Upstage AI Lab 2기 [Day043] ML 프로젝트 (day1)

Upstage AI Lab 2기

2024년 2월 13일 (화) Day_043

 

given data(train)

• Base tables
  • (1526659, 5)
    • target 0 : 1478665
    • target 1 : 47994
• static_0
  • (1526659, 168)
• static_cb_0
  • (1500476, 53)
• applprev_1
  • (6525979, 41)
• other_1
  • (51109, 7)
• tax_registry_a_1
  • (3275770, 5)
• tax_registry_b_1
  • (1107933, 5)
• tax_registry_c_1
  • (3343800, 5)
• credit_bureau_a_1
  • (15940537, 79)
• credit_bureau_b_1
  • (85791, 45)
• deposit_1
  • (145086, 5)
• person_1
  • (2973991, 37)
• debitcard_1
  • (157302, 6)
• applprev_2
  • (14075487, 6)
• person_2
  • (1643410, 11)
• credit_bureau_a_2
  • (188298452, 19)
• credit_bureau_b_2
  • (1286755, 6)

Base tables	1,526,659	5
static_0	1,526,659	168
static_cb_0	1,500,476	53
applprev_1	6,525,979	41
other_1	51,109	7
tax_registry_a_1	3,275,770	5
tax_registry_b_1	1,107,933	5
tax_registry_c_1	3,343,800	5
credit_bureau_a_1	15,940,537	79
credit_bureau_b_1	85,791	45
deposit_1	145,086	5
person_1	2,973,991	37
debitcard_1	157,302	6
applprev_2	14,075,487	6
person_2	1,643,410	11
credit_bureau_a_2	188,298,452	19
credit_bureau_b_2	1,286,755	6

 

 

 

depth=0 - These are static features directly tied to a specific case_id.
depth=1 - Each case_id has an associated historical record, indexed by num_group1.
depth=2 - Each case_id has an associated historical record, indexed by both num_group1 and num_group2.

depth=0	depth=1	depth=2
static_0	applprev_1	applprev_2
static_cb_0	other_1	person_2
	tax_registry_a_1	credit_bureau_a_2
	tax_registry_b_1	credit_bureau_b_2
	tax_registry_c_1
	credit_bureau_a_1
	credit_bureau_b_1
	deposit_1
	person_1
	debitcard_1