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94c2e7a
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1 Parent(s): c21f7f2

Adding kit hierarchy line management data

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Files changed (2) hide show
  1. data/real_data_excel/converted_csv/Kit_Composition_and_relation_cleaned_with_line_type.csv +676 -0
  2. notebook/data_preprocess.ipynb +565 -0
data/real_data_excel/converted_csv/Kit_Composition_and_relation_cleaned_with_line_type.csv ADDED
@@ -0,0 +1,676 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ kit_name,kit_description,kit_type,line_type
2
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
3
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
4
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
5
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
6
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
7
+ S9901040,"IEHK 2024,Basic Medicine&Renewable UNIT",master,
8
+ S9902219,"Midwifery kit,3-renewable",master,
9
+ S9902219,"Midwifery kit,3-renewable",master,
10
+ S9902219,"Midwifery kit,3-renewable",master,
11
+ S9902219,"Midwifery kit,3-renewable",master,
12
+ S9902219,"Midwifery kit,3-renewable",master,
13
+ S9902219,"Midwifery kit,3-renewable",master,
14
+ S9902219,"Midwifery kit,3-renewable",master,
15
+ S9902219,"Midwifery kit,3-renewable",master,
16
+ S9902219,"Midwifery kit,3-renewable",master,
17
+ S9902219,"Midwifery kit,3-renewable",master,
18
+ S9902219,"Midwifery kit,3-renewable",master,
19
+ S9902219,"Midwifery kit,3-renewable",master,
20
+ S9902219,"Midwifery kit,3-renewable",master,
21
+ S9902450,"NBK, Clinic, Module 3, Equipment",master,long line
22
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
23
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
24
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
25
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
26
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
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+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
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+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
29
+ S9902470,"NBK, Hospital, Module 2, Consumables",master,
30
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
31
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
32
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
33
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
34
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
35
+ S9902480,"NBK, Hospital, Module 3, Equipment",master,
36
+ S9903003,"AWD, Periphery kit, Renewable",master,
37
+ S9903003,"AWD, Periphery kit, Renewable",master,
38
+ S9903003,"AWD, Periphery kit, Renewable",master,
39
+ S9903003,"AWD, Periphery kit, Renewable",master,
40
+ S9903003,"AWD, Periphery kit, Renewable",master,
41
+ S9903003,"AWD, Periphery kit, Renewable",master,
42
+ S9903003,"AWD, Periphery kit, Renewable",master,
43
+ S9903003,"AWD, Periphery kit, Renewable",master,
44
+ S9903003,"AWD, Periphery kit, Renewable",master,
45
+ S9903003,"AWD, Periphery kit, Renewable",master,
46
+ S9903003,"AWD, Periphery kit, Renewable",master,
47
+ S9903003,"AWD, Periphery kit, Renewable",master,
48
+ S9903003,"AWD, Periphery kit, Renewable",master,
49
+ S9903003,"AWD, Periphery kit, Renewable",master,
50
+ S9903003,"AWD, Periphery kit, Renewable",master,
51
+ S9903003,"AWD, Periphery kit, Renewable",master,
52
+ S9903003,"AWD, Periphery kit, Renewable",master,
53
+ S9903003,"AWD, Periphery kit, Renewable",master,
54
+ S9903003,"AWD, Periphery kit, Renewable",master,
55
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
56
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
57
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
58
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
59
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
60
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
61
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
62
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
63
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
64
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
65
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
66
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
67
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
68
+ S9906706,Ethiopia Midwifery kit 3-renew,master,
69
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
70
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
71
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
72
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
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+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
74
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
75
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
76
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
77
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
78
+ S9906708,"Ethiopia IEHK2011,kit,suppl.3-renew",master,
79
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
80
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
81
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
82
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
83
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
84
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
85
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
86
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
87
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
88
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
89
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
90
+ S9906710,Ethiopia Emergency Drug kit 2019,master,
91
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
92
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
93
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
94
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
95
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
96
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
97
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
98
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
99
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
100
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
101
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
102
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
103
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
104
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
105
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
106
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
107
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
108
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
109
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
110
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
111
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
112
+ S9906712,"Sudan, Primary Healthcare kit, 2016",master,
113
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
114
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
115
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
116
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
117
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
118
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
119
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
120
+ S9906713,"Sudan, IMCI Medicine kit, 2016",master,
121
+ S9906729,DRC Measles Kit 2021,master,
122
+ S9906729,DRC Measles Kit 2021,master,
123
+ S9906729,DRC Measles Kit 2021,master,
124
+ S9906729,DRC Measles Kit 2021,master,
125
+ S9906729,DRC Measles Kit 2021,master,
126
+ S9906729,DRC Measles Kit 2021,master,
127
+ S9906729,DRC Measles Kit 2021,master,
128
+ S9906729,DRC Measles Kit 2021,master,
129
+ S9906729,DRC Measles Kit 2021,master,
130
+ S9906729,DRC Measles Kit 2021,master,
131
+ S9906729,DRC Measles Kit 2021,master,
132
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
133
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
134
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
135
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
136
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
137
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
138
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
139
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
140
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
141
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
142
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
143
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
144
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
145
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
146
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
147
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
148
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
149
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
150
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
151
+ S9906733,South Sudan PHCC Kit 2018 Basic Medicin,master,
152
+ S9906734,"South Sudan, PHCU Kit 2018",master,
153
+ S9906734,"South Sudan, PHCU Kit 2018",master,
154
+ S9906734,"South Sudan, PHCU Kit 2018",master,
155
+ S9906734,"South Sudan, PHCU Kit 2018",master,
156
+ S9906734,"South Sudan, PHCU Kit 2018",master,
157
+ S9906734,"South Sudan, PHCU Kit 2018",master,
158
+ S9906734,"South Sudan, PHCU Kit 2018",master,
159
+ S9906734,"South Sudan, PHCU Kit 2018",master,
160
+ S9906734,"South Sudan, PHCU Kit 2018",master,
161
+ S9906734,"South Sudan, PHCU Kit 2018",master,
162
+ S9906734,"South Sudan, PHCU Kit 2018",master,
163
+ S9906734,"South Sudan, PHCU Kit 2018",master,
164
+ S9906734,"South Sudan, PHCU Kit 2018",master,
165
+ S9906734,"South Sudan, PHCU Kit 2018",master,
166
+ S9906734,"South Sudan, PHCU Kit 2018",master,
167
+ S9906734,"South Sudan, PHCU Kit 2018",master,
168
+ S9906734,"South Sudan, PHCU Kit 2018",master,
169
+ S9906737,South Sudan PHCC Kit 2018-Med Dev & Diag,master,
170
+ S9906737,South Sudan PHCC Kit 2018-Med Dev & Diag,master,
171
+ S9906753,"Nut kit,Inpatient, Ethiop.Mod. Med. Supp",master,
172
+ S9906753,"Nut kit,Inpatient, Ethiop.Mod. Med. Supp",master,
173
+ S9906753,"Nut kit,Inpatient, Ethiop.Mod. Med. Supp",master,
174
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
175
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
176
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
177
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
178
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
179
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
180
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
185
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
186
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
187
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
188
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
190
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
192
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
193
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
194
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
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+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
196
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
197
+ S9906791,"Mali, in-patient CMAM kit, version 2014",master,
198
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
199
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
200
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
201
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
202
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
203
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
204
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
205
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
206
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
207
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
208
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
209
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
210
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
211
+ S9906800,Yemen Primary Health Kit 2021-Basic meds,master,
212
+ S9908300,"Obstetric,surgical kit,suppl.1-drugs",master,
213
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214
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215
+ S9908300,"Obstetric,surgical kit,suppl.1-drugs",master,
216
+ S9908300,"Obstetric,surgical kit,suppl.1-drugs",master,
217
+ S9908300,"Obstetric,surgical kit,suppl.1-drugs",master,
218
+ S9908300,"Obstetric,surgical kit,suppl.1-drugs",master,
219
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
220
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
221
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
222
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
223
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
224
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
225
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
226
+ S9908302,"Obstetric,surgical kit,suppl.3-renewable",master,
227
+ S9991041,"IEHK 2024,Basic Medicine&Renewabl SUB1/3",subkit,long line
228
+ S9991041,"IEHK 2024,Basic Medicine&Renewabl SUB1/3",subkit,long line
229
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230
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231
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232
+ S9991042,"IEHK 2024,Basic Medicine&Renewabl SUB2/3",subkit,long line
233
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
234
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235
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
236
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
237
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
238
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
239
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
240
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
241
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
242
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
243
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
244
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
245
+ S9999898,"Subkit 1/2 Midwifery ,3-renew S9902219",subkit,long line
246
+ S9992451,"SUB 1/6 NBK, Clinic, Module 3, Equipment",subkit,long line
247
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248
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250
+ S9992470,"SUB 1/10 NBK, Hospital,Module 2,Consum",subkit,long line
251
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252
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253
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254
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260
+ S9992483,"SUB 3/17 NBK, Hospital, Module 3, Equ",subkit,long line
261
+ S9999144,"AWD SUB 1/3 Periphery,Renewable",subkit,long line
262
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263
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
264
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
265
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266
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
267
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268
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
269
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
270
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
271
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
272
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
273
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
274
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
275
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
276
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
277
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
278
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
279
+ S9999145,"AWD SUB 2/3 Periphery,Renewable",subkit,long line
280
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
281
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
282
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283
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
284
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
285
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286
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
287
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
288
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
289
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
290
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
291
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
292
+ S9999701,"Subkit 1/2 Ethiopia Midwifery,S9906706",subkit,long line
293
+ S9999702,"Subkit 2/2 Ethiopia Midwifery,S9906706",subkit,long line
294
+ S9999721,Subkit 1/6 Ethiopia IEHK renew S9906708,subkit,long line
295
+ S9999721,Subkit 1/6 Ethiopia IEHK renew S9906708,subkit,long line
296
+ S9999721,Subkit 1/6 Ethiopia IEHK renew S9906708,subkit,long line
297
+ S9999721,Subkit 1/6 Ethiopia IEHK renew S9906708,subkit,long line
298
+ S9999721,Subkit 1/6 Ethiopia IEHK renew S9906708,subkit,long line
299
+ S9999726,Subkit 6/6 Ethiopia IEHK renew S9906708,subkit,long line
300
+ S9999726,Subkit 6/6 Ethiopia IEHK renew S9906708,subkit,long line
301
+ S9999726,Subkit 6/6 Ethiopia IEHK renew S9906708,subkit,long line
302
+ S9999726,Subkit 6/6 Ethiopia IEHK renew S9906708,subkit,long line
303
+ S9999726,Subkit 6/6 Ethiopia IEHK renew S9906708,subkit,long line
304
+ S9996710,SUB 1/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
305
+ S9996710,SUB 1/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
306
+ S9996710,SUB 1/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
307
+ S9996710,SUB 1/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
308
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
309
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
310
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
311
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
312
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
313
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
314
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
315
+ S9996711,SUB 2/7 Ethiopia Emerg. kit2019 S9906710,subkit,long line
316
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
317
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
318
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
319
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
320
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
321
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
322
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
323
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
324
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
325
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
326
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
327
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
328
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
329
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
330
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
331
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
332
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
333
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
334
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
335
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
336
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
337
+ S9999491,"Sub 1/4, SD SD,Primary Healthcare2016",subkit,long line
338
+ S9999506,"Sub 2/7 SD IMCI Med. kit, 2016",subkit,long line
339
+ S9999506,"Sub 2/7 SD IMCI Med. kit, 2016",subkit,long line
340
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
341
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
342
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
343
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
344
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
345
+ S9999507,"Sub 3/7 SD IMCI Med. kit, 2016",subkit,long line
346
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
347
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
348
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
349
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
350
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
351
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
352
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
353
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
354
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
355
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
356
+ S9996722,DRC Measles Kit 2021 SUB 2/5,subkit,long line
357
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
358
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
359
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
360
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
361
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
362
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
363
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
364
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
365
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
366
+ S9993731,SUB 1/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
367
+ S9993732,SUB 2/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
368
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
369
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
370
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
371
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
372
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
373
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
374
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
375
+ S9993733,SUB 3/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
376
+ S9993734,SUB 4/9 S.Sudan PHCC18 B.Med S9906733,subkit,long line
377
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
378
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
379
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
380
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
381
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
382
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
383
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
384
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
385
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
386
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
387
+ S9994732,"Sub2/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
388
+ S9994733,"Sub3/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
389
+ S9994733,"Sub3/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
390
+ S9994733,"Sub3/8 South Sudan,PHCU Kit2018 S9906734",subkit,long line
391
+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",subkit,long line
392
+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",subkit,long line
393
+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",subkit,long line
394
+ S9997731,SUB 1/8 SSPHCC2018-Med Dev&Diag S9906737,subkit,long line
395
+ S9997731,SUB 1/8 SSPHCC2018-Med Dev&Diag S9906737,subkit,long line
396
+ S9996752,"SUB1/2 Nut kit,I Ethiop.Mod F S9906753",subkit,long line
397
+ S9996752,"SUB1/2 Nut kit,I Ethiop.Mod F S9906753",subkit,long line
398
+ S9996752,"SUB1/2 Nut kit,I Ethiop.Mod F S9906753",subkit,long line
399
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
400
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
401
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
402
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
403
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
404
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
405
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
406
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
407
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
408
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
409
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
410
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
411
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
412
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
413
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
414
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
415
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
416
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
417
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
418
+ S9999751,"Subkit 1/6 Mali, in-patient CMAM kit",subkit,long line
419
+ S9999752,"Subkit 2/6 Mali, in-patient CMAM kit",subkit,long line
420
+ S9999753,"Subkit 3/6 Mali, in-patient CMAM kit",subkit,long line
421
+ S9999753,"Subkit 3/6 Mali, in-patient CMAM kit",subkit,long line
422
+ S9999753,"Subkit 3/6 Mali, in-patient CMAM kit",subkit,long line
423
+ S9986721,SUB 1/3 Yemen PHK 2021-Basic S9906800,subkit,long line
424
+ S9986721,SUB 1/3 Yemen PHK 2021-Basic S9906800,subkit,long line
425
+ S9986721,SUB 1/3 Yemen PHK 2021-Basic S9906800,subkit,long line
426
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
427
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
428
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
429
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
430
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
431
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
432
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
433
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
434
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
435
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
436
+ S9986722,SUB 2/3 Yemen PHK 2021-Basic S9906800,subkit,long line
437
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
438
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
439
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
440
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
441
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
442
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
443
+ S9999995,Sub 1/10 Obstetric S9908300(i) part 1,subkit,long line
444
+ S9999883,Subkit 3/6 Obstetric 3-renew.S9908302,subkit,long line
445
+ S9999883,Subkit 3/6 Obstetric 3-renew.S9908302,subkit,long line
446
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
447
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
448
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
449
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
450
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
451
+ S9999884,Subkit 4/6 Obstetric 3-renew.S9908302,subkit,long line
452
+ S9991044,"PP 1/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
453
+ S9991044,"PP 1/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
454
+ S9991044,"PP 1/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
455
+ S9991045,"PP 2/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
456
+ S9991045,"PP 2/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
457
+ S9991045,"PP 2/2 IEHK 2024,Basic Medicine&Renewabl",prepack,mini load
458
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
459
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
460
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
461
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
462
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
463
+ S9999941,Prepack 1/3Midwifery-renewable S9902219,prepack,mini load
464
+ S9999942,Prepack 2/3Midwifery-renewable S9902219,prepack,mini load
465
+ S9999942,Prepack 2/3Midwifery-renewable S9902219,prepack,mini load
466
+ S9999942,Prepack 2/3Midwifery-renewable S9902219,prepack,mini load
467
+ S9999942,Prepack 2/3Midwifery-renewable S9902219,prepack,mini load
468
+ S9999942,Prepack 2/3Midwifery-renewable S9902219,prepack,mini load
469
+ S9999940,Prepack 3/3Midwifery-renewable S9902219,prepack,mini load
470
+ S9999940,Prepack 3/3Midwifery-renewable S9902219,prepack,mini load
471
+ S9992450,"PP 1/1 NBK, Clinic, Module 3, Equipment",prepack,mini load
472
+ S9992414,"PP 1/2 NBK, Hospital,Module 2,Consum",prepack,mini load
473
+ S9992414,"PP 1/2 NBK, Hospital,Module 2,Consum",prepack,mini load
474
+ S9992414,"PP 1/2 NBK, Hospital,Module 2,Consum",prepack,mini load
475
+ S9992414,"PP 1/2 NBK, Hospital,Module 2,Consum",prepack,mini load
476
+ S9992415,"PP 2/2 NBK, Hospital,Module 2,Consum",prepack,mini load
477
+ S9992415,"PP 2/2 NBK, Hospital,Module 2,Consum",prepack,mini load
478
+ S9992415,"PP 2/2 NBK, Hospital,Module 2,Consum",prepack,mini load
479
+ S9992415,"PP 2/2 NBK, Hospital,Module 2,Consum",prepack,mini load
480
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
481
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
482
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
483
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
484
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
485
+ S9992480,"Bag NBK, Hospital, Module 3, Equ",prepack,mini load
486
+ S9999149,"AWD BAG 1/1 Periphery,Renewable S9903003",prepack,mini load
487
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
488
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
489
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
490
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
491
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
492
+ S9999143,"PP 3/3 Periphery,Renewable",prepack,mini load
493
+ S9999138,PP 2/3 (old 2/7)Periphery Renew S9903003,prepack,mini load
494
+ S9999138,PP 2/3 (old 2/7)Periphery Renew S9903003,prepack,mini load
495
+ S9999138,PP 2/3 (old 2/7)Periphery Renew S9903003,prepack,mini load
496
+ S9999138,PP 2/3 (old 2/7)Periphery Renew S9903003,prepack,mini load
497
+ S9999138,PP 2/3 (old 2/7)Periphery Renew S9903003,prepack,mini load
498
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
499
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
500
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
501
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
502
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
503
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
504
+ S9999137,PP 1/3 (old 1/7)Periphery Renew S9903003,prepack,mini load
505
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
506
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
507
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
508
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
509
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
510
+ S9999703,"Prepack 1/3 Ethiopia Midwifery,S9906706",prepack,mini load
511
+ S9999704,"Prepack 2/3 Ethiopia Midwifery,S9906706",prepack,mini load
512
+ S9999704,"Prepack 2/3 Ethiopia Midwifery,S9906706",prepack,mini load
513
+ S9999704,"Prepack 2/3 Ethiopia Midwifery,S9906706",prepack,mini load
514
+ S9999704,"Prepack 2/3 Ethiopia Midwifery,S9906706",prepack,mini load
515
+ S9999704,"Prepack 2/3 Ethiopia Midwifery,S9906706",prepack,mini load
516
+ S9999705,"Prepack 3/3 Ethiopia Midwifery,S9906706",prepack,mini load
517
+ S9999705,"Prepack 3/3 Ethiopia Midwifery,S9906706",prepack,mini load
518
+ S9999299,"BAG for 50 x S0322010 CH12,ster,disp",prepack,mini load
519
+ S9999728,Prepa. 1/2 Ethiopia IEHK renew S9906708,prepack,mini load
520
+ S9999728,Prepa. 1/2 Ethiopia IEHK renew S9906708,prepack,mini load
521
+ S9999728,Prepa. 1/2 Ethiopia IEHK renew S9906708,prepack,mini load
522
+ S9999728,Prepa. 1/2 Ethiopia IEHK renew S9906708,prepack,mini load
523
+ S9999728,Prepa. 1/2 Ethiopia IEHK renew S9906708,prepack,mini load
524
+ S9999729,Prepa. 2/2 Ethiopia IEHK renew S9906708,prepack,mini load
525
+ S9999729,Prepa. 2/2 Ethiopia IEHK renew S9906708,prepack,mini load
526
+ S9999729,Prepa. 2/2 Ethiopia IEHK renew S9906708,prepack,mini load
527
+ S9999729,Prepa. 2/2 Ethiopia IEHK renew S9906708,prepack,mini load
528
+ S9999729,Prepa. 2/2 Ethiopia IEHK renew S9906708,prepack,mini load
529
+ S9986712,PP 2/5 F SUB 1/6 Ethiopia Emerg.S9906710,prepack,mini load
530
+ S9986712,PP 2/5 F SUB 1/6 Ethiopia Emerg.S9906710,prepack,mini load
531
+ S9986712,PP 2/5 F SUB 1/6 Ethiopia Emerg.S9906710,prepack,mini load
532
+ S9986711,PP 1/5 F SUB 1/6 Ethiopia Emerg.S9906710,prepack,mini load
533
+ S9986711,PP 1/5 F SUB 1/6 Ethiopia Emerg.S9906710,prepack,mini load
534
+ S9986713,PP 3/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
535
+ S9986713,PP 3/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
536
+ S9986714,PP 4/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
537
+ S9986714,PP 4/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
538
+ S9986714,PP 4/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
539
+ S9986714,PP 4/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
540
+ S9986715,PP 5/5 F SUB 2/6 Ethiopia Emerg.S9906710,prepack,mini load
541
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
542
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
543
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
544
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
545
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
546
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
547
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
548
+ S9999494,"Prepack 1/3 SD,Primary Healthcare2016",prepack,mini load
549
+ S9999495,"Prepack 2/3 SD,Primary Healthcare2016",prepack,mini load
550
+ S9999495,"Prepack 2/3 SD,Primary Healthcare2016",prepack,mini load
551
+ S9999495,"Prepack 2/3 SD,Primary Healthcare2016",prepack,mini load
552
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+ S9999496,"Prepack 3/3 SD,Primary Healthcare2016",prepack,mini load
562
+ S9999496,"Prepack 3/3 SD,Primary Healthcare2016",prepack,mini load
563
+ S9999503,"Bag 1/1 Sudan, IMCI Med. kit, 2016",prepack,mini load
564
+ S9999503,"Bag 1/1 Sudan, IMCI Med. kit, 2016",prepack,mini load
565
+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
566
+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
567
+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
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+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
569
+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
570
+ S9999504,"Prepack 1/1 Sudan IMCI Med. kit, 2016",prepack,mini load
571
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
572
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
573
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
574
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
575
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
576
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
577
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
578
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
579
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
580
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
581
+ S9996726,DRC Measles Kit 2021 PP 1/1,prepack,mini load
582
+ S9993736,PP1/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
583
+ S9993736,PP1/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993736,PP1/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993736,PP1/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993737,PP2/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993737,PP2/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
590
+ S9993737,PP2/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
591
+ S9993737,PP2/5 f SUB 1/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993739,PP4/5 f SUB 3/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993738,PP3/5 f SUB 4/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993738,PP3/5 f SUB 4/5 S.Sudan18 B.Med S9906733,prepack,mini load
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+ S9993730,PP5/5 f SUB 4/5 S.Sudan18 B.Med S9906733,prepack,mini load
602
+ S9994735,"PP1/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
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605
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606
+ S9994735,"PP1/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
607
+ S9994735,"PP1/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
608
+ S9994735,"PP1/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
609
+ S9994735,"PP1/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
610
+ S9994736,"PP2/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
611
+ S9994736,"PP2/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
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+ S9994736,"PP2/4 f Sub2/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
613
+ S9994737,"PP3/4 f Sub3/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
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+ S9994737,"PP3/4 f Sub3/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
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+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
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+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
618
+ S9994738,"PP4/4 f Sub4/4 S.Sudan,PHCU Kit S9906734",prepack,mini load
619
+ S9997739,PP 1/2 F SUB 1/8 SSPHCC2018-Med S9906737,prepack,mini load
620
+ S9997730,PP 2/2 F SUB 1/8 SSPHCC2018-Med S9906737,prepack,mini load
621
+ S9996751,"Prepack. Nut kit,I Ethiop.Mod F S9906753",prepack,mini load
622
+ S9996751,"Prepack. Nut kit,I Ethiop.Mod F S9906753",prepack,mini load
623
+ S9996751,"Prepack. Nut kit,I Ethiop.Mod F S9906753",prepack,mini load
624
+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
625
+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
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+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
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+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
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+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
629
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+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
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634
+ S9999691,"Prepack 1/4 Mali, in-patient CMAM kit",prepack,mini load
635
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
636
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
637
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
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+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
639
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
640
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
641
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
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+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
643
+ S9999692,"Prepack 2/4 Mali, in-patient CMAM kit",prepack,mini load
644
+ S9999693,"Prepack 3/4 Mali, in-patient CMAM kit",prepack,mini load
645
+ S9999694,"Prepack 4/4 Mali, in-patient CMAM kit",prepack,mini load
646
+ S9999694,"Prepack 4/4 Mali, in-patient CMAM kit",prepack,mini load
647
+ S9999694,"Prepack 4/4 Mali, in-patient CMAM kit",prepack,mini load
648
+ S9986716,PP 1/3 F Sub 1/3 Yemen PHK S9906800,prepack,mini load
649
+ S9986716,PP 1/3 F Sub 1/3 Yemen PHK S9906800,prepack,mini load
650
+ S9986716,PP 1/3 F Sub 1/3 Yemen PHK S9906800,prepack,mini load
651
+ S9986716,PP 1/3 F Sub 1/3 Yemen PHK S9906800,prepack,mini load
652
+ S9986717,PP 2/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
653
+ S9986717,PP 2/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
654
+ S9986717,PP 2/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
655
+ S9986717,PP 2/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
656
+ S9986717,PP 2/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
657
+ S9986710,PP 3/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
658
+ S9986710,PP 3/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
659
+ S9986710,PP 3/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
660
+ S9986710,PP 3/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
661
+ S9986710,PP 3/3 F Sub 2/3 Yemen PHK S9906800,prepack,mini load
662
+ S9999944,"Prepack 1/2 Obstetric,surgical kit,suppl",prepack,mini load
663
+ S9999944,"Prepack 1/2 Obstetric,surgical kit,suppl",prepack,mini load
664
+ S9999944,"Prepack 1/2 Obstetric,surgical kit,suppl",prepack,mini load
665
+ S9999944,"Prepack 1/2 Obstetric,surgical kit,suppl",prepack,mini load
666
+ S9999945,"Prepack 2/2 Obstetric,surgical kit,suppl",prepack,mini load
667
+ S9999945,"Prepack 2/2 Obstetric,surgical kit,suppl",prepack,mini load
668
+ S9999945,"Prepack 2/2 Obstetric,surgical kit,suppl",prepack,mini load
669
+ S9999938,Prepack 1/2 Obstetric 3-renew. S9908302,prepack,mini load
670
+ S9999938,Prepack 1/2 Obstetric 3-renew. S9908302,prepack,mini load
671
+ S9999939,Prepack 2/2 Obstetric 3-renew. S9908302,prepack,mini load
672
+ S9999939,Prepack 2/2 Obstetric 3-renew. S9908302,prepack,mini load
673
+ S9999939,Prepack 2/2 Obstetric 3-renew. S9908302,prepack,mini load
674
+ S9999939,Prepack 2/2 Obstetric 3-renew. S9908302,prepack,mini load
675
+ S9999939,Prepack 2/2 Obstetric 3-renew. S9908302,prepack,mini load
676
+ S9999299,"BAG for 50 x S0322010 CH12,ster,disp",prepack,mini load
notebook/data_preprocess.ipynb ADDED
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1
+ {
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "id": "f68ac913",
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+ "metadata": {},
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+ "source": [
8
+ "# Processing "
9
+ ]
10
+ },
11
+ {
12
+ "cell_type": "markdown",
13
+ "id": "251abe9b",
14
+ "metadata": {},
15
+ "source": [
16
+ "import pandas"
17
+ ]
18
+ },
19
+ {
20
+ "cell_type": "code",
21
+ "execution_count": 67,
22
+ "id": "2709a4af",
23
+ "metadata": {},
24
+ "outputs": [
25
+ {
26
+ "name": "stdout",
27
+ "output_type": "stream",
28
+ "text": [
29
+ "/Users/halimjun/Coding_local/SD_roster_real/notebook\n",
30
+ "<class 'pandas.core.frame.DataFrame'>\n",
31
+ "RangeIndex: 2602 entries, 0 to 2601\n",
32
+ "Data columns (total 13 columns):\n",
33
+ " # Column Non-Null Count Dtype \n",
34
+ "--- ------ -------------- ----- \n",
35
+ " 0 # 2602 non-null int64 \n",
36
+ " 1 Master Kit 2602 non-null object \n",
37
+ " 2 Master Kit Description 2602 non-null object \n",
38
+ " 3 Sub kit 1347 non-null object \n",
39
+ " 4 Sub kit description 1347 non-null object \n",
40
+ " 5 Prepack 1028 non-null object \n",
41
+ " 6 Prepack Description 1028 non-null object \n",
42
+ " 7 Item Number 2286 non-null float64\n",
43
+ " 8 Component number 2602 non-null object \n",
44
+ " 9 Object description 2602 non-null object \n",
45
+ " 10 Comp. Qty (CUn) 2602 non-null int64 \n",
46
+ " 11 Component unit 2279 non-null object \n",
47
+ " 12 Batch management 1118 non-null object \n",
48
+ "dtypes: float64(1), int64(2), object(10)\n",
49
+ "memory usage: 264.4+ KB\n"
50
+ ]
51
+ },
52
+ {
53
+ "data": {
54
+ "text/html": [
55
+ "<div>\n",
56
+ "<style scoped>\n",
57
+ " .dataframe tbody tr th:only-of-type {\n",
58
+ " vertical-align: middle;\n",
59
+ " }\n",
60
+ "\n",
61
+ " .dataframe tbody tr th {\n",
62
+ " vertical-align: top;\n",
63
+ " }\n",
64
+ "\n",
65
+ " .dataframe thead th {\n",
66
+ " text-align: right;\n",
67
+ " }\n",
68
+ "</style>\n",
69
+ "<table border=\"1\" class=\"dataframe\">\n",
70
+ " <thead>\n",
71
+ " <tr style=\"text-align: right;\">\n",
72
+ " <th></th>\n",
73
+ " <th>#</th>\n",
74
+ " <th>Master Kit</th>\n",
75
+ " <th>Master Kit Description</th>\n",
76
+ " <th>Sub kit</th>\n",
77
+ " <th>Sub kit description</th>\n",
78
+ " <th>Prepack</th>\n",
79
+ " <th>Prepack Description</th>\n",
80
+ " <th>Item Number</th>\n",
81
+ " <th>Component number</th>\n",
82
+ " <th>Object description</th>\n",
83
+ " <th>Comp. Qty (CUn)</th>\n",
84
+ " <th>Component unit</th>\n",
85
+ " <th>Batch management</th>\n",
86
+ " </tr>\n",
87
+ " </thead>\n",
88
+ " <tbody>\n",
89
+ " <tr>\n",
90
+ " <th>30</th>\n",
91
+ " <td>31</td>\n",
92
+ " <td>S9901040</td>\n",
93
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
94
+ " <td>S9991041</td>\n",
95
+ " <td>IEHK 2024,Basic Medicine&amp;Renewabl SUB1/3</td>\n",
96
+ " <td>S9991044</td>\n",
97
+ " <td>PP 1/2 IEHK 2024,Basic Medicine&amp;Renewabl</td>\n",
98
+ " <td>20.0</td>\n",
99
+ " <td>S0512025</td>\n",
100
+ " <td>Bandage,gauze,8cmx4m,roll</td>\n",
101
+ " <td>50</td>\n",
102
+ " <td>EA</td>\n",
103
+ " <td>X</td>\n",
104
+ " </tr>\n",
105
+ " <tr>\n",
106
+ " <th>32</th>\n",
107
+ " <td>33</td>\n",
108
+ " <td>S9901040</td>\n",
109
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
110
+ " <td>S9991041</td>\n",
111
+ " <td>IEHK 2024,Basic Medicine&amp;Renewabl SUB1/3</td>\n",
112
+ " <td>S9991044</td>\n",
113
+ " <td>PP 1/2 IEHK 2024,Basic Medicine&amp;Renewabl</td>\n",
114
+ " <td>40.0</td>\n",
115
+ " <td>S1504008</td>\n",
116
+ " <td>Omeprazole 20mg capsules (e/c) PAC/10x10</td>\n",
117
+ " <td>5</td>\n",
118
+ " <td>PAC</td>\n",
119
+ " <td>X</td>\n",
120
+ " </tr>\n",
121
+ " <tr>\n",
122
+ " <th>33</th>\n",
123
+ " <td>34</td>\n",
124
+ " <td>S9901040</td>\n",
125
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
126
+ " <td>S9991041</td>\n",
127
+ " <td>IEHK 2024,Basic Medicine&amp;Renewabl SUB1/3</td>\n",
128
+ " <td>S9991044</td>\n",
129
+ " <td>PP 1/2 IEHK 2024,Basic Medicine&amp;Renewabl</td>\n",
130
+ " <td>50.0</td>\n",
131
+ " <td>S1555370</td>\n",
132
+ " <td>Albendazole 400mg chewable tabs/PAC-100</td>\n",
133
+ " <td>2</td>\n",
134
+ " <td>PAC</td>\n",
135
+ " <td>X</td>\n",
136
+ " </tr>\n",
137
+ " </tbody>\n",
138
+ "</table>\n",
139
+ "</div>"
140
+ ],
141
+ "text/plain": [
142
+ " # Master Kit Master Kit Description Sub kit \\\n",
143
+ "30 31 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT S9991041 \n",
144
+ "32 33 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT S9991041 \n",
145
+ "33 34 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT S9991041 \n",
146
+ "\n",
147
+ " Sub kit description Prepack \\\n",
148
+ "30 IEHK 2024,Basic Medicine&Renewabl SUB1/3 S9991044 \n",
149
+ "32 IEHK 2024,Basic Medicine&Renewabl SUB1/3 S9991044 \n",
150
+ "33 IEHK 2024,Basic Medicine&Renewabl SUB1/3 S9991044 \n",
151
+ "\n",
152
+ " Prepack Description Item Number Component number \\\n",
153
+ "30 PP 1/2 IEHK 2024,Basic Medicine&Renewabl 20.0 S0512025 \n",
154
+ "32 PP 1/2 IEHK 2024,Basic Medicine&Renewabl 40.0 S1504008 \n",
155
+ "33 PP 1/2 IEHK 2024,Basic Medicine&Renewabl 50.0 S1555370 \n",
156
+ "\n",
157
+ " Object description Comp. Qty (CUn) Component unit \\\n",
158
+ "30 Bandage,gauze,8cmx4m,roll 50 EA \n",
159
+ "32 Omeprazole 20mg capsules (e/c) PAC/10x10 5 PAC \n",
160
+ "33 Albendazole 400mg chewable tabs/PAC-100 2 PAC \n",
161
+ "\n",
162
+ " Batch management \n",
163
+ "30 X \n",
164
+ "32 X \n",
165
+ "33 X "
166
+ ]
167
+ },
168
+ "execution_count": 67,
169
+ "metadata": {},
170
+ "output_type": "execute_result"
171
+ }
172
+ ],
173
+ "source": [
174
+ "import pandas as pd\n",
175
+ "!pwd\n",
176
+ "df = pd.read_csv('../data/real_data_excel/converted_csv/Kit_Composition_and_relation.csv')\n",
177
+ "df.columns\n",
178
+ "df.info()\n",
179
+ "df.describe()\n",
180
+ "df.isnull().sum()\n",
181
+ "df.dropna(inplace=True)\n",
182
+ "df.head(3)\n",
183
+ "# Kit name | Kit level (master, subkit, prepack) | master -> if only by itself, say\"long line\", other -> null, subkit -> \"long line\", prepack -> \"mini load\"\n"
184
+ ]
185
+ },
186
+ {
187
+ "cell_type": "code",
188
+ "execution_count": 68,
189
+ "id": "75349f36",
190
+ "metadata": {},
191
+ "outputs": [
192
+ {
193
+ "name": "stderr",
194
+ "output_type": "stream",
195
+ "text": [
196
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:2: SettingWithCopyWarning: \n",
197
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
198
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
199
+ "\n",
200
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
201
+ " master[\"kit_type\"] = \"master\"\n",
202
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:3: SettingWithCopyWarning: \n",
203
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
204
+ "\n",
205
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
206
+ " master.rename(columns={\"Master Kit\": \"kit_name\", \"Master Kit Description\": \"kit_description\"}, inplace=True)\n",
207
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:6: SettingWithCopyWarning: \n",
208
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
209
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
210
+ "\n",
211
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
212
+ " subkit[\"kit_type\"] = \"subkit\"\n",
213
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:7: SettingWithCopyWarning: \n",
214
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
215
+ "\n",
216
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
217
+ " subkit.rename(columns={\"Sub kit\": \"kit_name\", \"Sub kit Description\": \"kit_description\"}, inplace=True)\n",
218
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:11: SettingWithCopyWarning: \n",
219
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
220
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
221
+ "\n",
222
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
223
+ " prepack[\"kit_type\"] = \"prepack\"\n",
224
+ "/var/folders/t7/ldqv1xt97rs4jyjvhxf4shgw0000gn/T/ipykernel_12116/237579764.py:12: SettingWithCopyWarning: \n",
225
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
226
+ "\n",
227
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
228
+ " prepack.rename(columns={\"Prepack\": \"kit_name\", \"Prepack Description\": \"kit_description\"}, inplace=True)\n"
229
+ ]
230
+ },
231
+ {
232
+ "data": {
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <td>S9901040</td>\n",
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262
+ " <td>master</td>\n",
263
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+ " <th>32</th>\n",
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+ " <td>S9901040</td>\n",
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268
+ " <td>master</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>33</th>\n",
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+ " <td>S9901040</td>\n",
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+ " <td>master</td>\n",
275
+ " </tr>\n",
276
+ " <tr>\n",
277
+ " <th>36</th>\n",
278
+ " <td>S9901040</td>\n",
279
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280
+ " <td>master</td>\n",
281
+ " </tr>\n",
282
+ " <tr>\n",
283
+ " <th>37</th>\n",
284
+ " <td>S9901040</td>\n",
285
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
286
+ " <td>master</td>\n",
287
+ " </tr>\n",
288
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289
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290
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291
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293
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294
+ " <tr>\n",
295
+ " <th>1840</th>\n",
296
+ " <td>S9999939</td>\n",
297
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
298
+ " <td>prepack</td>\n",
299
+ " </tr>\n",
300
+ " <tr>\n",
301
+ " <th>1841</th>\n",
302
+ " <td>S9999939</td>\n",
303
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
304
+ " <td>prepack</td>\n",
305
+ " </tr>\n",
306
+ " <tr>\n",
307
+ " <th>1842</th>\n",
308
+ " <td>S9999939</td>\n",
309
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
310
+ " <td>prepack</td>\n",
311
+ " </tr>\n",
312
+ " <tr>\n",
313
+ " <th>1843</th>\n",
314
+ " <td>S9999939</td>\n",
315
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316
+ " <td>prepack</td>\n",
317
+ " </tr>\n",
318
+ " <tr>\n",
319
+ " <th>1846</th>\n",
320
+ " <td>S9999299</td>\n",
321
+ " <td>BAG for 50 x S0322010 CH12,ster,disp</td>\n",
322
+ " <td>prepack</td>\n",
323
+ " </tr>\n",
324
+ " </tbody>\n",
325
+ "</table>\n",
326
+ "<p>675 rows × 3 columns</p>\n",
327
+ "</div>"
328
+ ],
329
+ "text/plain": [
330
+ " kit_name kit_description kit_type\n",
331
+ "30 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master\n",
332
+ "32 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master\n",
333
+ "33 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master\n",
334
+ "36 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master\n",
335
+ "37 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master\n",
336
+ "... ... ... ...\n",
337
+ "1840 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack\n",
338
+ "1841 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack\n",
339
+ "1842 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack\n",
340
+ "1843 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack\n",
341
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342
+ "\n",
343
+ "[675 rows x 3 columns]"
344
+ ]
345
+ },
346
+ "execution_count": 68,
347
+ "metadata": {},
348
+ "output_type": "execute_result"
349
+ }
350
+ ],
351
+ "source": [
352
+ "\n",
353
+ "\n",
354
+ "master = df[[\"Master Kit\", \"Master Kit Description\"]]\n",
355
+ "master[\"kit_type\"] = \"master\"\n",
356
+ "master.rename(columns={\"Master Kit\": \"kit_name\", \"Master Kit Description\": \"kit_description\"}, inplace=True)\n",
357
+ "\n",
358
+ "subkit = df[[\"Sub kit\", \"Sub kit description\"]]\n",
359
+ "subkit[\"kit_type\"] = \"subkit\"\n",
360
+ "subkit.rename(columns={\"Sub kit\": \"kit_name\", \"Sub kit Description\": \"kit_description\"}, inplace=True)\n",
361
+ "subkit.columns = [\"kit_name\", \"kit_description\", \"kit_type\"]\n",
362
+ "\n",
363
+ "prepack = df[[\"Prepack\", \"Prepack Description\"]]\n",
364
+ "prepack[\"kit_type\"] = \"prepack\"\n",
365
+ "prepack.rename(columns={\"Prepack\": \"kit_name\", \"Prepack Description\": \"kit_description\"}, inplace=True)\n",
366
+ "\n",
367
+ "\n",
368
+ "df = pd.concat([master, subkit, prepack])\n",
369
+ "df.head()\n",
370
+ "cleaned_df = df.copy()\n",
371
+ "cleaned_df"
372
+ ]
373
+ },
374
+ {
375
+ "cell_type": "code",
376
+ "execution_count": 69,
377
+ "id": "2e6e197d",
378
+ "metadata": {},
379
+ "outputs": [],
380
+ "source": [
381
+ "\n",
382
+ "cleaned_df[['kit_name','kit_description','kit_type']].drop_duplicates()\n",
383
+ "tmp = cleaned_df.groupby('kit_name').count()['kit_type'].reset_index()\n",
384
+ "standalone_masterkit_list = tmp.loc[tmp['kit_type']==1,'kit_name']\n",
385
+ "standalone_masterkit_list\n",
386
+ "\n",
387
+ "cleaned_df.loc[cleaned_df['kit_name'].isin(standalone_masterkit_list),'line_type'] = 'long line'\n",
388
+ "cleaned_df.loc[cleaned_df['kit_type']=='prepack','line_type'] = 'mini load'\n",
389
+ "cleaned_df.loc[cleaned_df['kit_type']=='subkit','line_type'] = 'long line'\n",
390
+ "cleaned_df.to_csv('../data/real_data_excel/converted_csv/Kit_Composition_and_relation_cleaned_with_line_type.csv', index=False)"
391
+ ]
392
+ },
393
+ {
394
+ "cell_type": "code",
395
+ "execution_count": 70,
396
+ "id": "9ff00aa6",
397
+ "metadata": {},
398
+ "outputs": [
399
+ {
400
+ "data": {
401
+ "text/html": [
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+ " <thead>\n",
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+ " </thead>\n",
426
+ " <tbody>\n",
427
+ " <tr>\n",
428
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429
+ " <td>S9901040</td>\n",
430
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
431
+ " <td>master</td>\n",
432
+ " <td>NaN</td>\n",
433
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434
+ " <tr>\n",
435
+ " <th>32</th>\n",
436
+ " <td>S9901040</td>\n",
437
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
438
+ " <td>master</td>\n",
439
+ " <td>NaN</td>\n",
440
+ " </tr>\n",
441
+ " <tr>\n",
442
+ " <th>33</th>\n",
443
+ " <td>S9901040</td>\n",
444
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445
+ " <td>master</td>\n",
446
+ " <td>NaN</td>\n",
447
+ " </tr>\n",
448
+ " <tr>\n",
449
+ " <th>36</th>\n",
450
+ " <td>S9901040</td>\n",
451
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
452
+ " <td>master</td>\n",
453
+ " <td>NaN</td>\n",
454
+ " </tr>\n",
455
+ " <tr>\n",
456
+ " <th>37</th>\n",
457
+ " <td>S9901040</td>\n",
458
+ " <td>IEHK 2024,Basic Medicine&amp;Renewable UNIT</td>\n",
459
+ " <td>master</td>\n",
460
+ " <td>NaN</td>\n",
461
+ " </tr>\n",
462
+ " <tr>\n",
463
+ " <th>...</th>\n",
464
+ " <td>...</td>\n",
465
+ " <td>...</td>\n",
466
+ " <td>...</td>\n",
467
+ " <td>...</td>\n",
468
+ " </tr>\n",
469
+ " <tr>\n",
470
+ " <th>1840</th>\n",
471
+ " <td>S9999939</td>\n",
472
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
473
+ " <td>prepack</td>\n",
474
+ " <td>mini load</td>\n",
475
+ " </tr>\n",
476
+ " <tr>\n",
477
+ " <th>1841</th>\n",
478
+ " <td>S9999939</td>\n",
479
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
480
+ " <td>prepack</td>\n",
481
+ " <td>mini load</td>\n",
482
+ " </tr>\n",
483
+ " <tr>\n",
484
+ " <th>1842</th>\n",
485
+ " <td>S9999939</td>\n",
486
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
487
+ " <td>prepack</td>\n",
488
+ " <td>mini load</td>\n",
489
+ " </tr>\n",
490
+ " <tr>\n",
491
+ " <th>1843</th>\n",
492
+ " <td>S9999939</td>\n",
493
+ " <td>Prepack 2/2 Obstetric 3-renew. S9908302</td>\n",
494
+ " <td>prepack</td>\n",
495
+ " <td>mini load</td>\n",
496
+ " </tr>\n",
497
+ " <tr>\n",
498
+ " <th>1846</th>\n",
499
+ " <td>S9999299</td>\n",
500
+ " <td>BAG for 50 x S0322010 CH12,ster,disp</td>\n",
501
+ " <td>prepack</td>\n",
502
+ " <td>mini load</td>\n",
503
+ " </tr>\n",
504
+ " </tbody>\n",
505
+ "</table>\n",
506
+ "<p>675 rows × 4 columns</p>\n",
507
+ "</div>"
508
+ ],
509
+ "text/plain": [
510
+ " kit_name kit_description kit_type line_type\n",
511
+ "30 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master NaN\n",
512
+ "32 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master NaN\n",
513
+ "33 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master NaN\n",
514
+ "36 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master NaN\n",
515
+ "37 S9901040 IEHK 2024,Basic Medicine&Renewable UNIT master NaN\n",
516
+ "... ... ... ... ...\n",
517
+ "1840 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack mini load\n",
518
+ "1841 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack mini load\n",
519
+ "1842 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack mini load\n",
520
+ "1843 S9999939 Prepack 2/2 Obstetric 3-renew. S9908302 prepack mini load\n",
521
+ "1846 S9999299 BAG for 50 x S0322010 CH12,ster,disp prepack mini load\n",
522
+ "\n",
523
+ "[675 rows x 4 columns]"
524
+ ]
525
+ },
526
+ "execution_count": 70,
527
+ "metadata": {},
528
+ "output_type": "execute_result"
529
+ }
530
+ ],
531
+ "source": [
532
+ "cleaned_df"
533
+ ]
534
+ },
535
+ {
536
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+ "execution_count": null,
538
+ "id": "3d8d547c",
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541
+ "source": []
542
+ }
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+ ],
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