id
int64
household_size
int64
ses_quintile
int64
residence
string
head_age
int64
head_sex
string
has_insurance
int64
chronic_conditions
int64
household_income_usd
int64
health_events_12m
int64
sought_care
int64
primary_service
string
facility_type
string
oop_total_usd
float64
oop_medicines_usd
float64
oop_outpatient_usd
float64
oop_inpatient_usd
float64
oop_transport_usd
float64
oop_diagnostic_usd
float64
catastrophic_expenditure
int64
impoverished_by_oop
int64
oop_pct_income
float64
coping_strategy
string
forgone_care
int64
year
int64
201
8
1
rural
43
female
0
0
306
2
1
medicines_only
pharmacy
4.7
2.12
1.18
0.56
0.47
0.38
0
0
1.5
savings
0
2,023
202
6
3
urban
30
male
0
1
1,183
3
0
none
none
40.56
34.48
0
0
6.08
0
0
0
3.4
no_coping_needed
1
2,023
203
6
2
rural
35
male
0
0
326
2
0
none
none
63.74
54.18
0
0
9.56
0
1
0
19.6
delayed_treatment
1
2,022
204
8
3
rural
37
male
0
0
1,050
1
1
medicines_only
private_clinic
49.88
22.45
12.47
5.99
4.99
3.99
0
0
4.8
savings
0
2,023
205
5
3
urban
43
male
0
0
1,159
2
0
none
none
4.9
4.17
0
0
0.74
0
0
0
0.4
savings
1
2,022
206
11
4
urban
28
male
0
0
4,039
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,020
207
5
3
urban
42
male
1
0
1,355
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
208
3
2
urban
28
male
0
0
433
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
209
4
2
urban
37
female
0
0
607
2
0
none
none
43.16
36.69
0
0
6.47
0
0
0
7.1
savings
1
2,021
210
9
5
urban
60
female
1
0
4,576
2
1
medicines_only
pharmacy
4.3
1.94
1.08
0.52
0.43
0.34
0
0
0.1
no_coping_needed
0
2,024
211
9
4
rural
32
male
0
1
3,267
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,022
212
5
5
rural
51
male
1
0
4,108
1
1
medicines_only
private_hospital
3.3
1.48
0.82
0.4
0.33
0.26
0
0
0.1
no_coping_needed
0
2,024
213
1
1
rural
55
female
0
0
326
1
1
medicines_only
traditional_healer
11.87
5.34
2.97
1.42
1.19
0.95
0
0
3.6
no_coping_needed
0
2,022
214
4
3
urban
67
female
0
0
1,332
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
215
2
1
rural
48
male
1
0
208
5
1
outpatient_consultation
private_hospital
42
18.9
10.5
5.04
4.2
3.36
1
0
20.2
delayed_treatment
0
2,023
216
8
1
rural
30
male
0
0
377
1
0
none
none
25.67
21.82
0
0
3.85
0
0
0
6.8
community_support
1
2,021
217
3
1
rural
18
female
0
0
422
1
0
none
none
26.12
22.2
0
0
3.92
0
0
0
6.2
community_support
1
2,022
218
4
4
rural
37
male
0
0
1,971
2
1
outpatient_consultation
private_clinic
151.9
68.35
37.97
18.23
15.19
12.15
0
0
7.7
savings
0
2,024
219
1
1
rural
48
male
0
0
219
1
1
outpatient_consultation
public_hospital
103.83
46.72
25.96
12.46
10.38
8.31
1
0
47.4
forgoing_care
0
2,024
220
5
2
urban
33
female
0
0
735
1
0
none
none
24.85
21.13
0
0
3.73
0
0
0
3.4
no_coping_needed
1
2,024
221
5
1
rural
51
male
0
1
308
3
0
none
none
45.96
39.06
0
0
6.89
0
1
0
14.9
borrowing
1
2,020
222
8
1
rural
44
female
1
0
248
3
1
inpatient_admission
public_health_centre
17.2
7.74
4.3
2.06
1.72
1.38
0
0
6.9
reducing_food
0
2,024
223
2
2
urban
33
male
1
0
759
3
1
inpatient_admission
public_health_centre
19.73
8.88
4.93
2.37
1.97
1.58
0
0
2.6
no_coping_needed
0
2,021
224
6
4
urban
50
female
1
0
1,324
1
1
chronic_disease_management
public_hospital
74.54
33.54
18.64
8.95
7.45
5.96
0
0
5.6
savings
0
2,020
225
7
1
rural
40
female
0
0
259
1
0
none
none
166.11
141.19
0
0
24.92
0
1
0
64.1
borrowing
1
2,022
226
4
3
rural
47
female
1
0
830
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
227
2
4
rural
32
female
0
0
2,369
3
1
diagnostic_test
public_health_centre
33.44
15.05
8.36
4.01
3.34
2.67
0
0
1.4
no_coping_needed
0
2,022
228
7
2
rural
21
male
0
1
383
2
1
medicines_only
private_clinic
150.66
67.8
37.67
18.08
15.07
12.05
1
0
39.3
forgoing_care
0
2,023
229
5
2
urban
54
male
0
0
433
2
1
outpatient_consultation
public_hospital
78.42
35.29
19.61
9.41
7.84
6.27
1
0
18.1
savings
0
2,022
230
7
1
rural
57
female
1
0
223
3
1
medicines_only
private_clinic
6.32
2.84
1.58
0.76
0.63
0.51
0
0
2.8
no_coping_needed
0
2,022
231
2
2
rural
41
male
1
0
623
3
1
medicines_only
private_clinic
23.1
10.39
5.77
2.77
2.31
1.85
0
0
3.7
no_coping_needed
0
2,021
232
9
2
urban
37
male
1
0
501
2
0
none
none
26.04
22.14
0
0
3.91
0
0
0
5.2
borrowing
1
2,021
233
4
3
urban
25
male
0
0
1,132
2
0
none
none
160.22
136.18
0
0
24.03
0
1
0
14.2
savings
1
2,024
234
3
3
urban
65
female
1
0
869
3
1
medicines_only
public_health_centre
0.35
0.16
0.09
0.04
0.03
0.03
0
0
0
no_coping_needed
0
2,023
235
5
5
rural
29
male
0
0
7,136
2
1
medicines_only
public_hospital
21.36
9.61
5.34
2.56
2.14
1.71
0
0
0.3
no_coping_needed
0
2,020
236
8
4
urban
33
male
1
0
3,351
1
1
medicines_only
private_clinic
11.71
5.27
2.93
1.4
1.17
0.94
0
0
0.3
no_coping_needed
0
2,021
237
4
3
rural
44
male
0
0
1,219
1
1
medicines_only
private_clinic
36.49
16.42
9.12
4.38
3.65
2.92
0
0
3
no_coping_needed
0
2,022
238
5
4
rural
55
male
0
0
3,025
1
1
outpatient_consultation
public_health_centre
21.6
9.72
5.4
2.59
2.16
1.73
0
0
0.7
no_coping_needed
0
2,022
239
3
3
urban
35
male
0
1
842
3
1
chronic_disease_management
public_health_centre
79.3
35.69
19.83
9.52
7.93
6.34
0
1
9.4
community_support
0
2,021
240
5
4
rural
42
male
1
0
2,529
1
1
medicines_only
public_health_centre
1.22
0.55
0.31
0.15
0.12
0.1
0
0
0
no_coping_needed
0
2,021
241
5
2
rural
28
male
0
1
752
1
0
none
none
4.43
3.77
0
0
0.67
0
0
0
0.6
no_coping_needed
1
2,024
242
3
2
rural
55
male
0
0
624
2
1
outpatient_consultation
traditional_healer
38.25
17.21
9.56
4.59
3.83
3.06
0
0
6.1
savings
0
2,021
243
7
1
urban
66
female
1
1
223
6
1
outpatient_consultation
traditional_healer
3.53
1.59
0.88
0.42
0.35
0.28
0
0
1.6
savings
0
2,024
244
4
3
urban
24
male
0
0
1,308
2
1
chronic_disease_management
pharmacy
34.91
15.71
8.73
4.19
3.49
2.79
0
0
2.7
no_coping_needed
0
2,021
245
5
2
urban
41
male
0
0
565
2
0
none
none
14.1
11.99
0
0
2.12
0
0
0
2.5
savings
1
2,023
246
5
1
rural
35
female
0
0
379
1
0
none
none
8.5
7.23
0
0
1.28
0
0
0
2.2
savings
1
2,023
247
10
3
urban
38
female
1
0
740
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
248
4
2
rural
21
female
1
1
796
1
1
chronic_disease_management
private_clinic
23.8
10.71
5.95
2.86
2.38
1.9
0
1
3
no_coping_needed
0
2,023
249
2
1
urban
36
female
0
0
396
1
1
inpatient_admission
private_clinic
422.97
190.34
105.74
50.76
42.3
33.84
1
0
106.8
forgoing_care
0
2,021
250
4
3
rural
43
female
0
1
733
2
1
chronic_disease_management
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
251
5
3
rural
19
male
1
0
936
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
252
6
3
rural
36
male
0
0
1,177
1
0
none
none
8.64
7.35
0
0
1.3
0
0
0
0.7
savings
1
2,021
253
4
1
urban
32
female
0
0
371
3
0
none
none
46.33
39.38
0
0
6.95
0
1
0
12.5
community_support
1
2,020
254
2
1
urban
19
male
0
2
210
4
1
medicines_only
pharmacy
28.7
12.91
7.17
3.44
2.87
2.3
1
0
13.7
savings
0
2,020
255
1
3
rural
34
male
1
0
1,364
1
1
chronic_disease_management
public_health_centre
16.52
7.43
4.13
1.98
1.65
1.32
0
0
1.2
no_coping_needed
0
2,021
256
8
1
rural
31
male
1
1
198
3
1
inpatient_admission
public_hospital
58.82
26.47
14.7
7.06
5.88
4.71
1
0
29.7
borrowing
0
2,021
257
2
3
rural
38
male
1
0
974
2
0
none
none
36.34
30.89
0
0
5.45
0
0
0
3.7
savings
1
2,021
258
4
2
rural
35
male
1
0
629
1
1
maternal_care
private_hospital
81.85
36.83
20.46
9.82
8.19
6.55
1
0
13
borrowing
0
2,022
259
4
5
urban
33
male
0
1
4,244
6
1
emergency_care
private_hospital
248.16
111.67
62.04
29.78
24.82
19.85
0
0
5.8
borrowing
0
2,021
260
5
2
rural
50
female
0
1
518
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
261
3
3
rural
45
male
1
0
1,099
1
1
outpatient_consultation
pharmacy
5.68
2.56
1.42
0.68
0.57
0.45
0
0
0.5
savings
0
2,020
262
3
1
rural
26
male
0
0
156
1
1
maternal_care
pharmacy
34.79
15.66
8.7
4.18
3.48
2.78
1
0
22.3
delayed_treatment
0
2,022
263
3
2
urban
18
female
0
0
613
5
1
inpatient_admission
pharmacy
163.58
73.61
40.9
19.63
16.36
13.09
1
0
26.7
savings
0
2,021
264
9
3
rural
27
male
0
0
1,587
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
265
4
1
rural
47
male
0
1
342
2
0
none
none
61.24
52.05
0
0
9.19
0
1
0
17.9
reducing_food
1
2,021
266
4
1
urban
52
male
0
0
215
2
0
none
none
48.84
41.51
0
0
7.33
0
1
0
22.7
selling_assets
1
2,022
267
2
5
rural
29
female
0
0
7,995
2
0
none
none
68.39
58.13
0
0
10.26
0
0
0
0.9
no_coping_needed
1
2,021
268
7
4
urban
30
male
1
0
3,856
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
269
4
4
urban
51
female
1
1
2,544
1
1
chronic_disease_management
pharmacy
20.41
9.18
5.1
2.45
2.04
1.63
0
0
0.8
no_coping_needed
0
2,021
270
4
1
urban
18
female
0
1
291
3
1
outpatient_consultation
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,020
271
3
3
rural
59
male
0
1
879
2
1
outpatient_consultation
public_health_centre
23.61
10.63
5.9
2.83
2.36
1.89
0
0
2.7
no_coping_needed
0
2,022
272
5
1
rural
56
male
0
0
341
2
0
none
none
8.64
7.35
0
0
1.3
0
0
0
2.5
savings
1
2,024
273
8
2
urban
53
male
0
1
446
1
0
none
none
141.04
119.89
0
0
21.16
0
1
0
31.6
borrowing
1
2,021
274
4
5
urban
46
male
0
0
5,412
5
1
diagnostic_test
private_clinic
104.26
46.92
26.07
12.51
10.43
8.34
0
0
1.9
no_coping_needed
0
2,022
275
5
3
rural
26
male
0
0
1,222
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
276
5
4
urban
26
male
0
0
3,420
2
1
medicines_only
private_hospital
85.9
38.66
21.48
10.31
8.59
6.87
0
0
2.5
no_coping_needed
0
2,020
277
4
2
urban
33
male
1
0
562
1
1
medicines_only
private_hospital
22.35
10.06
5.59
2.68
2.24
1.79
0
0
4
savings
0
2,023
278
3
1
rural
59
male
0
0
333
2
0
none
none
54.23
46.09
0
0
8.13
0
1
0
16.3
savings
1
2,023
279
3
5
rural
23
male
0
0
3,499
2
0
none
none
33.95
28.86
0
0
5.09
0
0
0
1
savings
1
2,024
280
4
1
urban
37
female
0
0
231
2
1
emergency_care
traditional_healer
37.82
17.02
9.45
4.54
3.78
3.03
1
0
16.4
delayed_treatment
0
2,020
281
5
1
rural
38
male
0
0
366
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
282
3
1
urban
37
female
0
0
358
2
0
none
none
18.9
16.06
0
0
2.83
0
0
0
5.3
reducing_food
1
2,021
283
10
1
rural
60
female
1
0
271
1
0
none
none
21.35
18.15
0
0
3.2
0
0
0
7.9
borrowing
1
2,021
284
1
5
rural
53
male
0
0
2,206
2
0
none
none
4.34
3.69
0
0
0.65
0
0
0
0.2
no_coping_needed
1
2,021
285
4
5
rural
18
female
1
0
5,572
4
1
outpatient_consultation
private_hospital
51.6
23.22
12.9
6.19
5.16
4.13
0
0
0.9
no_coping_needed
0
2,024
286
8
4
urban
40
male
1
0
1,215
2
1
inpatient_admission
public_health_centre
14.52
6.54
3.63
1.74
1.45
1.16
0
0
1.2
no_coping_needed
0
2,024
287
3
1
rural
36
female
0
0
300
1
0
none
none
14.01
11.91
0
0
2.1
0
0
0
4.7
no_coping_needed
1
2,021
288
5
5
urban
18
female
0
1
5,486
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
289
5
3
rural
32
male
0
0
1,110
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,023
290
2
1
rural
55
male
0
0
334
1
0
none
none
4.66
3.96
0
0
0.7
0
0
0
1.4
savings
1
2,022
291
4
3
rural
37
female
1
1
903
1
1
medicines_only
private_clinic
12.17
5.48
3.04
1.46
1.22
0.97
0
0
1.3
no_coping_needed
0
2,022
292
3
2
urban
58
female
0
1
464
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,024
293
6
5
urban
45
male
1
0
4,220
2
1
medicines_only
public_hospital
5.19
2.34
1.3
0.62
0.52
0.42
0
0
0.1
savings
0
2,022
294
4
2
rural
34
male
0
0
606
1
1
outpatient_consultation
private_clinic
135.09
60.79
33.77
16.21
13.51
10.81
1
0
22.3
reducing_food
0
2,021
295
5
3
rural
52
male
0
0
907
2
0
none
none
69.61
59.17
0
0
10.44
0
0
0
7.7
community_support
1
2,022
296
3
1
rural
28
female
0
0
375
4
0
none
none
111.17
94.49
0
0
16.68
0
1
0
29.6
savings
1
2,023
297
6
3
urban
55
male
0
0
1,482
2
0
none
none
72.81
61.88
0
0
10.92
0
0
0
4.9
no_coping_needed
1
2,021
298
3
2
urban
36
female
0
1
826
2
0
none
none
31.11
26.45
0
0
4.67
0
0
0
3.8
savings
1
2,020
299
5
1
urban
37
male
0
1
317
1
1
medicines_only
public_health_centre
6.28
2.82
1.57
0.75
0.63
0.5
0
0
2
savings
0
2,024
300
1
1
rural
36
female
0
0
185
0
0
none
none
0
0
0
0
0
0
0
0
0
no_coping_needed
0
2,020