| ID | fraud_flag | |
|---|---|---|
| 0 | 85517 | 0 |
| 1 | 51113 | 0 |
| 2 | 83008 | 0 |
| 3 | 78712 | 0 |
| 4 | 77846 | 0 |
| 92785 | 21243 | 0 |
| 92786 | 45891 | 0 |
| 92787 | 42613 | 0 |
| 92788 | 43567 | 0 |
| 92789 | 68268 | 0 |
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
| Column | Column name | dtype | Null values | Unique values | Mean | Std | Min | Median | Max |
|---|---|---|---|---|---|---|---|---|---|
| 0 | ID | Int64DType | 0 (0.0%) | 92790 (100.0%) | 5.80e+04 | 3.35e+04 | 0 | 57,961 | 115,985 |
| 1 | fraud_flag | Int64DType | 0 (0.0%) | 2 (< 0.1%) | 0.0142 | 0.118 | 0 | 0 | 1 |
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
| Column 1 | Column 2 | Cramér's V |
|---|---|---|
| ID | fraud_flag | 0.0702 |
The skrub table reports need javascript to display correctly. If you are displaying a report in a Jupyter notebook and you see this message, you may need to re-execute the cell or to trust the notebook (button on the top right or "File > Trust notebook").
| basket_ID | item | cash_price | make | model | goods_code | Nbr_of_prod_purchas | |
|---|---|---|---|---|---|---|---|
| 0 | 85517 | COMPUTERS | 889 | APPLE | 2020 APPLE MACBOOK AIR 13 3 RETINA DISPLAY M1 PROC | 239246776 | 1 |
| 1 | 51113 | COMPUTER PERIPHERALS ACCESSORIES | 409 | APPLE | APPLE WATCH SERIES 6 GPS 44MM SPACE GREY ALUMINIUM | 239001518 | 1 |
| 2 | 83008 | TELEVISIONS HOME CINEMA | 1399 | SAMSUNG | SAMSUNG QE75Q70A 2021 QLED HDR 4K ULTRA HD SMART T | 239842093 | 1 |
| 3 | 78712 | COMPUTERS | 689 | APPLE | 2020 APPLE IPAD AIR 10 9 A14 BIONIC PROCESSOR IOS | 239001422 | 1 |
| 4 | 78712 | COMPUTER PERIPHERALS ACCESSORIES | 119 | APPLE | APPLE PENCIL 2ND GENERATION 2018 MATTE WHITE | 237841896 | 1 |
| 163352 | 42613 | BEDROOM FURNITURE | 259 | SILENTNIGHT | SILENTNIGHT SLEEP GENIUS FULL HEIGHT HEADBOARD DOU | 236938439 | 1 |
| 163353 | 42613 | OUTDOOR FURNITURE | 949 | LG OUTDOOR | LG OUTDOOR BERGEN 2-SEAT GARDEN SIDE TABLE RECLINI | 239742814 | 1 |
| 163354 | 43567 | COMPUTERS | 1099 | APPLE | 2021 APPLE IPAD PRO 12 9 M1 PROCESSOR IOS WI-FI 25 | 240040978 | 1 |
| 163355 | 43567 | COMPUTERS | 2099 | APPLE | 2020 APPLE IMAC 27 ALL-IN-ONE INTEL CORE I7 8GB RA | 238923518 | 1 |
| 163356 | 68268 | TELEVISIONS HOME CINEMA | 799 | LG | LG OLED48A16LA 2021 OLED HDR 4K ULTRA HD SMART TV | 239866717 | 1 |
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
| Column | Column name | dtype | Null values | Unique values | Mean | Std | Min | Median | Max |
|---|---|---|---|---|---|---|---|---|---|
| 0 | basket_ID | Int64DType | 0 (0.0%) | 92790 (56.8%) | 5.59e+04 | 3.46e+04 | 0 | 54,665 | 115,985 |
| 1 | item | ObjectDType | 0 (0.0%) | 173 (0.1%) | |||||
| 2 | cash_price | Int64DType | 0 (0.0%) | 1594 (1.0%) | 701. | 742. | 0 | 549 | 21,995 |
| 3 | make | ObjectDType | 1273 (0.8%) | 829 (0.5%) | |||||
| 4 | model | ObjectDType | 1273 (0.8%) | 9679 (5.9%) | |||||
| 5 | goods_code | ObjectDType | 0 (0.0%) | 14880 (9.1%) | |||||
| 6 | Nbr_of_prod_purchas | Int64DType | 0 (0.0%) | 20 (< 0.1%) | 1.05 | 0.427 | 1 | 1 | 40 |
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
No columns match the selected filter: . You can change the column filter in the dropdown menu above.
| Column 1 | Column 2 | Cramér's V |
|---|---|---|
| model | goods_code | 0.734 |
| item | make | 0.477 |
| item | goods_code | 0.408 |
| item | model | 0.404 |
| make | model | 0.306 |
| make | goods_code | 0.252 |
| item | cash_price | 0.195 |
| cash_price | model | 0.187 |
| cash_price | make | 0.173 |
| basket_ID | item | 0.165 |
| cash_price | goods_code | 0.156 |
| basket_ID | model | 0.146 |
| make | Nbr_of_prod_purchas | 0.144 |
| item | Nbr_of_prod_purchas | 0.122 |
| basket_ID | make | 0.119 |
| basket_ID | goods_code | 0.110 |
| cash_price | Nbr_of_prod_purchas | 0.0660 |
| basket_ID | cash_price | 0.0641 |
| basket_ID | Nbr_of_prod_purchas | 0.0551 |
| goods_code | Nbr_of_prod_purchas | 0.0497 |
The skrub table reports need javascript to display correctly. If you are displaying a report in a Jupyter notebook and you see this message, you may need to re-execute the cell or to trust the notebook (button on the top right or "File > Trust notebook").