1: VAR 'products'

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  File "/home/jerome/workspace/scratch/2025/01/expr-presentation/fraud_skrub.py", line 11, in <module>
    products = skrub.var("products", data.products)

Output of this step

	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

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

Column 1	Column 2	Cramér's V
model	goods_code	0.616
item	make	0.467
item	goods_code	0.437
item	model	0.399
cash_price	model	0.367
item	cash_price	0.313
make	model	0.301
cash_price	goods_code	0.261
make	goods_code	0.252
cash_price	make	0.239
make	Nbr_of_prod_purchas	0.174
basket_ID	item	0.172
basket_ID	model	0.163
item	Nbr_of_prod_purchas	0.137
cash_price	Nbr_of_prod_purchas	0.129
basket_ID	make	0.115
basket_ID	goods_code	0.114
basket_ID	cash_price	0.0804
goods_code	Nbr_of_prod_purchas	0.0550
basket_ID	Nbr_of_prod_purchas	0.0468

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1: VAR 'products'

This step used:

This step was used by:

Where was this step created?

Output of this step

basket_ID

item

cash_price

make

model

goods_code

Nbr_of_prod_purchas