Here is some text


In [42]:
import os
import pandas as pd
import numpy as np
%matplotlib inline

Load the data


In [43]:
X = pd.DataFrame(pd.read_csv(os.getcwd()+'/Code/Projects/RFM/GoogleWGSN.csv'))

In [44]:
print X


     fullVisitorId     visitId  visitstarttime      Date  TotalsBounces  \
0     1.000000e+17  1499036357      1499036357  20170702              1   
1     1.010000e+17  1498917386      1498917386  20170701              1   
2     1.000000e+18  1498973872      1498973872  20170702              0   
3     1.000000e+18  1498973872      1498973872  20170702              0   
4     1.000000e+18  1498973872      1498973872  20170702              0   
5     1.000000e+18  1498973872      1498973872  20170702              0   
6     1.000000e+18  1498973872      1498973872  20170702              0   
7     1.000000e+18  1498973872      1498973872  20170702              0   
8     1.000000e+18  1498973872      1498973872  20170702              0   
9     1.000000e+18  1498973872      1498973872  20170702              0   
10    1.000000e+18  1498973872      1498973872  20170702              0   
11    1.000000e+18  1498973872      1498973872  20170702              0   
12    1.000000e+18  1498999051      1498999051  20170702              0   
13    1.000000e+18  1498999051      1498999051  20170702              0   
14    1.000000e+18  1498999051      1498999051  20170702              0   
15    1.000000e+18  1498999051      1498999051  20170702              0   
16    1.000000e+18  1498999051      1498999051  20170702              0   
17    1.000000e+18  1498999051      1498999051  20170702              0   
18    1.000000e+18  1498999051      1498999051  20170702              0   
19    1.000000e+18  1498999051      1498999051  20170702              0   
20    1.000000e+18  1498999051      1498999051  20170702              0   
21    1.000000e+18  1498999051      1498999051  20170702              0   
22    1.000000e+18  1498999051      1498999051  20170702              0   
23    1.000000e+18  1498999051      1498999051  20170702              0   
24    1.000000e+18  1498999051      1498999051  20170702              0   
25    1.000000e+18  1498999051      1498999051  20170702              0   
26    1.000000e+18  1498999051      1498999051  20170702              0   
27    1.000000e+18  1498999051      1498999051  20170702              0   
28    1.000000e+18  1498999051      1498999051  20170702              0   
29    1.000000e+18  1498999051      1498999051  20170702              0   
..             ...         ...             ...       ...            ...   
970   1.010000e+18  1498970033      1498970033  20170702              0   
971   1.010000e+18  1498970033      1498970033  20170702              0   
972   1.010000e+18  1498970033      1498970033  20170702              0   
973   1.010000e+18  1498970033      1498970033  20170702              0   
974   1.010000e+18  1498970033      1498970033  20170702              0   
975   1.010000e+18  1498970033      1498970033  20170702              0   
976   1.010000e+18  1498970033      1498970033  20170702              0   
977   1.010000e+18  1498970033      1498970033  20170702              0   
978   1.010000e+18  1498970033      1498970033  20170702              0   
979   1.010000e+18  1498970033      1498970033  20170702              0   
980   1.010000e+18  1498970033      1498970033  20170702              0   
981   1.010000e+18  1498970033      1498970033  20170702              0   
982   1.010000e+18  1498970033      1498970033  20170702              0   
983   1.010000e+18  1498970033      1498970033  20170702              0   
984   1.010000e+18  1498970033      1498970033  20170702              0   
985   1.010000e+18  1498970033      1498970033  20170702              0   
986   1.010000e+18  1498970033      1498970033  20170702              0   
987   1.010000e+18  1498970033      1498970033  20170702              0   
988   1.010000e+18  1498970033      1498970033  20170702              0   
989   1.010000e+18  1498970033      1498970033  20170702              0   
990   1.010000e+18  1498970033      1498970033  20170702              0   
991   1.010000e+18  1498970033      1498970033  20170702              0   
992   1.010000e+18  1498970033      1498970033  20170702              0   
993   1.010000e+18  1498970033      1498970033  20170702              0   
994   1.010000e+18  1498970033      1498970033  20170702              0   
995   1.010000e+18  1498970033      1498970033  20170702              0   
996   1.010000e+18  1498970033      1498970033  20170702              0   
997   1.010000e+18  1498970033      1498970033  20170702              0   
998   1.010000e+18  1498970033      1498970033  20170702              0   
999   1.010000e+18  1498970033      1498970033  20170702              0   

     TotalsHits  TotalsNewVisits  TotalsPageViews  TotalsTimeOnSite  \
0             2                0                1                 4   
1             2                1                1                 2   
2            12                0                2                37   
3            12                0                2                37   
4            12                0                2                37   
5            12                0                2                37   
6            12                0                2                37   
7            12                0                2                37   
8            12                0                2                37   
9            12                0                2                37   
10           12                0                2                37   
11           12                0                2                37   
12           46                0               33              3791   
13           46                0               33              3791   
14           46                0               33              3791   
15           46                0               33              3791   
16           46                0               33              3791   
17           46                0               33              3791   
18           46                0               33              3791   
19           46                0               33              3791   
20           46                0               33              3791   
21           46                0               33              3791   
22           46                0               33              3791   
23           46                0               33              3791   
24           46                0               33              3791   
25           46                0               33              3791   
26           46                0               33              3791   
27           46                0               33              3791   
28           46                0               33              3791   
29           46                0               33              3791   
..          ...              ...              ...               ...   
970         461                1              175              3412   
971         461                1              175              3412   
972         461                1              175              3412   
973         461                1              175              3412   
974         461                1              175              3412   
975         461                1              175              3412   
976         461                1              175              3412   
977         461                1              175              3412   
978         461                1              175              3412   
979         461                1              175              3412   
980         461                1              175              3412   
981         461                1              175              3412   
982         461                1              175              3412   
983         461                1              175              3412   
984         461                1              175              3412   
985         461                1              175              3412   
986         461                1              175              3412   
987         461                1              175              3412   
988         461                1              175              3412   
989         461                1              175              3412   
990         461                1              175              3412   
991         461                1              175              3412   
992         461                1              175              3412   
993         461                1              175              3412   
994         461                1              175              3412   
995         461                1              175              3412   
996         461                1              175              3412   
997         461                1              175              3412   
998         461                1              175              3412   
999         461                1              175              3412   

    channelGrouping     ...       \
0          Referral     ...        
1    Organic Search     ...        
2            Direct     ...        
3            Direct     ...        
4            Direct     ...        
5            Direct     ...        
6            Direct     ...        
7            Direct     ...        
8            Direct     ...        
9            Direct     ...        
10           Direct     ...        
11           Direct     ...        
12           Direct     ...        
13           Direct     ...        
14           Direct     ...        
15           Direct     ...        
16           Direct     ...        
17           Direct     ...        
18           Direct     ...        
19           Direct     ...        
20           Direct     ...        
21           Direct     ...        
22           Direct     ...        
23           Direct     ...        
24           Direct     ...        
25           Direct     ...        
26           Direct     ...        
27           Direct     ...        
28           Direct     ...        
29           Direct     ...        
..              ...     ...        
970          Direct     ...        
971          Direct     ...        
972          Direct     ...        
973          Direct     ...        
974          Direct     ...        
975          Direct     ...        
976          Direct     ...        
977          Direct     ...        
978          Direct     ...        
979          Direct     ...        
980          Direct     ...        
981          Direct     ...        
982          Direct     ...        
983          Direct     ...        
984          Direct     ...        
985          Direct     ...        
986          Direct     ...        
987          Direct     ...        
988          Direct     ...        
989          Direct     ...        
990          Direct     ...        
991          Direct     ...        
992          Direct     ...        
993          Direct     ...        
994          Direct     ...        
995          Direct     ...        
996          Direct     ...        
997          Direct     ...        
998          Direct     ...        
999          Direct     ...        

                                    ContentSubcategory    FreeformTagsBucket  \
0                                                  NaN                   NaN   
1                                                  NaN                   NaN   
2                                                  NaN                   NaN   
3                                                  NaN                   NaN   
4                                                  NaN                   NaN   
5                                                  NaN                   NaN   
6                                                  NaN                   NaN   
7    Materials & Textiles > Market Reporting  > Tra...  Materials & Textiles   
8                                                  NaN                   NaN   
9                                                  NaN                   NaN   
10                                                 NaN                   NaN   
11                                                 NaN                   NaN   
12                                                 NaN                   NaN   
13                                                 NaN                   NaN   
14                                                 NaN                   NaN   
15                                                 NaN                   NaN   
16                                                 NaN                   NaN   
17                                                 NaN                   NaN   
18                                                 NaN                   NaN   
19                                                 NaN                   NaN   
20                                                 NaN                   NaN   
21                                                 NaN                   NaN   
22                                                 NaN                   NaN   
23                                                 NaN                   NaN   
24                                                 NaN                   NaN   
25                                                 NaN                   NaN   
26                                                 NaN                   NaN   
27                                                 NaN                   NaN   
28                                                 NaN                   NaN   
29                                                 NaN                   NaN   
..                                                 ...                   ...   
970                     展会 > 产品分类 > 服装                   NaN   
971                     展会 > 产品分类 > 服装                   NaN   
972                     展会 > 产品分类 > 服装                   NaN   
973                     展会 > 产品分类 > 服装                   NaN   
974                     展会 > 产品分类 > 服装                   NaN   
975                     展会 > 产品分类 > 服装                   NaN   
976                     展会 > 产品分类 > 服装                   NaN   
977                     展会 > 产品分类 > 服装                   NaN   
978                     展会 > 产品分类 > 服装                   NaN   
979                     展会 > 产品分类 > 服装                   NaN   
980                     展会 > 产品分类 > 服装                   NaN   
981                     展会 > 产品分类 > 服装                   NaN   
982                     展会 > 产品分类 > 服装                   NaN   
983                     展会 > 产品分类 > 服装                   NaN   
984                     展会 > 产品分类 > 服装                   NaN   
985                     展会 > 产品分类 > 服装                   NaN   
986                     展会 > 产品分类 > 服装                   NaN   
987                     展会 > 产品分类 > 服装                   NaN   
988                     展会 > 产品分类 > 服装                   NaN   
989                     展会 > 产品分类 > 服装                   NaN   
990                     展会 > 产品分类 > 服装                   NaN   
991                     展会 > 产品分类 > 服装                   NaN   
992                     展会 > 产品分类 > 服装                   NaN   
993                     展会 > 产品分类 > 服装                   NaN   
994                     展会 > 产品分类 > 服装                   NaN   
995                     展会 > 产品分类 > 服装                   NaN   
996                     展会 > 产品分类 > 服装                   NaN   
997                     展会 > 产品分类 > 服装                   NaN   
998                     展会 > 产品分类 > 服装                   NaN   
999                     展会 > 产品分类 > 服装                   NaN   

                                               PageURL  \
0    /blogs/brand-advice-instagram-tips/?mkt_tok=ey...   
1                                                 /en/   
2                                            /fashion/   
3                                            /fashion/   
4                                            /fashion/   
5                                            /fashion/   
6                                            /fashion/   
7                 /content/board_viewer/#/73502/page/1   
8                                            /fashion/   
9                                            /fashion/   
10                                           /fashion/   
11                                           /fashion/   
12   /search/search.php?startOver=%2Fsearch%2Fdesig...   
13                                           /fashion/   
14                                           /fashion/   
15              /content/reports/#/Prints+&+Graphics/m   
16              /content/reports/#/Prints+&+Graphics/m   
17              /content/reports/#/Prints+&+Graphics/m   
18              /content/reports/#/Prints+&+Graphics/m   
19              /content/reports/#/Prints+&+Graphics/m   
20              /content/reports/#/Prints+&+Graphics/m   
21              /content/reports/#/Prints+&+Graphics/m   
22              /content/reports/#/Prints+&+Graphics/m   
23              /content/reports/#/Prints+&+Graphics/m   
24              /content/reports/#/Prints+&+Graphics/m   
25              /content/reports/#/Prints+&+Graphics/m   
26   /search/search.php?startOver=%2Fsearch%2Fdesig...   
27              /content/reports/#/Prints+&+Graphics/m   
28                  /content/reports/#/Future+Trends/m   
29                  /content/reports/#/Future+Trends/m   
..                                                 ...   
970              /content/board_viewer/#/72596/page/13   
971              /content/board_viewer/#/72596/page/14   
972              /content/board_viewer/#/72596/page/14   
973              /content/board_viewer/#/72596/page/15   
974              /content/board_viewer/#/72596/page/15   
975              /content/board_viewer/#/72596/page/16   
976              /content/board_viewer/#/72596/page/16   
977               /content/board_viewer/#/72596/page/3   
978              /content/board_viewer/#/72596/page/17   
979              /content/board_viewer/#/72596/page/17   
980              /content/board_viewer/#/72596/page/18   
981              /content/board_viewer/#/72596/page/18   
982              /content/board_viewer/#/72596/page/17   
983              /content/board_viewer/#/72596/page/17   
984              /content/board_viewer/#/72596/page/16   
985              /content/board_viewer/#/72596/page/16   
986              /content/board_viewer/#/72596/page/15   
987              /content/board_viewer/#/72596/page/15   
988               /content/board_viewer/#/72596/page/3   
989              /content/board_viewer/#/72596/page/14   
990              /content/board_viewer/#/72596/page/14   
991              /content/board_viewer/#/72596/page/13   
992              /content/board_viewer/#/72596/page/13   
993              /content/board_viewer/#/72596/page/12   
994              /content/board_viewer/#/72596/page/12   
995              /content/board_viewer/#/72596/page/11   
996              /content/board_viewer/#/72596/page/11   
997              /content/board_viewer/#/72596/page/10   
998              /content/board_viewer/#/72596/page/10   
999               /content/board_viewer/#/72596/page/4   

    SearchCategoryCustomDimension PageNumber UserIDUserScope  \
0                             NaN        NaN             NaN   
1                             NaN        NaN             NaN   
2                             NaN        NaN        306251.0   
3                             NaN        NaN        306251.0   
4                             NaN        NaN        306251.0   
5                             NaN        NaN        306251.0   
6                             NaN        NaN        306251.0   
7                             NaN        1.0        306251.0   
8                             NaN        NaN        306251.0   
9                             NaN        NaN        306251.0   
10                            NaN        NaN        306251.0   
11                            NaN        NaN        306251.0   
12                            NaN        NaN        306251.0   
13                            NaN        NaN        306251.0   
14                            NaN        NaN        306251.0   
15                            NaN        1.0        306251.0   
16                            NaN        2.0        306251.0   
17                            NaN        3.0        306251.0   
18                            NaN        4.0        306251.0   
19                            NaN        5.0        306251.0   
20                            NaN        6.0        306251.0   
21                            NaN        7.0        306251.0   
22                            NaN        8.0        306251.0   
23                            NaN        9.0        306251.0   
24                            NaN       10.0        306251.0   
25                            NaN       11.0        306251.0   
26                            NaN        NaN        306251.0   
27                            NaN        1.0        306251.0   
28                            NaN        1.0        306251.0   
29                            NaN        2.0        306251.0   
..                            ...        ...             ...   
970                           NaN       12.0            -1.0   
971                           NaN        NaN            -1.0   
972                           NaN       13.0            -1.0   
973                           NaN        NaN            -1.0   
974                           NaN       14.0            -1.0   
975                           NaN        NaN            -1.0   
976                           NaN       15.0            -1.0   
977                           NaN        NaN            -1.0   
978                           NaN        NaN            -1.0   
979                           NaN       16.0            -1.0   
980                           NaN        NaN            -1.0   
981                           NaN       17.0            -1.0   
982                           NaN        NaN            -1.0   
983                           NaN       18.0            -1.0   
984                           NaN        NaN            -1.0   
985                           NaN       17.0            -1.0   
986                           NaN        NaN            -1.0   
987                           NaN       16.0            -1.0   
988                           NaN        2.0            -1.0   
989                           NaN        NaN            -1.0   
990                           NaN       15.0            -1.0   
991                           NaN        NaN            -1.0   
992                           NaN       14.0            -1.0   
993                           NaN        NaN            -1.0   
994                           NaN       13.0            -1.0   
995                           NaN        NaN            -1.0   
996                           NaN       12.0            -1.0   
997                           NaN        NaN            -1.0   
998                           NaN       11.0            -1.0   
999                           NaN        NaN            -1.0   

    SFAccountIDUserScope CompanyIDUserScope BatchID  CreatedDate  
0                    NaN                NaN     161      44:33.6  
1                    NaN                NaN     159      47:21.1  
2     0018000001CxxM6AAJ            30006.0     160      42:55.4  
3     0018000001CxxM6AAJ            30006.0     161      44:33.6  
4     0018000001CxxM6AAJ            30006.0     160      42:55.4  
5     0018000001CxxM6AAJ            30006.0     160      42:55.4  
6     0018000001CxxM6AAJ            30006.0     160      42:55.4  
7     0018000001CxxM6AAJ            30006.0     161      44:33.6  
8     0018000001CxxM6AAJ            30006.0     161      44:33.6  
9     0018000001CxxM6AAJ            30006.0     160      42:55.4  
10    0018000001CxxM6AAJ            30006.0     161      44:33.6  
11    0018000001CxxM6AAJ            30006.0     161      44:33.6  
12    0018000001CxxM6AAJ            30006.0     160      42:55.4  
13    0018000001CxxM6AAJ            30006.0     161      44:33.6  
14    0018000001CxxM6AAJ            30006.0     160      42:55.4  
15    0018000001CxxM6AAJ            30006.0     160      42:55.4  
16    0018000001CxxM6AAJ            30006.0     160      42:55.4  
17    0018000001CxxM6AAJ            30006.0     160      42:55.4  
18    0018000001CxxM6AAJ            30006.0     160      42:55.4  
19    0018000001CxxM6AAJ            30006.0     160      42:55.4  
20    0018000001CxxM6AAJ            30006.0     161      44:33.6  
21    0018000001CxxM6AAJ            30006.0     160      42:55.4  
22    0018000001CxxM6AAJ            30006.0     161      44:33.6  
23    0018000001CxxM6AAJ            30006.0     160      42:55.4  
24    0018000001CxxM6AAJ            30006.0     161      44:33.6  
25    0018000001CxxM6AAJ            30006.0     161      44:33.6  
26    0018000001CxxM6AAJ            30006.0     160      42:55.4  
27    0018000001CxxM6AAJ            30006.0     160      42:55.4  
28    0018000001CxxM6AAJ            30006.0     161      44:33.6  
29    0018000001CxxM6AAJ            30006.0     161      44:33.6  
..                   ...                ...     ...          ...  
970   0013000000I688dAAB            96058.0     160      42:55.4  
971   0013000000I688dAAB            96058.0     160      42:55.4  
972   0013000000I688dAAB            96058.0     161      44:33.6  
973   0013000000I688dAAB            96058.0     160      42:55.4  
974   0013000000I688dAAB            96058.0     160      42:55.4  
975   0013000000I688dAAB            96058.0     161      44:33.6  
976   0013000000I688dAAB            96058.0     160      42:55.4  
977   0013000000I688dAAB            96058.0     161      44:33.6  
978   0013000000I688dAAB            96058.0     161      44:33.6  
979   0013000000I688dAAB            96058.0     160      42:55.4  
980   0013000000I688dAAB            96058.0     160      42:55.4  
981   0013000000I688dAAB            96058.0     161      44:33.6  
982   0013000000I688dAAB            96058.0     160      42:55.4  
983   0013000000I688dAAB            96058.0     160      42:55.4  
984   0013000000I688dAAB            96058.0     160      42:55.4  
985   0013000000I688dAAB            96058.0     161      44:33.6  
986   0013000000I688dAAB            96058.0     160      42:55.4  
987   0013000000I688dAAB            96058.0     161      44:33.6  
988   0013000000I688dAAB            96058.0     161      44:33.6  
989   0013000000I688dAAB            96058.0     160      42:55.4  
990   0013000000I688dAAB            96058.0     161      44:33.6  
991   0013000000I688dAAB            96058.0     160      42:55.4  
992   0013000000I688dAAB            96058.0     161      44:33.6  
993   0013000000I688dAAB            96058.0     161      44:33.6  
994   0013000000I688dAAB            96058.0     160      42:55.4  
995   0013000000I688dAAB            96058.0     161      44:33.6  
996   0013000000I688dAAB            96058.0     161      44:33.6  
997   0013000000I688dAAB            96058.0     161      44:33.6  
998   0013000000I688dAAB            96058.0     160      42:55.4  
999   0013000000I688dAAB            96058.0     160      42:55.4  

[1000 rows x 61 columns]

In [44]:


In [44]:


In [44]:


In [ ]: