country
string
patient_age
int64
gender
string
practitioner_type
string
years_practicing
int64
reason_for_visit
string
herb_type
string
preparation_method
string
administration_route
string
dosage_known
int64
frequency_daily
int64
duration_weeks
int64
concurrent_western_meds
string
disclosure_to_doctor
int64
adverse_event
string
severity
string
time_to_onset_days
int64
outcome
string
hospitalisation_required
int64
previous_adverse_events
int64
registration_status
int64
quality_control
int64
label
int64
practitioner_experience_score
float64
herb_risk_score
float64
concurrent_med_risk
float64
care_integration_score
float64
patient_vulnerability
float64
event_severity_score
float64
high_risk_traditional
float64
Ghana
56
Female
Herbalist
9
Mental-health
Multi-herb
Powder
Oral
1
3
4
Anticoagulants
1
None
Mild
0
Resolved
0
0
1
1
0
7.8
10.2
5
2.5
0
1
1
Zimbabwe
38
Female
Herbalist
11
Hypertension
Mineral
Paste
Suppository
1
2
16
Antibiotics
0
Hepatotoxicity
Severe
12
Ongoing
0
1
1
1
1
8.2
10.3
2
-1
5
6
1
Mali
65
Female
Herbalist
26
Infertility
Multi-herb
Paste
Topical
0
4
11
Antidiabetics
1
Cardiotoxicity
Moderate
14
Ongoing
0
0
1
0
1
8.2
12.3
3
3.5
0
3
1
Nigeria
70
Male
Birth-attendant
39
Cancer
Mineral
Alcohol-extract
Topical
1
2
13
Antihypertensives
0
Teratogenic
Life-threatening
12
Death
1
1
0
1
1
10.8
10.9
3
-1.5
8
9
1
Nigeria
60
Male
Diviner
8
Diabetes
Mixed
Powder
Suppository
0
5
4
None
0
Anaphylaxis
Fatal
1
Ongoing
0
1
0
0
1
1.6
13.7
0
0
5
10
1
Tanzania
59
Female
Traditional-surgeon
32
Hypertension
Multi-herb
Powder
Topical
1
1
4
None
1
None
Mild
0
Resolved
0
0
1
1
0
12.4
6.2
0
5
0
1
0
Ghana
41
Male
Bone-setter
16
HIV/AIDS
Mixed
Alcohol-extract
Oral
1
5
4
None
0
Drug-interaction
Fatal
1
Death
0
0
0
0
1
3.2
12.7
0
0
0
10
1
Zambia
43
Female
Bone-setter
11
Mental-health
Mixed
Infusion
Inhalation
1
3
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
8.2
6.6
0
5
0
1
0
Guinea
32
Male
Bone-setter
36
Pain
Mineral
Infusion
Inhalation
0
1
4
None
1
None
Mild
0
Resolved
0
0
0
1
0
10.2
10.2
0
5
0
1
1
Cameroon
10
Male
Birth-attendant
40
Mental-health
Animal-part
Alcohol-extract
Oral
0
2
13
Multiple
0
Cardiotoxicity
Moderate
11
Hospitalised
0
1
0
0
1
8
17.9
8
-4
5
3
1
South Africa
72
Female
Birth-attendant
31
Infertility
Animal-part
Powder
Oral
0
4
17
Antibiotics
0
Hepatotoxicity
Moderate
5
Hospitalised
0
0
0
0
1
6.2
18.6
2
-1
3
3
1
Sierra Leone
43
Female
Spiritual-healer
34
Infertility
Single-herb
Oil
Eye-drop
1
1
2
None
1
None
Mild
0
Resolved
0
0
0
1
0
9.8
10.1
0
5
0
1
1
Mali
44
Female
Diviner
17
Other
Animal-part
Powder
Topical
1
1
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
9.4
5.6
0
5
0
1
0
Burkina Faso
54
Female
Mixed
8
Malaria
Multi-herb
Smoke
Inhalation
1
3
1
None
0
None
Mild
0
Resolved
0
0
0
1
0
4.6
7.8
0
0
0
1
0
Sierra Leone
13
Male
Herbalist
9
Malaria
Animal-part
Smoke
Inhalation
0
2
12
None
1
Drug-interaction
Severe
8
Resolved
0
1
0
0
1
1.8
14.6
0
5
5
6
1
Mali
36
Male
Mixed
14
Malaria
Multi-herb
Decoction
Inhalation
1
3
4
None
0
None
Mild
0
Resolved
0
0
1
1
0
8.8
7.2
0
0
0
1
0
Niger
29
Male
Traditional-surgeon
32
Diabetes
Mineral
Smoke
Enema
0
6
2
Antibiotics
1
Dermatological
Moderate
9
Ongoing
0
0
0
0
1
6.4
13.6
2
4
0
3
1
Nigeria
32
Female
Mixed
21
Malaria
Mineral
Decoction
Oral
1
2
4
Antidiabetics
1
None
Mild
0
Resolved
0
0
0
1
0
7.2
8.2
3
3.5
0
1
0
Niger
49
Male
Spiritual-healer
15
Infertility
Animal-part
Paste
Oral
1
3
1
Antimalarials
1
None
Mild
0
Resolved
0
0
1
1
0
9
7.8
4
3
0
1
0
Niger
48
Male
Birth-attendant
14
Diabetes
Mineral
Smoke
Inhalation
1
3
3
Antimalarials
1
None
Mild
0
Resolved
0
0
0
1
0
5.8
8.4
4
3
0
1
0
Madagascar
36
Female
Mixed
34
Mental-health
Mixed
Oil
Eye-drop
1
1
4
Antibiotics
1
None
Mild
0
Resolved
0
0
1
0
0
9.8
10.7
2
4
0
1
1
Rwanda
21
Female
Diviner
18
Infertility
Mineral
Decoction
Eye-drop
0
5
24
Anticoagulants
0
Cardiotoxicity
Fatal
4
Hospitalised
0
0
0
0
1
3.6
21.2
5
-2.5
0
10
1
DRC
14
Male
Mixed
23
Infertility
Mineral
Infusion
Eye-drop
0
2
12
None
0
Hepatotoxicity
Life-threatening
12
Resolved
1
0
0
0
1
4.6
16.1
0
0
0
9
1
Mali
50
Male
Spiritual-healer
30
Cancer
Multi-herb
Alcohol-extract
Enema
1
1
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
12
8.6
0
5
0
1
0
Zimbabwe
20
Male
Diviner
15
HIV/AIDS
Mineral
Paste
Eye-drop
0
5
8
None
0
Dermatological
Fatal
10
Hospitalised
0
1
1
0
1
6
16.4
0
0
5
10
1
Nigeria
39
Female
Mixed
28
HIV/AIDS
Mineral
Smoke
Topical
1
2
4
None
1
None
Mild
0
Resolved
0
0
1
1
0
11.6
6.7
0
5
0
1
0
DRC
9
Male
Spiritual-healer
15
Diabetes
Single-herb
Decoction
Suppository
1
4
9
Antiretrovirals
0
Haematological
Severe
11
Hospitalised
0
0
0
0
1
3
9.2
5
-2.5
0
6
1
South Africa
53
Female
Diviner
24
Other
Single-herb
Decoction
Topical
1
1
4
None
0
None
Mild
0
Resolved
0
0
0
1
0
7.8
4.7
0
0
0
1
0
Nigeria
40
Female
Spiritual-healer
20
Other
Mineral
Smoke
Inhalation
0
2
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
10
11.6
0
5
0
1
1
Kenya
57
Male
Traditional-surgeon
36
Hypertension
Mixed
Oil
Enema
1
3
2
None
0
None
Mild
0
Resolved
0
0
0
0
0
7.2
8.1
0
0
0
1
0
Nigeria
25
Female
Traditional-surgeon
25
Pain
Multi-herb
Powder
Topical
1
6
4
Antiretrovirals
0
Nephrotoxicity
Life-threatening
1
Death
1
0
1
0
1
8
8.7
5
-2.5
0
9
1
Nigeria
61
Female
Birth-attendant
27
Cancer
Animal-part
Infusion
Eye-drop
1
3
6
Antiretrovirals
1
Dermatological
Moderate
7
Resolved
1
0
0
0
1
5.4
10.8
5
2.5
0
3
1
Niger
63
Female
Diviner
5
Mental-health
Mixed
Smoke
Oral
0
2
7
Antibiotics
0
Teratogenic
Moderate
3
Hospitalised
1
0
1
1
1
7
14.6
2
-1
0
3
1
Uganda
30
Male
Bone-setter
39
Diabetes
Multi-herb
Oil
Enema
0
3
24
Antibiotics
0
Haematological
Moderate
5
Hospitalised
1
1
0
0
1
7.8
18.7
2
-1
5
3
1
Ghana
52
Male
Traditional-surgeon
37
Hypertension
Multi-herb
Alcohol-extract
Topical
1
3
3
Multiple
0
None
Mild
0
Resolved
0
0
1
0
0
10.4
8.4
8
-4
0
1
1
Senegal
44
Male
Diviner
10
Hypertension
Mixed
Powder
Oral
1
4
23
Multiple
0
Teratogenic
Severe
2
Ongoing
0
0
1
0
1
5
16.4
8
-4
0
6
1
Niger
20
Male
Traditional-surgeon
29
Malaria
Multi-herb
Oil
Suppository
1
2
3
Antihypertensives
1
None
Mild
0
Resolved
0
0
1
1
0
11.8
7.9
3
3.5
0
1
0
Ethiopia
16
Female
Herbalist
31
Infertility
Mixed
Oil
Oral
0
4
24
Multiple
0
Teratogenic
Mild
12
Resolved
1
0
0
0
1
6.2
20.7
8
-4
0
1
1
South Africa
13
Female
Mixed
19
Child-illness
Multi-herb
Oil
Suppository
0
5
11
Antidiabetics
0
Gastrointestinal
Severe
1
Resolved
1
1
0
1
1
6.8
15.8
3
-1.5
5
6
1
Mali
40
Male
Spiritual-healer
8
Infertility
Multi-herb
Oil
Enema
1
1
3
None
0
None
Mild
0
Resolved
0
0
0
1
0
4.6
7.4
0
0
0
1
0
Ghana
23
Male
Spiritual-healer
8
Hypertension
Multi-herb
Oil
Eye-drop
0
2
4
Anticoagulants
1
None
Mild
0
Resolved
0
0
0
1
0
4.6
15.2
5
2.5
0
1
1
Madagascar
18
Male
Spiritual-healer
24
Cancer
Mineral
Oil
Eye-drop
0
4
16
Antimalarials
0
Hepatotoxicity
Severe
3
Ongoing
1
1
0
0
1
4.8
19.8
4
-2
5
6
1
Ghana
50
Female
Herbalist
27
Pain
Mineral
Oil
Enema
1
3
3
Antibiotics
1
None
Mild
0
Resolved
0
0
1
0
0
8.4
8.4
2
4
0
1
0
Nigeria
59
Female
Herbalist
9
Child-illness
Mineral
Alcohol-extract
Oral
1
5
22
Antihypertensives
0
Anaphylaxis
Severe
14
Hospitalised
1
0
0
1
1
4.8
18.1
3
-1.5
0
6
1
Cameroon
64
Female
Diviner
28
Pain
Single-herb
Oil
Eye-drop
1
2
4
Antimalarials
0
None
Mild
0
Resolved
0
0
1
0
0
8.6
11.2
4
-2
0
1
1
Burkina Faso
27
Female
Diviner
8
Child-illness
Mineral
Alcohol-extract
Eye-drop
0
6
17
None
1
Drug-interaction
Severe
11
Hospitalised
0
0
1
0
1
4.6
22.6
0
5
0
6
1
Kenya
69
Female
Diviner
14
Other
Multi-herb
Smoke
Eye-drop
0
6
14
Antibiotics
0
Hepatotoxicity
Life-threatening
6
Hospitalised
0
1
1
0
1
5.8
20.2
2
-1
8
9
1
Burkina Faso
73
Female
Birth-attendant
25
Hypertension
Mixed
Decoction
Eye-drop
0
5
11
None
0
Anaphylaxis
Life-threatening
11
Resolved
1
1
0
0
1
5
17.3
0
0
8
9
1
DRC
71
Female
Traditional-surgeon
7
Hypertension
Animal-part
Decoction
Oral
1
3
10
Antiretrovirals
0
Cardiotoxicity
Severe
14
Resolved
1
1
1
0
1
4.4
10.5
5
-2.5
8
6
1
DRC
49
Female
Mixed
11
Malaria
Multi-herb
Oil
Enema
1
6
19
Antimalarials
1
Dermatological
Severe
1
Hospitalised
1
0
0
0
1
2.2
14.7
4
3
0
6
1
Nigeria
6
Female
Traditional-surgeon
3
Infertility
Animal-part
Paste
Enema
1
3
9
Antibiotics
1
Cardiotoxicity
Severe
13
Ongoing
1
0
0
0
1
0.6
8.7
2
4
0
6
1
Ghana
53
Male
Spiritual-healer
25
Mental-health
Animal-part
Smoke
Enema
0
3
4
None
1
None
Mild
0
Resolved
0
0
0
1
0
8
12.7
0
5
0
1
1
Niger
2
Female
Bone-setter
15
Mental-health
Animal-part
Alcohol-extract
Suppository
1
5
23
Antidiabetics
1
Drug-interaction
Severe
8
ICU
0
0
0
0
1
3
16.9
3
3.5
3
6
1
DRC
27
Female
Diviner
34
Hypertension
Single-herb
Powder
Oral
1
3
2
Antiretrovirals
0
None
Mild
0
Resolved
0
0
0
1
0
9.8
9.6
5
-2.5
0
1
1
Nigeria
62
Female
Herbalist
11
Infertility
Animal-part
Infusion
Eye-drop
1
5
20
Antimalarials
0
Teratogenic
Mild
13
Hospitalised
1
0
0
0
1
2.2
16
4
-2
0
1
1
South Africa
36
Female
Mixed
20
Pain
Mixed
Oil
Eye-drop
1
3
4
Multiple
0
None
Mild
0
Resolved
0
0
1
1
0
10
11.7
8
-4
0
1
1
Kenya
35
Female
Bone-setter
15
Other
Animal-part
Powder
Topical
0
4
10
Antidiabetics
0
None
Life-threatening
12
ICU
0
0
1
1
1
9
13.5
3
-1.5
0
9
1
Cameroon
45
Male
Diviner
40
Cancer
Single-herb
Decoction
Oral
1
2
3
Multiple
0
None
Mild
0
Resolved
0
0
0
1
0
11
7.9
8
-4
0
1
1
Nigeria
29
Male
Bone-setter
15
Hypertension
Animal-part
Infusion
Inhalation
0
2
22
None
0
Drug-interaction
Fatal
4
Death
1
0
1
1
1
9
16.1
0
0
0
10
1
Sierra Leone
38
Male
Traditional-surgeon
13
Infertility
Animal-part
Powder
Inhalation
0
5
8
None
0
Gastrointestinal
Severe
13
ICU
0
0
1
0
1
5.6
14.9
0
0
0
6
1
Ghana
38
Male
Bone-setter
3
Child-illness
Mixed
Powder
Inhalation
0
4
22
Antidiabetics
0
Haematological
Mild
12
Resolved
0
1
0
0
1
0.6
18.6
3
-1.5
5
1
1
Senegal
24
Female
Herbalist
39
Child-illness
Animal-part
Infusion
Enema
1
2
4
None
0
None
Mild
0
Resolved
0
0
1
1
0
13.8
6.7
0
0
0
1
0
South Africa
42
Male
Bone-setter
17
Pain
Multi-herb
Smoke
Suppository
1
3
1
None
1
None
Mild
0
Resolved
0
0
1
1
0
9.4
7.8
0
5
0
1
0
Burkina Faso
29
Male
Traditional-surgeon
37
Child-illness
Single-herb
Paste
Suppository
1
6
13
Antimalarials
0
Neurotoxicity
Severe
1
Ongoing
0
1
0
0
1
7.4
11.4
4
-2
5
6
1
Mali
46
Male
Bone-setter
34
Mental-health
Mixed
Oil
Eye-drop
0
4
18
Antibiotics
1
Drug-interaction
Life-threatening
1
ICU
1
0
0
0
1
6.8
20.4
2
4
0
9
1
Tanzania
36
Female
Bone-setter
8
Pain
Animal-part
Alcohol-extract
Eye-drop
1
2
2
Antibiotics
1
None
Mild
0
Resolved
0
0
1
1
0
7.6
12.1
2
4
0
1
1
Rwanda
4
Male
Mixed
26
Hypertension
Animal-part
Oil
Suppository
0
5
6
Antiretrovirals
0
Gastrointestinal
Severe
13
Ongoing
0
0
0
0
1
5.2
14.3
5
-2.5
3
6
1
Tanzania
49
Male
Bone-setter
24
Mental-health
Animal-part
Infusion
Enema
1
1
3
None
1
None
Mild
0
Resolved
0
0
1
1
0
10.8
5.9
0
5
0
1
0
Zimbabwe
54
Male
Traditional-surgeon
14
Infertility
Mineral
Alcohol-extract
Topical
1
1
3
Multiple
0
None
Mild
0
Resolved
0
0
0
1
0
5.8
7.4
8
-4
0
1
1
Ethiopia
48
Female
Birth-attendant
29
Malaria
Mineral
Smoke
Oral
0
5
4
Antimalarials
1
Anaphylaxis
Life-threatening
14
ICU
0
1
1
0
1
8.8
15.2
4
3
5
9
1
Burkina Faso
48
Male
Herbalist
20
Mental-health
Multi-herb
Smoke
Inhalation
0
3
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
10
12.1
0
5
0
1
1
Uganda
63
Female
Mixed
29
Other
Single-herb
Alcohol-extract
Inhalation
0
3
6
None
0
None
Life-threatening
2
Ongoing
1
0
0
0
1
5.8
14.8
0
0
0
9
1
South Africa
6
Female
Traditional-surgeon
38
Pain
Animal-part
Oil
Inhalation
0
4
2
Antimalarials
0
Anaphylaxis
Severe
7
Death
1
1
0
0
1
7.6
12.6
4
-2
5
6
1
Nigeria
10
Female
Traditional-surgeon
34
Mental-health
Mineral
Alcohol-extract
Suppository
1
2
24
Antimalarials
1
Nephrotoxicity
Mild
3
Resolved
1
0
0
0
1
6.8
15.7
4
3
0
1
1
Mali
66
Male
Diviner
18
Diabetes
Animal-part
Alcohol-extract
Topical
1
5
8
Antimalarials
1
Hepatotoxicity
Life-threatening
10
Resolved
1
0
0
0
1
3.6
10.9
4
3
3
9
1
Ethiopia
46
Female
Mixed
15
Hypertension
Animal-part
Decoction
Oral
0
2
3
Antidiabetics
1
None
Mild
0
Resolved
0
0
1
1
0
9
11.9
3
3.5
0
1
1
Nigeria
51
Female
Herbalist
24
Hypertension
Single-herb
Smoke
Topical
0
6
9
Antibiotics
0
Hepatotoxicity
Severe
9
Resolved
1
0
0
1
1
7.8
14.2
2
-1
0
6
1
Nigeria
22
Male
Herbalist
31
Other
Animal-part
Paste
Eye-drop
1
3
2
None
1
None
Mild
0
Resolved
0
0
1
0
0
9.2
9.6
0
5
0
1
0
Uganda
19
Female
Diviner
37
Hypertension
Mixed
Powder
Oral
1
2
3
None
0
None
Mild
0
Resolved
0
0
1
1
0
13.4
9.4
0
0
0
1
0
Malawi
48
Female
Mixed
38
Hypertension
Mineral
Alcohol-extract
Eye-drop
0
2
9
Antidiabetics
1
Nephrotoxicity
Fatal
6
ICU
0
0
1
1
1
13.6
18.2
3
3.5
0
10
1
Ghana
44
Male
Traditional-surgeon
34
Other
Animal-part
Alcohol-extract
Eye-drop
0
3
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
12.8
16.6
0
5
0
1
1
Ethiopia
24
Female
Spiritual-healer
33
Infertility
Multi-herb
Decoction
Oral
1
3
9
None
0
Gastrointestinal
Life-threatening
12
Hospitalised
0
0
0
0
1
6.6
10.2
0
0
0
9
1
Zambia
65
Female
Spiritual-healer
12
Malaria
Animal-part
Oil
Oral
0
3
4
None
1
None
Mild
0
Resolved
0
0
1
1
0
8.4
14.2
0
5
0
1
1
Zimbabwe
71
Female
Birth-attendant
20
Other
Multi-herb
Smoke
Enema
0
4
9
Antimalarials
1
Haematological
Mild
6
Resolved
1
1
0
0
1
4
14.7
4
3
8
1
1
Ghana
55
Male
Mixed
37
Infertility
Mixed
Infusion
Inhalation
1
2
4
None
0
None
Mild
0
Resolved
0
0
1
1
0
13.4
6.7
0
0
0
1
0
Uganda
46
Male
Mixed
25
Infertility
Mineral
Decoction
Enema
1
6
11
None
0
Drug-interaction
Life-threatening
3
Hospitalised
0
0
0
0
1
5
10.8
0
0
0
9
1
Ethiopia
50
Male
Spiritual-healer
5
Pain
Mixed
Decoction
Oral
0
6
24
None
0
Dermatological
Life-threatening
9
Hospitalised
1
0
0
1
1
4
20.2
0
0
0
9
1
Tanzania
23
Male
Diviner
32
Mental-health
Mineral
Infusion
Oral
1
3
11
Antimalarials
1
Cardiotoxicity
Moderate
10
Death
1
1
0
0
1
6.4
10.8
4
3
5
3
1
South Africa
51
Female
Birth-attendant
36
Diabetes
Animal-part
Powder
Enema
0
1
3
None
0
None
Mild
0
Resolved
0
0
1
1
0
13.2
11.4
0
0
0
1
1
Ghana
58
Female
Diviner
32
HIV/AIDS
Mineral
Oil
Suppository
1
3
4
Antibiotics
0
None
Mild
0
Resolved
0
0
0
0
0
6.4
8.7
2
-1
0
1
0
Tanzania
34
Female
Traditional-surgeon
34
Pain
Animal-part
Powder
Suppository
1
2
3
Anticoagulants
0
None
Mild
0
Resolved
0
0
0
0
0
6.8
7.9
5
-2.5
0
1
1
Mali
62
Female
Traditional-surgeon
23
Other
Mineral
Decoction
Eye-drop
1
3
1
None
1
None
Mild
0
Resolved
0
0
0
1
0
7.6
9.3
0
5
0
1
0
Uganda
63
Male
Birth-attendant
7
Cancer
Single-herb
Paste
Enema
1
1
2
None
1
None
Mild
0
Resolved
0
0
1
1
0
7.4
5.6
0
5
0
1
0
DRC
36
Female
Traditional-surgeon
14
Child-illness
Animal-part
Alcohol-extract
Inhalation
0
4
6
Antibiotics
0
Haematological
Life-threatening
12
Hospitalised
1
1
1
0
1
5.8
15.3
2
-1
5
9
1
Tanzania
11
Female
Bone-setter
18
Hypertension
Animal-part
Alcohol-extract
Topical
1
5
18
Antidiabetics
1
Nephrotoxicity
Life-threatening
7
Hospitalised
0
0
0
0
1
3.6
13.9
3
3.5
0
9
1
Senegal
31
Female
Herbalist
38
Infertility
Single-herb
Decoction
Suppository
0
5
14
Antihypertensives
0
Neurotoxicity
Moderate
11
Ongoing
0
0
0
0
1
7.6
15.2
3
-1.5
0
3
1
Sierra Leone
25
Male
Diviner
20
Other
Animal-part
Powder
Inhalation
1
2
2
None
0
None
Mild
0
Resolved
0
0
1
1
0
10
7.6
0
0
0
1
0
Madagascar
40
Male
Spiritual-healer
37
Child-illness
Mineral
Decoction
Inhalation
1
2
1
None
0
None
Mild
0
Resolved
0
0
0
1
0
10.4
5.8
0
0
0
1
0
Kenya
36
Female
Birth-attendant
29
Diabetes
Animal-part
Alcohol-extract
Inhalation
1
2
2
Antibiotics
1
None
Mild
0
Resolved
0
0
1
1
0
11.8
9.1
2
4
0
1
0
Nigeria
59
Male
Birth-attendant
23
Diabetes
Animal-part
Smoke
Enema
0
3
1
None
1
None
Mild
0
Resolved
0
0
0
1
0
7.6
11.8
0
5
0
1
1