem die Informationen, an welcher geografischen Koordinate sich ein Mobilfunkmast befindet. Diese Angaben sind pro TowerId als Breitengrad und Höhengrad abgelegt. Zuerst laden wir die entsprechende CSV-Datei mittels read_csv(). Wir geben zusätzlich mittels index_col=0 mit an, dass wir die erste Spalte im DataFrame als Index verwenden wollen.





In [13]:



    


towers = pd.read_csv("data/towers.csv", index_col=0)
towers.head()



    


















    
Out[13]:











  
    

      
      TowerLat
      TowerLon
    

    

      TowerID
      
      
    

  
  
    

      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      32.731611
      -96.709417
    

    

      aeaf8b43-8034-44fe-833d-31854a75acbf
      32.731722
      -96.709500
    

    

      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      32.899944
      -96.910389
    

    

      95d7920d-c3cd-4d20-a568-9a55800dc807
      32.899944
      -96.910389
    

    

      95c91e8b-6ff1-4893-9df3-b0342636bd25
      32.899944
      -96.910389

Zum Zusammenführen der Daten mit unseren bestehenden CDR-DataFrame können wir diesesmal die join()-Methode verwenden, da wir im towers DataFrame einen Index auf die TowerID-Spalte angelegt haben. Die join()-Methode kann nun auf dieser Basis die Daten zusammenführen. Dazu müssen wir noch angeben, welche Spalte im john_doe-DataFrame die Index-Spalte im anderen DataFrame repräsentiert. Das Ergebnis speichern wir in der Variable john_doe_towers.





In [14]:



    


john_doe_towers = john_doe.join(towers, on='TowerID')
john_doe_towers.head()



    


















    
Out[14]:











  
    

      
      In
      Out
      Direction
      CallTimestamp
      Duration
      TowerID
      number
      name
      TowerLat
      TowerLon
    

  
  
    

      1
      4638472273
      2666307251
      Incoming
      2010-12-25 07:16:24.736813
      00:02:41.741499
      0db53dd3-eb9c-4344-abc5-c2d74ebc3eec
      4638472273
      John Doe
      32.731611
      -96.709417
    

    

      3
      4638472273
      1755442610
      Incoming
      2010-12-25 21:18:30.053710
      00:02:47.108750
      aeaf8b43-8034-44fe-833d-31854a75acbf
      4638472273
      John Doe
      32.731722
      -96.709500
    

    

      5
      4638472273
      5481755331
      Incoming
      2010-12-25 14:52:42.878016
      00:04:35.356341
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      4638472273
      John Doe
      32.899944
      -96.910389
    

    

      7
      4638472273
      1755442610
      Incoming
      2010-12-25 16:02:09.001913
      00:02:23.498499
      fadaa83f-6001-45fd-aa4a-17d6c6b7ec00
      4638472273
      John Doe
      32.899944
      -96.910389
    

    

      9
      4638472273
      2145623768
      Incoming
      2010-12-25 15:28:35.028554
      00:03:54.692497
      95d7920d-c3cd-4d20-a568-9a55800dc807
      4638472273
      John Doe
      32.899944
      -96.910389

Nun können wir irgendwie nicht mehr erwarten zu sehen, wo die Telefonate durchgeführt wurden. Dazu plotten wir mit der Visualisierungsbibliothek "matplotlib" die entsprechenden Koordinaten der Mobilfunkmasten.





In [15]:



    


import matplotlib.pyplot as plt
import matplotlib

# sagt Jupyter, dass die Plotausgabe direkt im Notebook passieren soll
%matplotlib inline 
# macht die Plots schöner
matplotlib.style.use('ggplot')



    











In [16]:



    


ax = john_doe_towers.plot.scatter(
    x='TowerLon',
    y='TowerLat',
    alpha=0.1,
    title='Anruforte',
    s = 100)



    


















    
























In [17]:



    


from sklearn.cluster import KMeans

kmeans = KMeans(n_clusters = 2)
data = pd.concat([john_doe_towers.TowerLon, john_doe_towers.TowerLat], axis = 1)
labels = kmeans.fit_predict(data)
centroids = kmeans.cluster_centers_
ax.scatter(x = centroids[:, 0], y = centroids[:, 1], c = 'r', marker = 'x', s = 100)
ax.figure
#showandtell()  # TODO: Comment this line out when you're ready to proceed



    


















    
Out[17]:
























In [51]:



    


data['TowerLon'].value_counts()



    


















    
Out[51]:








-96.910389    1744
-96.709417     879
-96.709500     473
-96.694722      86
-96.742528      60
-96.892222      41
-96.812500      31
-96.856389      28
-96.723056      24
-96.834583      21
-96.901944      21
-96.836944      17
-96.917194      17
-96.758056      17
-96.895722      17
-96.855000      16
-96.844722      16
-96.796667      16
-96.709444      14
-96.776667      14
-96.898833       9
-96.776694       8
-96.855639       6
-96.884806       6
-96.811944       6
-97.036583       5
-96.978333       5
-96.810556       5
-96.817778       5
-96.837028       5
-96.775083       4
-96.855833       4
-96.793889       3
-96.852389       3
-96.683333       3
-96.779444       3
-96.791194       3
-96.796528       3
-96.791250       3
-96.775556       2
-96.825556       2
-96.865528       1
-96.777278       1
-96.846500       1
Name: TowerLon, dtype: int64

















In [33]:



    


from geojson import GeometryCollection, Point

data['Point'] = data.apply(lambda x: Point((x['TowerLon'], x['TowerLat'])), axis=1)
data.head()



    


















    
Out[33]:











  
    

      
      TowerLon
      TowerLat
      Point
    

  
  
    

      1
      -96.709417
      32.731611
      {'type': 'Point', 'coordinates': [-96.709417, ...
    

    

      3
      -96.709500
      32.731722
      {'type': 'Point', 'coordinates': [-96.7095, 32...
    

    

      5
      -96.910389
      32.899944
      {'type': 'Point', 'coordinates': [-96.910389, ...
    

    

      7
      -96.910389
      32.899944
      {'type': 'Point', 'coordinates': [-96.910389, ...
    

    

      9
      -96.910389
      32.899944
      {'type': 'Point', 'coordinates': [-96.910389, ...
    

  




















In [49]:



    


data.count()



    


















    
Out[49]:








TowerLon    3648
TowerLat    3648
Point       3648
dtype: int64

















In [48]:



    


gc = GeometryCollection(data['Point'].values.tolist())
gc



    


















    
Out[48]:








{"geometries": [{"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.7095, 32.731722], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.901944, 32.895833], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.7095, 32.731722], "type": "Point"}, {"coordinates": [-96.7095, 32.731722], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.742528, 32.7535], "type": "Point"}, {"coordinates": [-96.796667, 32.805667], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.742528, 32.7535], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.7095, 32.731722], "type": "Point"}, {"coordinates": [-96.742528, 32.7535], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.910389, 32.899944], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.709417, 32.731611], "type": "Point"}, {"coordinates": [-96.7095, 32.731722], "type": 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In [57]:



    


GeometryCollection([Point((x[0], x[1])) for x in centroids.tolist()])



    


















    
Out[57]:








{"geometries": [{"coordinates": [-96.904701, 32.897258], "type": "Point"}, {"coordinates": [-96.714035, 32.736703], "type": "Point"}], "type": "GeometryCollection"}

















In [ ]:



    






    











In [20]:



    


joined['CallTimestamp'] = pd.to_datetime(joined['CallTimestamp'])
weekdays = joined['CallTimestamp'].dt.dayofweek.isin(Workweek) & joined['CallTimestamp'].dt.hour.isin(range(8,18))
dfweekdays = joined[weekdays]
dfweekdays.head()



    


















    






---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-20-59dd3a037e51> in <module>
----> 1 joined['CallTimestamp'] = pd.to_datetime(joined['CallTimestamp'])
      2 weekdays = joined['CallTimestamp'].dt.dayofweek.isin(Workweek) & joined['CallTimestamp'].dt.hour.isin(range(8,18))
      3 dfweekdays = joined[weekdays]
      4 dfweekdays.head()

NameError: name 'joined' is not defined
















In [ ]:



    


targetname = 'John Doe'
user1 = joined[joined['Name'] == targetname]
#user1 = user1[weekdays]
user1 = user1.reset_index(drop=True)
user1.head()



    











In [ ]:



    


#
# INFO: The locations map above should be too "busy" to really wrap your head around. This is where domain expertise comes into play.
# Your intuition tells you that people are likely to behave differently on weekends:
#
# On Weekends:
#   1. People probably don't go into work
#   2. They probably sleep in late on Saturday
#   3. They probably run a bunch of random errands, since they couldn't during the week
#   4. They should be home, at least during the very late hours, e.g. 1-4 AM
#
# On Weekdays:
#   1. People probably are at work during normal working hours
#   2. They probably are at home in the early morning and during the late night
#   3. They probably spend time commuting between work and home everyday


#
# TODO: Add more filters to the user1 slice you created. Add bitwise logic so that you're only examining records that came in on
# weekends (sat/sun).
#
# .. your code here ..

user1['DOW'] = user1.CallTimestamp.dt.strftime("%a")

user1 = user1[(user1.DOW == 'Sat') | (user1.DOW == 'Sun')]
user1.head()
#
# TODO: Further filter it down for calls that are came in either before 6AM OR after 10pm (22:00:00). You can use < and > to compare
# the string times, just make sure you code them as military time strings, eg: "06:00:00", "22:00:00":
# https://en.wikipedia.org/wiki/24-hour_clock
#
# You might also want to review the Data Manipulation section for this. Once you have your filtered slice, print out its length:
#
# .. your code here ..

user1 = user1[(user1.CallTimestamp < "06:00:00") | (user1.CallTimestamp > "22:00:00")]
user1.head()



    











In [ ]:



    


#
# INFO: Visualize the dataframe with a scatter plot as a sanity check. Since you're familiar with maps, you know well that your
# X-Coordinate should be Longitude, and your Y coordinate should be the tower Latitude. Check the dataset headers for proper column
# feature names.
# https://en.wikipedia.org/wiki/Geographic_coordinate_system#Geographic_latitude_and_longitude
#
# At this point, you don't yet know exactly where the user is located just based off the cell phone tower position data; but
# considering the below are for Calls that arrived in the twilight hours of weekends, it's likely that wherever they are bunched up
# is probably near the caller's residence:
fig = plt.figure()
ax = fig.add_subplot(111)
ax.scatter(user1.TowerLon,user1.TowerLat, c='g', marker='o', alpha=0.2)
ax.set_title('Weekend Calls (<6am or >10p)')
#showandtell()  # TODO: Comment this line out when you're ready to proceed

#
# TODO: Run K-Means with a K=1. There really should only be a single area of concentration. If you notice multiple areas that are
# "hot" (multiple areas the usr spends a lot of time at that are FAR apart from one another), then increase K=2, with the goal being
# that one of the centroids will sweep up the annoying outliers; and the other will zero in on the user's approximate home location.
# Or rather the location of the cell tower closest to their home.....
#
# Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other data is suitable for your purposes.
# Since both Lat and Lon are (approximately) on the same scale, no feature scaling is required. Print out the centroid locations and
# add them onto your scatter plot. Use a distinguishable marker and color.
#
# Hint: Make sure you graph the CORRECT coordinates. This is part of your domain expertise.
#
# .. your code here ..



    











In [ ]:



    


#coordinates = "" + centroids[0][1].to_string().split('.')[0] + "°" + centroids[0][1].split('.')[1][0]  + centroids[0][1].split('.')[1][1] + centroids[0][0]
#str.split(' ', 1 )
centroids

difference1 = centroids[0][1] - centroids[1][1]
difference2 = centroids[0][0] - centroids[1][0]

difference1 = 0.5 * difference1
difference2 = 0.5 * difference2

coordinate1 = centroids[0][1] + difference1
coordinate2 = centroids[0][0] + difference2

coordinates = str(coordinate1) + " " + str(coordinate2)
coordinates

#-96°90'92.4672"N  96°56'57.3"W

Content source: feststelltaste/software-analytics

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