Spaces:
Sleeping
Sleeping
Stable version
Browse files- D_LABITEMS.csv +754 -0
- Patient1.csv +0 -4
- Patient2.csv +0 -4
- Patient3.csv +0 -4
- app.py +170 -45
- examples/Patient_100_(Label-alive)_(Predicted-dead).csv +0 -0
- examples/Patient_136_(Label-alive)_(Predicted-alive).csv +0 -0
- examples/Patient_1_(Label-alive)_(Predicted-dead).csv +0 -0
- examples/Patient_22_(Label-dead)_(Predicted-alive).csv +0 -0
- examples/Patient_48_(Label-dead)_(Predicted-dead).csv +0 -0
- examples/Patient_966_(Label-dead)_(Predicted-dead).csv +0 -0
- feature.csv +0 -0
D_LABITEMS.csv
ADDED
@@ -0,0 +1,754 @@
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1 |
+
"ROW_ID","ITEMID","LABEL","FLUID","CATEGORY","LOINC_CODE"
|
2 |
+
546,51346,"Blasts","Cerebrospinal Fluid (CSF)","Hematology","26447-3"
|
3 |
+
547,51347,"Eosinophils","Cerebrospinal Fluid (CSF)","Hematology","26451-5"
|
4 |
+
548,51348,"Hematocrit, CSF","Cerebrospinal Fluid (CSF)","Hematology","30398-2"
|
5 |
+
549,51349,"Hypersegmented Neutrophils","Cerebrospinal Fluid (CSF)","Hematology","26506-6"
|
6 |
+
550,51350,"Immunophenotyping","Cerebrospinal Fluid (CSF)","Hematology",
|
7 |
+
551,51351,"Lymphs","Cerebrospinal Fluid (CSF)","Hematology","26479-6"
|
8 |
+
552,51352,"Macrophage","Cerebrospinal Fluid (CSF)","Hematology","30426-1"
|
9 |
+
553,51353,"Mesothelial cells","Cerebrospinal Fluid (CSF)","Hematology","30429-5"
|
10 |
+
554,51354,"Metamyelocytes","Cerebrospinal Fluid (CSF)","Hematology","30366-9"
|
11 |
+
555,51355,"Monocytes","Cerebrospinal Fluid (CSF)","Hematology","26486-1"
|
12 |
+
556,51356,"Myelocytes","Cerebrospinal Fluid (CSF)","Hematology","30447-7"
|
13 |
+
557,51357,"NRBC","Cerebrospinal Fluid (CSF)","Hematology","48778-5"
|
14 |
+
558,51358,"Other","Cerebrospinal Fluid (CSF)","Hematology",
|
15 |
+
559,51359,"Plasma","Cerebrospinal Fluid (CSF)","Hematology","47413-0"
|
16 |
+
560,51360,"Polys","Cerebrospinal Fluid (CSF)","Hematology","26517-3"
|
17 |
+
561,51361,"Promyelocytes","Cerebrospinal Fluid (CSF)","Hematology",
|
18 |
+
562,51362,"RBC, CSF","Cerebrospinal Fluid (CSF)","Hematology","26454-9"
|
19 |
+
563,51363,"WBC, CSF","Cerebrospinal Fluid (CSF)","Hematology","26465-5"
|
20 |
+
564,51364,"Young","Cerebrospinal Fluid (CSF)","Hematology",
|
21 |
+
565,51365,"Atypical Lymphocytes","Joint Fluid","Hematology","33371-6"
|
22 |
+
566,51366,"Bands","Joint Fluid","Hematology","33361-7"
|
23 |
+
567,51367,"Basophils","Joint Fluid","Hematology","17833-5"
|
24 |
+
568,51368,"Eosinophils","Joint Fluid","Hematology","17834-3"
|
25 |
+
569,51369,"Hematocrit, Joint Fluid","Joint Fluid","Hematology",
|
26 |
+
570,51370,"Joint Crystals, Birefringence","Joint Fluid","Hematology",
|
27 |
+
571,51371,"Joint Crystals, Comment","Joint Fluid","Hematology",
|
28 |
+
572,51372,"Joint Crystals, Location","Joint Fluid","Hematology",
|
29 |
+
573,51373,"Joint Crystals, Number","Joint Fluid","Hematology",
|
30 |
+
574,51374,"Joint Crystals, Shape","Joint Fluid","Hematology",
|
31 |
+
575,51375,"Lymphocytes","Joint Fluid","Hematology","26483-8"
|
32 |
+
576,51376,"Macrophage","Joint Fluid","Hematology","33376-5"
|
33 |
+
577,51377,"Mesothelial Cells","Joint Fluid","Hematology","33365-8"
|
34 |
+
578,51378,"Metamyelocytes","Joint Fluid","Hematology",
|
35 |
+
579,51379,"Monocytes","Joint Fluid","Hematology","17835-0"
|
36 |
+
580,51380,"NRBC","Joint Fluid","Hematology","48040-0"
|
37 |
+
581,51381,"Other","Joint Fluid","Hematology",
|
38 |
+
582,51382,"Polys","Joint Fluid","Hematology","26522-3"
|
39 |
+
583,51383,"RBC, Joint Fluid","Joint Fluid","Hematology","26458-0"
|
40 |
+
584,51384,"WBC, Joint Fluid","Joint Fluid","Hematology","26469-7"
|
41 |
+
585,51385,"Atypical Lymphocytes","Other Body Fluid","Hematology","30417-0"
|
42 |
+
586,51386,"Bands","Other Body Fluid","Hematology","26510-8"
|
43 |
+
587,51387,"Basophils","Other Body Fluid","Hematology","28543-7"
|
44 |
+
588,51388,"CD10","Other Body Fluid","Hematology","51217-8"
|
45 |
+
589,51389,"CD103","Other Body Fluid","Hematology",
|
46 |
+
590,51390,"CD117","Other Body Fluid","Hematology","42867-2"
|
47 |
+
591,51391,"CD11c","Other Body Fluid","Hematology","51232-7"
|
48 |
+
592,51392,"CD13","Other Body Fluid","Hematology","51238-4"
|
49 |
+
593,51393,"CD138","Other Body Fluid","Hematology","42871-4"
|
50 |
+
594,51394,"CD14","Other Body Fluid","Hematology","51248-3"
|
51 |
+
595,51395,"CD15","Other Body Fluid","Hematology","51252-5"
|
52 |
+
596,51396,"CD16","Other Body Fluid","Hematology",
|
53 |
+
597,51397,"CD16/56","Other Body Fluid","Hematology","18268-3"
|
54 |
+
598,51398,"CD19","Other Body Fluid","Hematology","17829-3"
|
55 |
+
599,51399,"CD2","Other Body Fluid","Hematology","17827-7"
|
56 |
+
600,51400,"CD20","Other Body Fluid","Hematology","57418-6"
|
57 |
+
601,51401,"CD22","Other Body Fluid","Hematology","42875-5"
|
58 |
+
602,51402,"CD23","Other Body Fluid","Hematology","51269-9"
|
59 |
+
603,51403,"CD25","Other Body Fluid","Hematology",
|
60 |
+
604,51404,"CD3","Other Body Fluid","Hematology","17826-9"
|
61 |
+
605,51405,"CD33","Other Body Fluid","Hematology","51294-7"
|
62 |
+
606,51406,"CD34","Other Body Fluid","Hematology",
|
63 |
+
607,51407,"CD38","Other Body Fluid","Hematology","51299-6"
|
64 |
+
608,51408,"CD4","Other Body Fluid","Hematology","17822-8"
|
65 |
+
609,51409,"CD4/CD8 Ratio","Other Body Fluid","Hematology","18266-7"
|
66 |
+
610,51410,"CD41","Other Body Fluid","Hematology","51320-0"
|
67 |
+
611,51411,"CD45","Other Body Fluid","Hematology","17823-6"
|
68 |
+
612,51412,"CD5","Other Body Fluid","Hematology","57423-6"
|
69 |
+
613,51413,"CD56","Other Body Fluid","Hematology","57424-4"
|
70 |
+
614,51414,"CD57","Other Body Fluid","Hematology",
|
71 |
+
615,51415,"CD64","Other Body Fluid","Hematology","51366-3"
|
72 |
+
616,51416,"CD7","Other Body Fluid","Hematology","57425-1"
|
73 |
+
617,51417,"CD71","Other Body Fluid","Hematology","57426-9"
|
74 |
+
618,51418,"CD8","Other Body Fluid","Hematology","17824-4"
|
75 |
+
619,51419,"Eosinophils","Other Body Fluid","Hematology","26452-3"
|
76 |
+
620,51420,"FMC-7","Other Body Fluid","Hematology","57428-5"
|
77 |
+
621,51421,"Glyco A","Other Body Fluid","Hematology","57430-1"
|
78 |
+
622,51422,"Hematocrit, Other Fluid","Other Body Fluid","Hematology","11153-4"
|
79 |
+
623,51423,"HLA-DR","Other Body Fluid","Hematology","51381-2"
|
80 |
+
624,51424,"Immunophenotyping","Other Body Fluid","Hematology",
|
81 |
+
625,51425,"Kappa","Other Body Fluid","Hematology",
|
82 |
+
626,51426,"Lambda","Other Body Fluid","Hematology",
|
83 |
+
627,51427,"Lymphocytes","Other Body Fluid","Hematology","11031-2"
|
84 |
+
628,51428,"Macrophage","Other Body Fluid","Hematology","12230-9"
|
85 |
+
629,51429,"Mesothelial cells","Other Body Fluid","Hematology","28544-5"
|
86 |
+
630,51430,"Metamyelocytes","Other Body Fluid","Hematology","17801-2"
|
87 |
+
631,51431,"Monos","Other Body Fluid","Hematology","10330-9"
|
88 |
+
632,51432,"Myelocytes","Other Body Fluid","Hematology","17800-4"
|
89 |
+
633,51433,"NRBC","Other Body Fluid","Hematology",
|
90 |
+
634,51434,"Other Cell","Other Body Fluid","Hematology",
|
91 |
+
635,51435,"Plasma","Other Body Fluid","Hematology","17803-8"
|
92 |
+
636,51436,"Polys","Other Body Fluid","Hematology","26518-1"
|
93 |
+
637,51437,"Promyelocytes","Other Body Fluid","Hematology","17799-8"
|
94 |
+
638,51438,"RBC, Other Fluid","Other Body Fluid","Hematology","26455-6"
|
95 |
+
639,51439,"WBC, Other Fluid","Other Body Fluid","Hematology","26466-3"
|
96 |
+
640,51440,"Atypical Lymphocytes","Pleural","Hematology","33370-8"
|
97 |
+
641,51441,"Bands","Pleural","Hematology",
|
98 |
+
642,51442,"Basophils","Pleural","Hematology","35070-2"
|
99 |
+
643,51443,"Blasts","Pleural","Hematology",
|
100 |
+
644,51444,"Eosinophils","Pleural","Hematology","30379-2"
|
101 |
+
645,51445,"Hematocrit, Pleural","Pleural","Hematology",
|
102 |
+
646,51446,"Lymphocytes","Pleural","Hematology","26481-2"
|
103 |
+
647,51447,"Macrophages","Pleural","Hematology","40520-9"
|
104 |
+
648,51448,"Mesothelial Cells","Pleural","Hematology","30431-1"
|
105 |
+
649,51449,"Metamyelocytes","Pleural","Hematology",
|
106 |
+
650,51450,"Monos","Pleural","Hematology","33362-5"
|
107 |
+
651,51451,"Myelocytes","Pleural","Hematology",
|
108 |
+
652,51452,"NRBC","Pleural","Hematology",
|
109 |
+
653,51453,"Other","Pleural","Hematology",
|
110 |
+
654,51454,"Plasma Cells","Pleural","Hematology","40522-5"
|
111 |
+
655,51455,"Polys","Pleural","Hematology","26519-9"
|
112 |
+
656,51456,"Promyelocytes","Pleural","Hematology",
|
113 |
+
657,51457,"RBC, Pleural","Pleural","Hematology","26456-4"
|
114 |
+
658,51458,"WBC, Pleural","Pleural","Hematology","26467-1"
|
115 |
+
659,51459,"Young Cells","Pleural","Hematology",
|
116 |
+
660,51460,"Blood, Occult","Stool","Hematology","2335-8"
|
117 |
+
661,51461,"Ammonium Biurate","Urine","Hematology","12454-5"
|
118 |
+
662,51462,"Amorphous Crystals","Urine","Hematology","8246-1"
|
119 |
+
663,51463,"Bacteria","Urine","Hematology","5769-5"
|
120 |
+
664,51464,"Bilirubin","Urine","Hematology","5770-3"
|
121 |
+
665,51465,"Bilirubin Crystals","Urine","Hematology","5771-1"
|
122 |
+
666,51466,"Blood","Urine","Hematology","5794-3"
|
123 |
+
667,51467,"Broad Casts","Urine","Hematology","18487-9"
|
124 |
+
668,51468,"Calcium Carbonate Crystals","Urine","Hematology","5773-7"
|
125 |
+
669,51469,"Calcium Oxalate Crystals","Urine","Hematology","5774-5"
|
126 |
+
670,51470,"Calcium Phosphate Crystals","Urine","Hematology","5775-2"
|
127 |
+
671,51471,"Cellular Cast","Urine","Hematology",
|
128 |
+
672,51472,"Cholesterol Crystals","Urine","Hematology","5777-8"
|
129 |
+
1,50800,"SPECIMEN TYPE","BLOOD","BLOOD GAS",
|
130 |
+
2,50801,"Alveolar-arterial Gradient","Blood","Blood Gas","19991-9"
|
131 |
+
3,50802,"Base Excess","Blood","Blood Gas","11555-0"
|
132 |
+
4,50803,"Calculated Bicarbonate, Whole Blood","Blood","Blood Gas","1959-6"
|
133 |
+
5,50804,"Calculated Total CO2","Blood","Blood Gas","34728-6"
|
134 |
+
6,50805,"Carboxyhemoglobin","Blood","Blood Gas","20563-3"
|
135 |
+
7,50806,"Chloride, Whole Blood","Blood","Blood Gas","2069-3"
|
136 |
+
8,50807,"Comments","Blood","Blood Gas",
|
137 |
+
9,50808,"Free Calcium","Blood","Blood Gas","1994-3"
|
138 |
+
10,50809,"Glucose","Blood","Blood Gas","2339-0"
|
139 |
+
11,50810,"Hematocrit, Calculated","Blood","Blood Gas","20570-8"
|
140 |
+
12,50811,"Hemoglobin","Blood","Blood Gas","718-7"
|
141 |
+
13,50812,"Intubated","Blood","Blood Gas",
|
142 |
+
14,50813,"Lactate","Blood","Blood Gas","32693-4"
|
143 |
+
15,50814,"Methemoglobin","Blood","Blood Gas","2614-6"
|
144 |
+
16,50815,"O2 Flow","Blood","Blood Gas","3151-8"
|
145 |
+
17,50816,"Oxygen","Blood","Blood Gas","19994-3"
|
146 |
+
18,50817,"Oxygen Saturation","Blood","Blood Gas","20564-1"
|
147 |
+
19,50818,"pCO2","Blood","Blood Gas","11557-6"
|
148 |
+
20,50819,"PEEP","Blood","Blood Gas","20077-4"
|
149 |
+
21,50820,"pH","Blood","Blood Gas","11558-4"
|
150 |
+
22,50821,"pO2","Blood","Blood Gas","11556-8"
|
151 |
+
23,50822,"Potassium, Whole Blood","Blood","Blood Gas","6298-4"
|
152 |
+
24,50823,"Required O2","Blood","Blood Gas",
|
153 |
+
25,50824,"Sodium, Whole Blood","Blood","Blood Gas","2947-0"
|
154 |
+
26,50825,"Temperature","Blood","Blood Gas",
|
155 |
+
27,50826,"Tidal Volume","Blood","Blood Gas","20112-9"
|
156 |
+
28,50827,"Ventilation Rate","Blood","Blood Gas",
|
157 |
+
29,50828,"Ventilator","Blood","Blood Gas",
|
158 |
+
30,50829,"Fluid Type","Other Body Fluid","Blood Gas","14725-6"
|
159 |
+
31,50830,"pCO2, Body Fluid","Other Body Fluid","Blood Gas","2023-0"
|
160 |
+
32,50831,"pH","Other Body Fluid","Blood Gas","2748-2"
|
161 |
+
33,50832,"pO2, Body Fluid","Other Body Fluid","Blood Gas","2706-0"
|
162 |
+
34,50833,"Potassium","Other Body Fluid","Blood Gas","2821-7"
|
163 |
+
35,50834,"Sodium, Body Fluid","Other Body Fluid","Blood Gas","2950-4"
|
164 |
+
36,50835,"Albumin, Ascites","Ascites","Chemistry","1749-1"
|
165 |
+
37,50836,"Amylase, Ascites","Ascites","Chemistry","1797-0"
|
166 |
+
38,50837,"Bicarbonate, Ascites","Ascites","Chemistry","54360-3"
|
167 |
+
39,50838,"Bilirubin, Total, Ascites","Ascites","Chemistry","14422-0"
|
168 |
+
40,50839,"Chloride, Ascites","Ascites","Chemistry","33366-6"
|
169 |
+
41,50840,"Cholesterol, Ascites","Ascites","Chemistry","14441-0"
|
170 |
+
42,50841,"Creatinine, Ascites","Ascites","Chemistry","12191-3"
|
171 |
+
43,50842,"Glucose, Ascites","Ascites","Chemistry","2347-3"
|
172 |
+
44,50843,"Lactate Dehydrogenase, Ascites","Ascites","Chemistry","2531-2"
|
173 |
+
45,50844,"Lipase, Ascites","Ascites","Chemistry","32722-1"
|
174 |
+
46,50845,"Miscellaneous, Ascites","Ascites","Chemistry",
|
175 |
+
47,50846,"Osmolality, Ascites","Ascites","Chemistry","2691-4"
|
176 |
+
48,50847,"Potassium, Ascites","Ascites","Chemistry","49789-1"
|
177 |
+
49,50848,"Sodium, Ascites","Ascites","Chemistry","49790-9"
|
178 |
+
50,50849,"Total Protein, Ascites","Ascites","Chemistry","2883-7"
|
179 |
+
51,50850,"Triglycerides, Ascites","Ascites","Chemistry","14447-7"
|
180 |
+
52,50851,"Urea Nitrogen, Ascites","Ascites","Chemistry","12265-5"
|
181 |
+
53,50852,"% Hemoglobin A1c","Blood","Chemistry","4548-4"
|
182 |
+
54,50853,"25-OH Vitamin D","Blood","Chemistry",
|
183 |
+
55,50854,"Absolute A1c","Blood","Chemistry","4548-4"
|
184 |
+
56,50855,"Absolute Hemoglobin","Blood","Chemistry","718-7"
|
185 |
+
57,50856,"Acetaminophen","Blood","Chemistry","3297-9"
|
186 |
+
58,50857,"Acetone","Blood","Chemistry","5567-3"
|
187 |
+
59,50858,"Acid Phosphatase","Blood","Chemistry","1715-2"
|
188 |
+
60,50859,"Acid Phosphatase, Non-Prostatic","Blood","Chemistry",
|
189 |
+
61,50860,"AFP, Maternal Screen","Blood","Chemistry",
|
190 |
+
62,50861,"Alanine Aminotransferase (ALT)","Blood","Chemistry","1742-6"
|
191 |
+
63,50862,"Albumin","Blood","Chemistry","1751-7"
|
192 |
+
64,50863,"Alkaline Phosphatase","Blood","Chemistry","6768-6"
|
193 |
+
65,50864,"Alpha-Fetoprotein","Blood","Chemistry","1834-1"
|
194 |
+
66,50865,"Amikacin","Blood","Chemistry",
|
195 |
+
67,50866,"Ammonia","Blood","Chemistry","16362-6"
|
196 |
+
68,50867,"Amylase","Blood","Chemistry","1798-8"
|
197 |
+
69,50868,"Anion Gap","Blood","Chemistry","1863-0"
|
198 |
+
70,50869,"Anti-DGP (IgA/IgG)","Blood","Chemistry",
|
199 |
+
71,50870,"Anti-Gliadin Antibody, IgA","Blood","Chemistry","7893-1"
|
200 |
+
72,50871,"Anti-Mitochondrial Antibody","Blood","Chemistry","14236-4"
|
201 |
+
73,50872,"Anti-Neutrophil Cytoplasmic Antibody","Blood","Chemistry","35279-9"
|
202 |
+
74,50873,"Anti-Nuclear Antibody","Blood","Chemistry","5047-6"
|
203 |
+
75,50874,"Anti-Nuclear Antibody, Titer","Blood","Chemistry","8061-4"
|
204 |
+
76,50875,"Anti-Parietal Cell Antibody","Blood","Chemistry","26969-6"
|
205 |
+
77,50876,"Anti-Smooth Muscle Antibody","Blood","Chemistry","14252-1"
|
206 |
+
78,50877,"Anti-Thyroglobulin Antibodies","Blood","Chemistry","5380-1"
|
207 |
+
79,50878,"Asparate Aminotransferase (AST)","Blood","Chemistry","1920-8"
|
208 |
+
80,50879,"Barbiturate Screen","Blood","Chemistry","3376-1"
|
209 |
+
81,50880,"Benzodiazepine Screen","Blood","Chemistry","42662-7"
|
210 |
+
82,50881,"Beta-2 Microglobulin","Blood","Chemistry","32731-2"
|
211 |
+
83,50882,"Bicarbonate","Blood","Chemistry","1963-8"
|
212 |
+
84,50883,"Bilirubin, Direct","Blood","Chemistry","1968-7"
|
213 |
+
85,50884,"Bilirubin, Indirect","Blood","Chemistry","1971-1"
|
214 |
+
86,50885,"Bilirubin, Total","Blood","Chemistry","1975-2"
|
215 |
+
87,50886,"Blood Culture Hold","Blood","Chemistry",
|
216 |
+
88,50887,"Blue Top Hold","Blood","Chemistry",
|
217 |
+
89,50888,"Blue Top Hold Frozen","Blood","Chemistry",
|
218 |
+
90,50889,"C-Reactive Protein","Blood","Chemistry","1988-5"
|
219 |
+
91,50890,"C3","Blood","Chemistry","4485-9"
|
220 |
+
92,50891,"C4","Blood","Chemistry","4498-2"
|
221 |
+
93,50892,"CA-125","Blood","Chemistry","10334-1"
|
222 |
+
94,50893,"Calcium, Total","Blood","Chemistry","2000-8"
|
223 |
+
95,50894,"Calculated Free Testosterone","Blood","Chemistry","2991-8"
|
224 |
+
96,50895,"Calculated TBG","Blood","Chemistry","3027-0"
|
225 |
+
97,50896,"Calculated Thyroxine (T4) Index","Blood","Chemistry","32215-6"
|
226 |
+
98,50897,"Call","Blood","Chemistry",
|
227 |
+
99,50898,"Cancer Antigen 27.29","Blood","Chemistry","17842-6"
|
228 |
+
100,50899,"Carbamazepine","Blood","Chemistry","3432-2"
|
229 |
+
101,50900,"Carcinoembyronic Antigen (CEA)","Blood","Chemistry","2039-6"
|
230 |
+
102,50901,"Centromere","Blood","Chemistry","16570-4"
|
231 |
+
103,50902,"Chloride","Blood","Chemistry","2075-0"
|
232 |
+
104,50903,"Cholesterol Ratio (Total/HDL)","Blood","Chemistry","9322-9"
|
233 |
+
105,50904,"Cholesterol, HDL","Blood","Chemistry","2085-9"
|
234 |
+
106,50905,"Cholesterol, LDL, Calculated","Blood","Chemistry","2090-9"
|
235 |
+
107,50906,"Cholesterol, LDL, Measured","Blood","Chemistry","18262-6"
|
236 |
+
108,50907,"Cholesterol, Total","Blood","Chemistry","2093-3"
|
237 |
+
109,50908,"CK-MB Index","Blood","Chemistry","20569-0"
|
238 |
+
110,50909,"Cortisol","Blood","Chemistry","2143-6"
|
239 |
+
111,50910,"Creatine Kinase (CK)","Blood","Chemistry","2157-6"
|
240 |
+
112,50911,"Creatine Kinase, MB Isoenzyme","Blood","Chemistry","6773-6"
|
241 |
+
113,50912,"Creatinine","Blood","Chemistry","2160-0"
|
242 |
+
114,50913,"Cryoglobulin","Blood","Chemistry","5117-7"
|
243 |
+
115,50914,"Cyclosporin","Blood","Chemistry","3521-2"
|
244 |
+
116,50915,"D-Dimer","Blood","Chemistry",
|
245 |
+
117,50916,"DHEA-Sulfate","Blood","Chemistry","2191-5"
|
246 |
+
118,50917,"Digoxin","Blood","Chemistry","10535-3"
|
247 |
+
119,50918,"Double Stranded DNA","Blood","Chemistry","5130-0"
|
248 |
+
120,50919,"EDTA Hold","Blood","Chemistry",
|
249 |
+
121,50920,"Estimated GFR (MDRD equation)","Blood","Chemistry","33914-3"
|
250 |
+
122,50921,"Estradiol","Blood","Chemistry","2243-4"
|
251 |
+
123,50922,"Ethanol","Blood","Chemistry","5642-4"
|
252 |
+
124,50923,"Fax","Blood","Chemistry",
|
253 |
+
125,50924,"Ferritin","Blood","Chemistry","2276-4"
|
254 |
+
126,50925,"Folate","Blood","Chemistry","2284-8"
|
255 |
+
127,50926,"Follicle Stimulating Hormone","Blood","Chemistry","15067-2"
|
256 |
+
128,50927,"Gamma Glutamyltransferase","Blood","Chemistry","2324-2"
|
257 |
+
129,50928,"Gastrin","Blood","Chemistry","2333-3"
|
258 |
+
130,50929,"Gentamicin","Blood","Chemistry","35668-3"
|
259 |
+
131,50930,"Globulin","Blood","Chemistry","2336-6"
|
260 |
+
132,50931,"Glucose","Blood","Chemistry","2345-7"
|
261 |
+
133,50932,"Gray Top Hold (plasma)","Blood","Chemistry",
|
262 |
+
134,50933,"Green Top Hold (plasma)","Blood","Chemistry",
|
263 |
+
135,50934,"H","Blood","Chemistry",
|
264 |
+
136,50935,"Haptoglobin","Blood","Chemistry","4542-7"
|
265 |
+
137,50936,"HCG, Maternal Screen","Blood","Chemistry",
|
266 |
+
138,50937,"Hepatitis A Virus Antibody","Blood","Chemistry","5183-9"
|
267 |
+
139,50938,"Hepatitis A Virus IgM Antibody","Blood","Chemistry","22314-9"
|
268 |
+
140,50939,"Hepatitis B Core Antibody, IgM","Blood","Chemistry","31204-1"
|
269 |
+
141,50940,"Hepatitis B Surface Antibody","Blood","Chemistry","5193-8"
|
270 |
+
142,50941,"Hepatitis B Surface Antigen","Blood","Chemistry","5196-1"
|
271 |
+
143,50942,"Hepatitis B Virus Core Antibody","Blood","Chemistry","5187-0"
|
272 |
+
144,50943,"Hepatitis C Virus Antibody","Blood","Chemistry","16128-1"
|
273 |
+
145,50944,"HIV Antibody","Blood","Chemistry","5220-9"
|
274 |
+
146,50945,"Homocysteine","Blood","Chemistry","13965-9"
|
275 |
+
147,50946,"Human Chorionic Gonadotropin","Blood","Chemistry","2119-6"
|
276 |
+
148,50947,"I","Blood","Chemistry",
|
277 |
+
149,50948,"Immunofixation","Blood","Chemistry","49275-1"
|
278 |
+
150,50949,"Immunoglobulin A","Blood","Chemistry","2458-8"
|
279 |
+
151,50950,"Immunoglobulin G","Blood","Chemistry","2465-3"
|
280 |
+
152,50951,"Immunoglobulin M","Blood","Chemistry","2472-9"
|
281 |
+
153,50952,"Iron","Blood","Chemistry","2498-4"
|
282 |
+
154,50953,"Iron Binding Capacity, Total","Blood","Chemistry","2500-7"
|
283 |
+
155,50954,"Lactate Dehydrogenase (LD)","Blood","Chemistry","2532-0"
|
284 |
+
156,50955,"Light Green Top Hold","Blood","Chemistry",
|
285 |
+
157,50956,"Lipase","Blood","Chemistry","3040-3"
|
286 |
+
158,50957,"Lithium","Blood","Chemistry","3719-2"
|
287 |
+
159,50958,"Luteinizing Hormone","Blood","Chemistry","1599-0"
|
288 |
+
160,50959,"Macro Prolactin","Blood","Chemistry",
|
289 |
+
161,50960,"Magnesium","Blood","Chemistry","2601-3"
|
290 |
+
162,50961,"Methotrexate","Blood","Chemistry",
|
291 |
+
163,50962,"N-Acetylprocainamide (NAPA)","Blood","Chemistry","3834-9"
|
292 |
+
164,50963,"NTproBNP","Blood","Chemistry","33762-6"
|
293 |
+
165,50964,"Osmolality, Measured","Blood","Chemistry","2692-2"
|
294 |
+
166,50965,"Parathyroid Hormone","Blood","Chemistry","2731-8"
|
295 |
+
167,50966,"Phenobarbital","Blood","Chemistry","3947-9"
|
296 |
+
168,50967,"Phenytoin","Blood","Chemistry","3967-7"
|
297 |
+
169,50968,"Phenytoin, Free","Blood","Chemistry","3969-3"
|
298 |
+
170,50969,"Phenytoin, Percent Free","Blood","Chemistry","10548-6"
|
299 |
+
171,50970,"Phosphate","Blood","Chemistry","2777-1"
|
300 |
+
172,50971,"Potassium","Blood","Chemistry","2823-3"
|
301 |
+
173,50972,"Procainamide","Blood","Chemistry","3982-6"
|
302 |
+
174,50973,"Prolactin","Blood","Chemistry","2842-3"
|
303 |
+
175,50974,"Prostate Specific Antigen","Blood","Chemistry","2857-1"
|
304 |
+
176,50975,"Protein Electrophoresis","Blood","Chemistry","24351-9"
|
305 |
+
177,50976,"Protein, Total","Blood","Chemistry","2885-2"
|
306 |
+
178,50977,"Quinidine","Blood","Chemistry","6694-4"
|
307 |
+
179,50978,"Rapamycin","Blood","Chemistry","29247-4"
|
308 |
+
180,50979,"Red Top Hold","Blood","Chemistry",
|
309 |
+
181,50980,"Rheumatoid Factor","Blood","Chemistry","6928-6"
|
310 |
+
182,50981,"Salicylate","Blood","Chemistry","4023-8"
|
311 |
+
183,50982,"Sex Hormone Binding Globulin","Blood","Chemistry","2942-1"
|
312 |
+
184,50983,"Sodium","Blood","Chemistry","2951-2"
|
313 |
+
185,50984,"Stat","Blood","Chemistry",
|
314 |
+
186,50985,"Study Tubes","Blood","Chemistry",
|
315 |
+
187,50986,"tacroFK","Blood","Chemistry",
|
316 |
+
188,50988,"Testosterone","Blood","Chemistry","2986-8"
|
317 |
+
189,50989,"Testosterone, Free","Blood","Chemistry","2991-8"
|
318 |
+
190,50990,"Theophylline","Blood","Chemistry","4049-3"
|
319 |
+
191,50991,"Thyroglobulin","Blood","Chemistry","3013-0"
|
320 |
+
192,50992,"Thyroid Peroxidase Antibodies","Blood","Chemistry","8099-4"
|
321 |
+
193,50993,"Thyroid Stimulating Hormone","Blood","Chemistry","3016-3"
|
322 |
+
194,50994,"Thyroxine (T4)","Blood","Chemistry","3026-2"
|
323 |
+
195,50995,"Thyroxine (T4), Free","Blood","Chemistry","3024-7"
|
324 |
+
196,50996,"Tissue Transglutaminase Ab, IgA","Blood","Chemistry","31017-7"
|
325 |
+
197,50997,"Tobramycin","Blood","Chemistry","35670-9"
|
326 |
+
198,50998,"Transferrin","Blood","Chemistry","2500-7"
|
327 |
+
199,50999,"Tricyclic Antidepressant Screen","Blood","Chemistry","4073-3"
|
328 |
+
200,51000,"Triglycerides","Blood","Chemistry","1644-4"
|
329 |
+
201,51001,"Triiodothyronine (T3)","Blood","Chemistry","3053-6"
|
330 |
+
202,51002,"Troponin I","Blood","Chemistry","10839-9"
|
331 |
+
203,51003,"Troponin T","Blood","Chemistry","6598-7"
|
332 |
+
204,51004,"UE3, Maternal Screen","Blood","Chemistry",
|
333 |
+
205,51005,"Uptake Ratio","Blood","Chemistry","3050-2"
|
334 |
+
206,51006,"Urea Nitrogen","Blood","Chemistry","3094-0"
|
335 |
+
207,51007,"Uric Acid","Blood","Chemistry","3084-1"
|
336 |
+
208,51008,"Valproic Acid","Blood","Chemistry","4086-5"
|
337 |
+
209,51009,"Vancomycin","Blood","Chemistry","20578-1"
|
338 |
+
210,51010,"Vitamin B12","Blood","Chemistry","2170-9"
|
339 |
+
211,51011,"<Albumin>","Cerebrospinal Fluid (CSF)","Chemistry","1746-7"
|
340 |
+
212,51012,"Bilirubin, Total, CSF","Cerebrospinal Fluid (CSF)","Chemistry","1973-7"
|
341 |
+
213,51013,"Chloride, CSF","Cerebrospinal Fluid (CSF)","Chemistry",
|
342 |
+
214,51014,"Glucose, CSF","Cerebrospinal Fluid (CSF)","Chemistry","2342-4"
|
343 |
+
215,51015,"Lactate Dehydrogenase, CSF","Cerebrospinal Fluid (CSF)","Chemistry","2528-8"
|
344 |
+
216,51016,"Miscellaneous, CSF","Cerebrospinal Fluid (CSF)","Chemistry",
|
345 |
+
217,51017,"PEP, CSF","Cerebrospinal Fluid (CSF)","Chemistry","24352-7"
|
346 |
+
218,51018,"Total Protein, CSF","Cerebrospinal Fluid (CSF)","Chemistry","2880-3"
|
347 |
+
219,51019,"Albumin, Joint Fluid","Joint Fluid","Chemistry",
|
348 |
+
220,51020,"Amylase, Joint Fluid","Joint Fluid","Chemistry","14388-3"
|
349 |
+
221,51021,"Creatinine, Joint Fluid","Joint Fluid","Chemistry","14401-4"
|
350 |
+
222,51022,"Glucose, Joint Fluid","Joint Fluid","Chemistry","2348-1"
|
351 |
+
223,51023,"LD, Joint Fluid","Joint Fluid","Chemistry","2533-8"
|
352 |
+
224,51024,"Total Protein, Joint Fluid","Joint Fluid","Chemistry","2886-0"
|
353 |
+
225,51025,"Albumin, Body Fluid","Other Body Fluid","Chemistry","1747-5"
|
354 |
+
226,51026,"Amylase, Body Fluid","Other Body Fluid","Chemistry","1795-4"
|
355 |
+
227,51027,"Bicarbonate, Other Fluid","Other Body Fluid","Chemistry","11211-0"
|
356 |
+
228,51028,"Bilirubin, Total, Body Fluid","Other Body Fluid","Chemistry","1974-5"
|
357 |
+
229,51029,"Calcium, Body Fluid","Other Body Fluid","Chemistry","15155-5"
|
358 |
+
230,51030,"Chloride, Body Fluid","Other Body Fluid","Chemistry","2072-7"
|
359 |
+
231,51031,"Cholesterol, Body Fluid","Other Body Fluid","Chemistry","12183-0"
|
360 |
+
232,51032,"Creatinine, Body Fluid","Other Body Fluid","Chemistry","12190-5"
|
361 |
+
233,51033,"FetalFN","Other Body Fluid","Chemistry",
|
362 |
+
234,51034,"Glucose, Body Fluid","Other Body Fluid","Chemistry","2344-0"
|
363 |
+
235,51035,"LD, Body Fluid","Other Body Fluid","Chemistry","2529-6"
|
364 |
+
236,51036,"Lipase, Body Fluid","Other Body Fluid","Chemistry","15212-4"
|
365 |
+
237,51037,"Magnesium, Body Fluid","Other Body Fluid","Chemistry","29365-4"
|
366 |
+
238,51038,"Miscellaneous, Body Fluid","Other Body Fluid","Chemistry",
|
367 |
+
239,51039,"Osmolality, Body Fluid","Other Body Fluid","Chemistry","15200-9"
|
368 |
+
240,51040,"Phosphate, Body Fluid","Other Body Fluid","Chemistry","12242-4"
|
369 |
+
241,51041,"Potassium, Body Fluid","Other Body Fluid","Chemistry","2821-7"
|
370 |
+
242,51042,"Sodium, Body Fluid","Other Body Fluid","Chemistry","2950-4"
|
371 |
+
243,51043,"Total Protein, Body Fluid","Other Body Fluid","Chemistry","2881-1"
|
372 |
+
244,51044,"Triglycer","Other Body Fluid","Chemistry","12228-3"
|
373 |
+
245,51045,"Urea Nitrogen, Body Fluid","Other Body Fluid","Chemistry","3093-2"
|
374 |
+
246,51046,"Albumin, Pleural","Pleural","Chemistry","1748-3"
|
375 |
+
247,51047,"Amylase, Pleural","Pleural","Chemistry","1796-2"
|
376 |
+
248,51048,"Bicarbonate, Pleural","Pleural","Chemistry","54361-1"
|
377 |
+
249,51049,"Bilirubin, Total, Pleural","Pleural","Chemistry","14421-2"
|
378 |
+
250,51050,"Chloride, Pleural","Pleural","Chemistry","53627-6"
|
379 |
+
251,51051,"Cholesterol, Pleural","Pleural","Chemistry","9618-0"
|
380 |
+
252,51052,"Creatinine, Pleural","Pleural","Chemistry","14399-0"
|
381 |
+
253,51053,"Glucose, Pleural","Pleural","Chemistry","2346-5"
|
382 |
+
254,51054,"Lactate Dehydrogenase, Pleural","Pleural","Chemistry","2530-4"
|
383 |
+
255,51055,"Lipase, Pleural","Pleural","Chemistry",
|
384 |
+
256,51056,"Miscellaneous, Pleural","Pleural","Chemistry",
|
385 |
+
257,51057,"Potassium, Pleural","Pleural","Chemistry",
|
386 |
+
258,51058,"Sodium, Pleural","Pleural","Chemistry",
|
387 |
+
259,51059,"Total Protein, Pleural","Pleural","Chemistry","2882-9"
|
388 |
+
260,51060,"Triglycerides, Pleural","Pleural","Chemistry","9619-8"
|
389 |
+
261,51061,"Bicarbonate, Stool","Stool","Chemistry","14040-0"
|
390 |
+
262,51062,"Chloride, Stool","Stool","Chemistry","15158-9"
|
391 |
+
263,51063,"Osmolality, Stool","Stool","Chemistry","2693-0"
|
392 |
+
264,51064,"Potassium, Stool","Stool","Chemistry","15202-5"
|
393 |
+
265,51065,"Sodium, Stool","Stool","Chemistry","15207-4"
|
394 |
+
266,51066,"24 hr Calcium","Urine","Chemistry","6874-2"
|
395 |
+
267,51067,"24 hr Creatinine","Urine","Chemistry","2162-6"
|
396 |
+
268,51068,"24 hr Protein","Urine","Chemistry","2889-4"
|
397 |
+
269,51069,"Albumin, Urine","Urine","Chemistry","1754-1"
|
398 |
+
270,51070,"Albumin/Creatinine, Urine","Urine","Chemistry","14958-3"
|
399 |
+
271,51071,"Amphetamine Screen, Urine","Urine","Chemistry","3349-8"
|
400 |
+
272,51072,"Amylase, Urine","Urine","Chemistry","1799-6"
|
401 |
+
273,51073,"Amylase/Creatinine Ratio, Urine","Urine","Chemistry","34235-2"
|
402 |
+
274,51074,"Barbiturate Screen, Urine","Urine","Chemistry","3377-9"
|
403 |
+
275,51075,"Benzodiazepine Screen, Urine","Urine","Chemistry","3390-2"
|
404 |
+
276,51076,"Bicarbonate, Urine","Urine","Chemistry","1964-6"
|
405 |
+
277,51077,"Calcium, Urine","Urine","Chemistry","2004-0"
|
406 |
+
278,51078,"Chloride, Urine","Urine","Chemistry","2078-4"
|
407 |
+
279,51079,"Cocaine, Urine","Urine","Chemistry","3397-7"
|
408 |
+
280,51080,"Creatinine Clearance","Urine","Chemistry","33558-8"
|
409 |
+
281,51081,"Creatinine, Serum","Urine","Chemistry",
|
410 |
+
282,51082,"Creatinine, Urine","Urine","Chemistry","2161-8"
|
411 |
+
283,51083,"Ethanol, Urine","Urine","Chemistry","5644-0"
|
412 |
+
284,51084,"Glucose, Urine","Urine","Chemistry","2350-7"
|
413 |
+
285,51085,"HCG, Urine, Qualitative","Urine","Chemistry","2106-3"
|
414 |
+
286,51086,"Immunofixation, Urine","Urine","Chemistry","49276-9"
|
415 |
+
287,51087,"Length of Urine Collection","Urine","Chemistry","13362-9"
|
416 |
+
288,51088,"Magnesium, Urine","Urine","Chemistry","2598-1"
|
417 |
+
289,51089,"Marijuana","Urine","Chemistry","3427-2"
|
418 |
+
290,51090,"Methadone, Urine","Urine","Chemistry","3773-9"
|
419 |
+
291,51091,"Myoglobin, Urine","Urine","Chemistry","2640-1"
|
420 |
+
292,51092,"Opiate Screen, Urine","Urine","Chemistry","3879-4"
|
421 |
+
293,51093,"Osmolality, Urine","Urine","Chemistry","2695-5"
|
422 |
+
294,51094,"pH","Urine","Chemistry","2756-5"
|
423 |
+
295,51095,"Phosphate, Urine","Urine","Chemistry","2778-9"
|
424 |
+
296,51096,"Porphobilinogen Screen","Urine","Chemistry","2809-2"
|
425 |
+
297,51097,"Potassium, Urine","Urine","Chemistry","2828-2"
|
426 |
+
298,51098,"Prot. Electrophoresis, Urine","Urine","Chemistry","13438-7"
|
427 |
+
299,51099,"Protein/Creatinine Ratio","Urine","Chemistry","2890-2"
|
428 |
+
300,51100,"Sodium, Urine","Urine","Chemistry","2955-3"
|
429 |
+
301,51101,"Total Collection Time","Urine","Chemistry","13362-9"
|
430 |
+
302,51102,"Total Protein, Urine","Urine","Chemistry","2887-8"
|
431 |
+
303,51103,"Uhold","Urine","Chemistry",
|
432 |
+
304,51104,"Urea Nitrogen, Urine","Urine","Chemistry","3095-7"
|
433 |
+
305,51105,"Uric Acid, Urine","Urine","Chemistry","3086-6"
|
434 |
+
306,51106,"Urine Creatinine","Urine","Chemistry",
|
435 |
+
307,51107,"Urine tube, held","Urine","Chemistry",
|
436 |
+
308,51108,"Urine Volume","Urine","Chemistry","28009-9"
|
437 |
+
309,51109,"Urine Volume, Total","Urine","Chemistry","28009-9"
|
438 |
+
310,51110,"Atypical Lymphocytes","Ascites","Hematology","33369-0"
|
439 |
+
311,51111,"Bands","Ascites","Hematology",
|
440 |
+
312,51112,"Basophils","Ascites","Hematology","35069-4"
|
441 |
+
313,51113,"Blasts","Ascites","Hematology",
|
442 |
+
314,51114,"Eosinophils","Ascites","Hematology","30380-0"
|
443 |
+
315,51115,"Hematocrit, Ascites","Ascites","Hematology",
|
444 |
+
316,51116,"Lymphocytes","Ascites","Hematology","26482-0"
|
445 |
+
317,51117,"Macrophage","Ascites","Hematology","40517-5"
|
446 |
+
318,51118,"Mesothelial Cell","Ascites","Hematology","30432-9"
|
447 |
+
319,51119,"Metamyelocytes","Ascites","Hematology",
|
448 |
+
320,51120,"Monocytes","Ascites","Hematology","26488-7"
|
449 |
+
321,51121,"Myelocytes","Ascites","Hematology",
|
450 |
+
322,51122,"Nucleated RBC","Ascites","Hematology",
|
451 |
+
323,51123,"Other","Ascites","Hematology",
|
452 |
+
324,51124,"Plasma","Ascites","Hematology","40518-3"
|
453 |
+
325,51125,"Polys","Ascites","Hematology","26520-7"
|
454 |
+
326,51126,"Promyelocytes","Ascites","Hematology",
|
455 |
+
327,51127,"RBC, Ascites","Ascites","Hematology","26457-2"
|
456 |
+
328,51128,"WBC, Ascites","Ascites","Hematology","26468-9"
|
457 |
+
329,51129,"Young","Ascites","Hematology",
|
458 |
+
330,51130,"Absolute CD3 Count","Blood","Hematology","8124-0"
|
459 |
+
331,51131,"Absolute CD4 Count","Blood","Hematology","8128-1"
|
460 |
+
332,51132,"Absolute CD8 Count","Blood","Hematology","8138-0"
|
461 |
+
333,51133,"Absolute Lymphocyte Count","Blood","Hematology","26474-7"
|
462 |
+
334,51134,"Acanthocytes","Blood","Hematology","7789-1"
|
463 |
+
335,51135,"ADP","Blood","Hematology",
|
464 |
+
336,51136,"Alpha Antiplasmin","Blood","Hematology",
|
465 |
+
337,51137,"Anisocytosis","Blood","Hematology","702-1"
|
466 |
+
338,51138,"Anticardiolipin Antibody IgG","Blood","Hematology","8065-5"
|
467 |
+
339,51139,"Anticardiolipin Antibody IgM","Blood","Hematology","3182-3"
|
468 |
+
340,51140,"Antithrombin","Blood","Hematology","27811-9"
|
469 |
+
341,51141,"APT Test","Blood","Hematology",
|
470 |
+
342,51142,"Arachadonic Acid","Blood","Hematology",
|
471 |
+
343,51143,"Atypical Lymphocytes","Blood","Hematology","733-6"
|
472 |
+
344,51144,"Bands","Blood","Hematology","763-3"
|
473 |
+
345,51145,"Basophilic Stippling","Blood","Hematology","703-9"
|
474 |
+
346,51146,"Basophils","Blood","Hematology","704-7"
|
475 |
+
347,51147,"Bite Cells","Blood","Hematology","10371-3"
|
476 |
+
348,51148,"Blasts","Blood","Hematology","708-8"
|
477 |
+
349,51149,"Bleeding Time","Blood","Hematology","11067-6"
|
478 |
+
350,51150,"Blood Parasite Smear","Blood","Hematology","24429-3"
|
479 |
+
351,51151,"Burr Cells","Blood","Hematology","7790-9"
|
480 |
+
352,51152,"CD10","Blood","Hematology","8107-5"
|
481 |
+
353,51153,"CD103","Blood","Hematology",
|
482 |
+
354,51154,"CD117","Blood","Hematology","17107-4"
|
483 |
+
355,51155,"CD11c","Blood","Hematology","8109-1"
|
484 |
+
356,51156,"CD13","Blood","Hematology","8110-9"
|
485 |
+
357,51157,"CD138","Blood","Hematology","42869-8"
|
486 |
+
358,51158,"CD14","Blood","Hematology","8111-7"
|
487 |
+
359,51159,"CD15","Blood","Hematology","17117-3"
|
488 |
+
360,51160,"CD16/56","Blood","Hematology","18267-5"
|
489 |
+
361,51161,"CD16","Blood","Hematology","8115-8"
|
490 |
+
362,51162,"CD16/56 Absolute Count","Blood","Hematology",
|
491 |
+
363,51163,"CD16/56%","Blood","Hematology",
|
492 |
+
364,51164,"CD19","Blood","Hematology","8117-4"
|
493 |
+
365,51165,"CD19 %","Blood","Hematology",
|
494 |
+
366,51166,"CD19 Absolute Count","Blood","Hematology",
|
495 |
+
367,51167,"CD2","Blood","Hematology","8118-2"
|
496 |
+
368,51168,"CD20","Blood","Hematology","8119-0"
|
497 |
+
369,51169,"CD20 %","Blood","Hematology",
|
498 |
+
370,51170,"CD20 Absolute Count","Blood","Hematology",
|
499 |
+
371,51171,"CD22","Blood","Hematology","14017-8"
|
500 |
+
372,51172,"CD23","Blood","Hematology","14018-6"
|
501 |
+
373,51173,"CD25","Blood","Hematology",
|
502 |
+
374,51174,"CD3 %","Blood","Hematology",
|
503 |
+
375,51175,"CD3 Absolute Count","Blood","Hematology",
|
504 |
+
376,51176,"CD3 Cells, Percent","Blood","Hematology","8122-4"
|
505 |
+
377,51177,"CD33","Blood","Hematology","8102-6"
|
506 |
+
378,51178,"CD34","Blood","Hematology","8125-7"
|
507 |
+
379,51179,"CD38","Blood","Hematology","8126-5"
|
508 |
+
380,51180,"CD4 Cells, Percent","Blood","Hematology","8127-3"
|
509 |
+
381,51181,"CD4/CD8 Ratio","Blood","Hematology","8129-9"
|
510 |
+
382,51182,"CD41","Blood","Hematology","17148-8"
|
511 |
+
383,51183,"CD45","Blood","Hematology","8130-7"
|
512 |
+
384,51184,"CD5","Blood","Hematology","8132-3"
|
513 |
+
385,51185,"CD5 %","Blood","Hematology",
|
514 |
+
386,51186,"CD5 Absolute Count","Blood","Hematology",
|
515 |
+
387,51187,"CD55","Blood","Hematology","17175-1"
|
516 |
+
388,51188,"CD56","Blood","Hematology","8133-1"
|
517 |
+
389,51189,"CD57","Blood","Hematology",
|
518 |
+
390,51190,"CD59","Blood","Hematology","17177-7"
|
519 |
+
391,51191,"CD64","Blood","Hematology","17183-5"
|
520 |
+
392,51192,"CD7","Blood","Hematology","8135-6"
|
521 |
+
393,51193,"CD71","Blood","Hematology","8136-4"
|
522 |
+
394,51194,"CD8 Cells, Percent","Blood","Hematology","8137-2"
|
523 |
+
395,51195,"Collagen","Blood","Hematology",
|
524 |
+
396,51196,"D-Dimer","Blood","Hematology","48065-7"
|
525 |
+
397,51197,"Elliptocytes","Blood","Hematology","6681-1"
|
526 |
+
398,51198,"Envelope Cells","Blood","Hematology","681-7"
|
527 |
+
399,51199,"Eosinophil Count","Blood","Hematology","26449-9"
|
528 |
+
400,51200,"Eosinophils","Blood","Hematology","711-2"
|
529 |
+
401,51201,"Epinepherine","Blood","Hematology",
|
530 |
+
402,51202,"Factor II","Blood","Hematology","3289-6"
|
531 |
+
403,51203,"Factor IX","Blood","Hematology","3188-0"
|
532 |
+
404,51204,"Factor V","Blood","Hematology","3193-0"
|
533 |
+
405,51205,"Factor VII","Blood","Hematology","3198-9"
|
534 |
+
406,51206,"Factor VIII","Blood","Hematology","3209-4"
|
535 |
+
407,51207,"Factor VIII Inhibitor","Blood","Hematology","3204-5"
|
536 |
+
408,51208,"Factor X","Blood","Hematology","3218-5"
|
537 |
+
409,51209,"Factor XI","Blood","Hematology","3226-8"
|
538 |
+
410,51210,"Factor XII","Blood","Hematology","3232-6"
|
539 |
+
411,51211,"Factor XIII","Blood","Hematology","3240-9"
|
540 |
+
412,51212,"Fetal Hemoglobin","Blood","Hematology","4576-5"
|
541 |
+
413,51213,"Fibrin Degradation Products","Blood","Hematology","30226-5"
|
542 |
+
414,51214,"Fibrinogen, Functional","Blood","Hematology","3255-7"
|
543 |
+
415,51215,"FMC-7","Blood","Hematology","17220-5"
|
544 |
+
416,51216,"Fragmented Cells","Blood","Hematology","10373-9"
|
545 |
+
417,51217,"Glyco A","Blood","Hematology","17221-3"
|
546 |
+
418,51218,"Granulocyte Count","Blood","Hematology","30394-1"
|
547 |
+
419,51219,"H/O Smear","Blood","Hematology","38924-7"
|
548 |
+
420,51220,"Heinz Body Prep","Blood","Hematology","48068-1"
|
549 |
+
421,51221,"Hematocrit","Blood","Hematology","4544-3"
|
550 |
+
422,51222,"Hemoglobin","Blood","Hematology","718-7"
|
551 |
+
423,51223,"Hemoglobin A2","Blood","Hematology","4552-6"
|
552 |
+
424,51224,"Hemoglobin C","Blood","Hematology","4561-7"
|
553 |
+
425,51225,"Hemoglobin F","Blood","Hematology","9749-3"
|
554 |
+
426,51226,"Hemogloblin A","Blood","Hematology","10346-5"
|
555 |
+
427,51227,"Hemogloblin S","Blood","Hematology","4622-7"
|
556 |
+
428,51228,"Heparin","Blood","Hematology","13055-9"
|
557 |
+
429,51229,"Heparin, LMW","Blood","Hematology","32684-3"
|
558 |
+
430,51230,"HLA-DR","Blood","Hematology","32621-5"
|
559 |
+
431,51231,"Howell-Jolly Bodies","Blood","Hematology","7793-3"
|
560 |
+
432,51232,"Hypersegmented Neutrophils","Blood","Hematology","766-6"
|
561 |
+
433,51233,"Hypochromia","Blood","Hematology","728-6"
|
562 |
+
434,51234,"Immunophenotyping","Blood","Hematology",
|
563 |
+
435,51235,"Inhibitor Screen","Blood","Hematology",
|
564 |
+
436,51236,"Inpatient Hematology/Oncology Smear","Blood","Hematology",
|
565 |
+
437,51237,"INR(PT)","Blood","Hematology","5895-7"
|
566 |
+
438,51238,"Kappa","Blood","Hematology",
|
567 |
+
439,51239,"Lambda","Blood","Hematology",
|
568 |
+
440,51240,"Large Platelets","Blood","Hematology","34167-7"
|
569 |
+
441,51241,"Leukocyte Alkaline Phosphatase","Blood","Hematology","4659-9"
|
570 |
+
442,51242,"LUC","Blood","Hematology",
|
571 |
+
443,51243,"Lupus Anticoagulant","Blood","Hematology",
|
572 |
+
444,51244,"Lymphocytes","Blood","Hematology","731-0"
|
573 |
+
445,51245,"Lymphocytes, Percent","Blood","Hematology","26478-8"
|
574 |
+
446,51246,"Macrocytes","Blood","Hematology","738-5"
|
575 |
+
447,51247,"MacroOvalocytes","Blood","Hematology","10376-2"
|
576 |
+
448,51248,"MCH","Blood","Hematology","785-6"
|
577 |
+
449,51249,"MCHC","Blood","Hematology","786-4"
|
578 |
+
450,51250,"MCV","Blood","Hematology","787-2"
|
579 |
+
451,51251,"Metamyelocytes","Blood","Hematology","28541-1"
|
580 |
+
452,51252,"Microcytes","Blood","Hematology","741-9"
|
581 |
+
453,51253,"Monocyte Count","Blood","Hematology","26484-6"
|
582 |
+
454,51254,"Monocytes","Blood","Hematology","742-7"
|
583 |
+
455,51255,"Myelocytes","Blood","Hematology","26498-6"
|
584 |
+
456,51256,"Neutrophils","Blood","Hematology","761-7"
|
585 |
+
457,51257,"Nucleated Red Cells","Blood","Hematology","772-4"
|
586 |
+
458,51258,"Osmotic Fragility","Blood","Hematology","34964-7"
|
587 |
+
459,51259,"Other Cells","Blood","Hematology","729-4"
|
588 |
+
460,51260,"Ovalocytes","Blood","Hematology","774-0"
|
589 |
+
461,51261,"Pappenheimer Bodies","Blood","Hematology","7795-8"
|
590 |
+
462,51262,"Pencil Cells","Blood","Hematology","10377-0"
|
591 |
+
463,51263,"Plasma Cells","Blood","Hematology","13047-6"
|
592 |
+
464,51264,"Platelet Clumps","Blood","Hematology","40741-1"
|
593 |
+
465,51265,"Platelet Count","Blood","Hematology","777-3"
|
594 |
+
466,51266,"Platelet Smear","Blood","Hematology","778-1"
|
595 |
+
467,51267,"Poikilocytosis","Blood","Hematology","779-9"
|
596 |
+
468,51268,"Polychromasia","Blood","Hematology","10378-8"
|
597 |
+
469,51269,"Promyelocytes","Blood","Hematology","781-5"
|
598 |
+
470,51270,"Protein C, Antigen","Blood","Hematology","27820-0"
|
599 |
+
471,51271,"Protein C, Functional","Blood","Hematology","27818-4"
|
600 |
+
472,51272,"Protein S, Antigen","Blood","Hematology","27823-4"
|
601 |
+
473,51273,"Protein S, Functional","Blood","Hematology","31102-7"
|
602 |
+
474,51274,"PT","Blood","Hematology","5902-2"
|
603 |
+
475,51275,"PTT","Blood","Hematology","3173-2"
|
604 |
+
476,51276,"Quantitative G6PD","Blood","Hematology","32546-4"
|
605 |
+
477,51277,"RDW","Blood","Hematology","788-0"
|
606 |
+
478,51278,"Red Blood Cell Fragments","Blood","Hematology",
|
607 |
+
479,51279,"Red Blood Cells","Blood","Hematology","789-8"
|
608 |
+
480,51280,"Reptilase Time","Blood","Hematology","6683-7"
|
609 |
+
481,51281,"Reptilase Time Control","Blood","Hematology",
|
610 |
+
482,51282,"Reticulocyte Count, Absolute","Blood","Hematology","14196-0"
|
611 |
+
483,51283,"Reticulocyte Count, Automated","Blood","Hematology","17849-1"
|
612 |
+
484,51284,"Reticulocyte Count, Manual","Blood","Hematology","31112-6"
|
613 |
+
485,51285,"Reticulocyte, Cellular Hemoglobin","Blood","Hematology",
|
614 |
+
486,51286,"Ristocetin","Blood","Hematology",
|
615 |
+
487,51287,"Schistocytes","Blood","Hematology","800-3"
|
616 |
+
488,51288,"Sedimentation Rate","Blood","Hematology","4537-7"
|
617 |
+
489,51289,"Serum Viscosity","Blood","Hematology","3128-6"
|
618 |
+
490,51290,"Sickle Cell Preparation","Blood","Hematology","6864-3"
|
619 |
+
491,51291,"Sickle Cells","Blood","Hematology","801-1"
|
620 |
+
492,51292,"Spherocytes","Blood","Hematology","802-9"
|
621 |
+
493,51293,"Sugar Water Test","Blood","Hematology","12260-6"
|
622 |
+
494,51294,"Target Cells","Blood","Hematology","10381-2"
|
623 |
+
495,51295,"TdT","Blood","Hematology",
|
624 |
+
496,51296,"Teardrop Cells","Blood","Hematology","7791-7"
|
625 |
+
497,51297,"Thrombin","Blood","Hematology","3243-3"
|
626 |
+
498,51298,"Von Willebrand Factor Activity","Blood","Hematology","6014-5"
|
627 |
+
499,51299,"Von Willebrand Factor Antigen","Blood","Hematology","6012-9"
|
628 |
+
500,51300,"WBC Count","Blood","Hematology","26464-8"
|
629 |
+
501,51301,"White Blood Cells","Blood","Hematology","804-5"
|
630 |
+
502,51302,"Young Cells","Blood","Hematology","51633-6"
|
631 |
+
503,51303,"CD10","Bone Marrow","Hematology","51216-0"
|
632 |
+
504,51304,"CD103","Bone Marrow","Hematology","51221-0"
|
633 |
+
505,51305,"CD117","Bone Marrow","Hematology","42866-4"
|
634 |
+
506,51306,"CD11c","Bone Marrow","Hematology","33202-3"
|
635 |
+
507,51307,"CD13","Bone Marrow","Hematology","51237-6"
|
636 |
+
508,51308,"CD138","Bone Marrow","Hematology",
|
637 |
+
509,51309,"CD14","Bone Marrow","Hematology","32507-6"
|
638 |
+
510,51310,"CD15","Bone Marrow","Hematology","51251-7"
|
639 |
+
511,51311,"CD16","Bone Marrow","Hematology",
|
640 |
+
512,51312,"CD16/56","Bone Marrow","Hematology","51255-8"
|
641 |
+
513,51313,"CD19","Bone Marrow","Hematology","32525-8"
|
642 |
+
514,51314,"CD2","Bone Marrow","Hematology","32527-4"
|
643 |
+
515,51315,"CD20","Bone Marrow","Hematology",
|
644 |
+
516,51316,"CD22","Bone Marrow","Hematology",
|
645 |
+
517,51317,"CD23","Bone Marrow","Hematology","51268-1"
|
646 |
+
518,51318,"CD25","Bone Marrow","Hematology",
|
647 |
+
519,51319,"CD3","Bone Marrow","Hematology","32529-0"
|
648 |
+
520,51320,"CD33","Bone Marrow","Hematology","51293-9"
|
649 |
+
521,51321,"CD34","Bone Marrow","Hematology","57400-4"
|
650 |
+
522,51322,"CD38","Bone Marrow","Hematology",
|
651 |
+
523,51323,"CD4","Bone Marrow","Hematology","51301-0"
|
652 |
+
524,51324,"CD41","Bone Marrow","Hematology","51319-2"
|
653 |
+
525,51325,"CD45","Bone Marrow","Hematology","51340-8"
|
654 |
+
526,51326,"CD5","Bone Marrow","Hematology","35640-2"
|
655 |
+
527,51327,"CD55","Bone Marrow","Hematology","51344-0"
|
656 |
+
528,51328,"CD56","Bone Marrow","Hematology",
|
657 |
+
529,51329,"CD57","Bone Marrow","Hematology",
|
658 |
+
530,51330,"CD59","Bone Marrow","Hematology","51358-0"
|
659 |
+
531,51331,"CD64","Bone Marrow","Hematology","51365-5"
|
660 |
+
532,51332,"CD7","Bone Marrow","Hematology","35641-0"
|
661 |
+
533,51333,"CD71","Bone Marrow","Hematology",
|
662 |
+
534,51334,"CD8","Bone Marrow","Hematology","51372-1"
|
663 |
+
535,51335,"FMC-7","Bone Marrow","Hematology",
|
664 |
+
536,51336,"Glyco A","Bone Marrow","Hematology","33208-0"
|
665 |
+
537,51337,"HLA-DR","Bone Marrow","Hematology","51380-4"
|
666 |
+
538,51338,"Immunophenotyping","Bone Marrow","Hematology",
|
667 |
+
539,51339,"Iron Stain","Bone Marrow","Hematology","13513-7"
|
668 |
+
540,51340,"Kappa","Bone Marrow","Hematology",
|
669 |
+
541,51341,"Lambda","Bone Marrow","Hematology",
|
670 |
+
542,51342,"Wright Giemsa","Bone Marrow","Hematology","10355-6"
|
671 |
+
543,51343,"Atypical Lymphocytes","Cerebrospinal Fluid (CSF)","Hematology","30416-2"
|
672 |
+
544,51344,"Bands","Cerebrospinal Fluid (CSF)","Hematology","26509-0"
|
673 |
+
545,51345,"Basophils","Cerebrospinal Fluid (CSF)","Hematology","30374-3"
|
674 |
+
673,51473,"Cysteine Crystals","Urine","Hematology","5782-8"
|
675 |
+
674,51474,"Eosinophils","Urine","Hematology","25156-1"
|
676 |
+
675,51475,"Epithelial Casts","Urine","Hematology",
|
677 |
+
676,51476,"Epithelial Cells","Urine","Hematology","5787-7"
|
678 |
+
677,51477,"Free Fat","Urine","Hematology","53359-6"
|
679 |
+
678,51478,"Glucose","Urine","Hematology","5792-7"
|
680 |
+
679,51479,"Granular Casts","Urine","Hematology","5793-5"
|
681 |
+
680,51480,"Hematocrit","Urine","Hematology","17809-5"
|
682 |
+
681,51481,"Hemosiderin","Urine","Hematology","4644-1"
|
683 |
+
682,51482,"Hyaline Casts","Urine","Hematology","5796-8"
|
684 |
+
683,51483,"Hyphenated Yeast","Urine","Hematology","41865-7"
|
685 |
+
684,51484,"Ketone","Urine","Hematology","5797-6"
|
686 |
+
685,51485,"Leucine Crystals","Urine","Hematology","5798-4"
|
687 |
+
686,51486,"Leukocytes","Urine","Hematology","5799-2"
|
688 |
+
687,51487,"Nitrite","Urine","Hematology","5802-4"
|
689 |
+
688,51488,"Non-squamous Epithelial Cells","Urine","Hematology","41284-1"
|
690 |
+
689,51489,"NonSquamous Epithelial Cell","Urine","Hematology","41284-1"
|
691 |
+
690,51490,"Oval Fat Body","Urine","Hematology",
|
692 |
+
691,51491,"pH","Urine","Hematology","5803-2"
|
693 |
+
692,51492,"Protein","Urine","Hematology","5804-0"
|
694 |
+
693,51493,"RBC","Urine","Hematology","5808-1"
|
695 |
+
694,51494,"RBC Casts","Urine","Hematology","5807-3"
|
696 |
+
695,51495,"RBC Clumps","Urine","Hematology",
|
697 |
+
696,51496,"Reducing Substances, Urine","Urine","Hematology",
|
698 |
+
697,51497,"Renal Epithelial Cells","Urine","Hematology","26052-1"
|
699 |
+
698,51498,"Specific Gravity","Urine","Hematology","5811-5"
|
700 |
+
699,51499,"Sperm","Urine","Hematology","8248-7"
|
701 |
+
700,51500,"Sulfonamides","Urine","Hematology","5812-3"
|
702 |
+
701,51501,"Transitional Epithelial Cells","Urine","Hematology","30089-7"
|
703 |
+
702,51502,"Trichomonas","Urine","Hematology","32724-7"
|
704 |
+
703,51503,"Triple Phosphate Crystals","Urine","Hematology","5814-9"
|
705 |
+
704,51504,"Tyrosine Crystals","Urine","Hematology","5815-6"
|
706 |
+
705,51505,"Uric Acid Crystals","Urine","Hematology","5817-2"
|
707 |
+
706,51506,"Urine Appearance","Urine","Hematology","5767-9"
|
708 |
+
707,51507,"Urine Casts, Other","Urine","Hematology","9842-6"
|
709 |
+
708,51508,"Urine Color","Urine","Hematology","5778-6"
|
710 |
+
709,51509,"Urine Comments","Urine","Hematology",
|
711 |
+
710,51510,"Urine Crystals, Other","Urine","Hematology","5783-6"
|
712 |
+
711,51511,"Urine Fat Bodies","Urine","Hematology","2272-3"
|
713 |
+
712,51512,"Urine Mucous","Urine","Hematology","8247-9"
|
714 |
+
713,51513,"Urine Specimen Type","Urine","Hematology","19159-3"
|
715 |
+
714,51514,"Urobilinogen","Urine","Hematology","5818-0"
|
716 |
+
715,51515,"Waxy Casts","Urine","Hematology","5819-8"
|
717 |
+
716,51516,"WBC","Urine","Hematology","5821-4"
|
718 |
+
717,51517,"WBC Casts","Urine","Hematology","5820-6"
|
719 |
+
718,51518,"WBC Clumps","Urine","Hematology",
|
720 |
+
719,51519,"Yeast","Urine","Hematology","5822-2"
|
721 |
+
720,51520,"ANTI-MC","BLOOD","CHEMISTRY","32042-4"
|
722 |
+
721,51521,"ACID PHOSPHATASE, PROSTATIC","BLOOD","CHEMISTRY",
|
723 |
+
722,51522,"PG","OTHER BODY FLUID","CHEMISTRY","48785-0"
|
724 |
+
723,51523,"GR HOLD","URINE","CHEMISTRY",
|
725 |
+
724,51524,"FATTY","URINE","HEMATOLOGY","5789-3"
|
726 |
+
725,51525,"Billed","BLOOD","CHEMISTRY",
|
727 |
+
726,51526,"FRUCAMN+","BLOOD","CHEMISTRY",
|
728 |
+
727,51527,"MS-DIA","BLOOD","CHEMISTRY",
|
729 |
+
728,51528,"STDY HOLD","BLOOD","CHEMISTRY",
|
730 |
+
729,51529,"Estimated Actual Glucose","BLOOD","CHEMISTRY",
|
731 |
+
730,51530,"AF-AFP","OTHER BODY FLUID","CHEMISTRY",
|
732 |
+
731,51531,"STDYURINE","URINE","CHEMISTRY",
|
733 |
+
732,51532,"PLASMGN","BLOOD","HEMATOLOGY",
|
734 |
+
733,51533,"WBCP","BLOOD","HEMATOLOGY",
|
735 |
+
734,51534,"MYELOS","JOINT FLUID","HEMATOLOGY",
|
736 |
+
735,51535,"CD55","OTHER BODY FLUID","HEMATOLOGY",
|
737 |
+
736,51536,"CD59","OTHER BODY FLUID","HEMATOLOGY",
|
738 |
+
737,51537,"TDT","OTHER BODY FLUID","HEMATOLOGY",
|
739 |
+
738,51540,"PROBLEM SPECIMEN","BLOOD","CHEMISTRY",
|
740 |
+
739,51541,"PROBLEM SPECIMEN","BLOOD","HEMATOLOGY",
|
741 |
+
740,51542,"PROBLEM SPECIMEN","URINE","HEMATOLOGY",
|
742 |
+
741,51543,"VOIDED SPECIMEN","BLOOD","CHEMISTRY",
|
743 |
+
742,51544,"VOIDED SPECIMEN","OTHER BODY FLUID","BLOOD GAS",
|
744 |
+
743,51545,"VOIDED SPECIMEN","BLOOD","BLOOD GAS",
|
745 |
+
744,51546,"VOIDED SPECIMEN","CSF","CHEMISTRY",
|
746 |
+
745,51547,"VOIDED SPECIMEN","OTHER BODY FLUID","CHEMISTRY",
|
747 |
+
746,51548,"VOIDED SPECIMEN","URINE","HEMATOLOGY",
|
748 |
+
747,51549,"VOIDED SPECIMEN","ASCITES","CHEMISTRY",
|
749 |
+
748,51550,"VOIDED SPECIMEN","BLOOD","HEMATOLOGY",
|
750 |
+
749,51551,"VOIDED SPECIMEN","OTHER BODY FLUID","HEMATOLOGY",
|
751 |
+
750,51552,"VOIDED SPECIMEN","STOOL","CHEMISTRY",
|
752 |
+
751,51553,"VOIDED SPECIMEN","URINE","CHEMISTRY",
|
753 |
+
752,51554,"VOIDED SPECIMEN","JOINT FLUID","HEMATOLOGY",
|
754 |
+
753,51555,"SURFACTANT ALBUMIN RATIO","OTHER BODY FLUID","CHEMISTRY",
|
Patient1.csv
DELETED
@@ -1,4 +0,0 @@
|
|
1 |
-
Phase,XXX1
|
2 |
-
Activity,YYY
|
3 |
-
Start date,2024-01-01
|
4 |
-
End date,2024-01-31
|
|
|
|
|
|
|
|
|
|
Patient2.csv
DELETED
@@ -1,4 +0,0 @@
|
|
1 |
-
Phase,XXX2
|
2 |
-
Activity,YYY
|
3 |
-
Start date,2024-01-01
|
4 |
-
End date,2024-01-31
|
|
|
|
|
|
|
|
|
|
Patient3.csv
DELETED
@@ -1,4 +0,0 @@
|
|
1 |
-
Phase,XXX3
|
2 |
-
Activity,YYY
|
3 |
-
Start date,2024-01-01
|
4 |
-
End date,2024-01-31
|
|
|
|
|
|
|
|
|
|
app.py
CHANGED
@@ -1,31 +1,139 @@
|
|
1 |
-
from typing import Dict
|
2 |
from pathlib import Path
|
3 |
-
|
4 |
-
from
|
5 |
-
|
6 |
import numpy as np
|
7 |
-
import numpy.typing as npt
|
8 |
-
from scipy.sparse import csr_matrix
|
9 |
import torch
|
10 |
import gradio as gr
|
11 |
import pandas as pd
|
|
|
|
|
12 |
|
|
|
13 |
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
14 |
-
model = torch.jit.load("final_model.pth")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
15 |
|
16 |
-
|
17 |
-
|
18 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
19 |
header="infer",
|
20 |
sep=",",
|
21 |
encoding="utf-8",
|
22 |
-
dtype={'condition': 'str', '
|
23 |
keep_default_na=False)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
24 |
|
25 |
-
|
|
|
|
|
|
|
26 |
|
27 |
|
28 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
29 |
with gr.Row():
|
30 |
with gr.Column():
|
31 |
gr.Markdown(
|
@@ -37,43 +145,50 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
|
37 |
patient_upload_file = gr.File(label="Upload A Patient",
|
38 |
file_types = ['.csv'],
|
39 |
file_count = "single",
|
40 |
-
|
|
|
41 |
gr.Markdown(
|
42 |
"""
|
43 |
## Examples - Correct Prediction:
|
44 |
"""
|
45 |
)
|
46 |
with gr.Row():
|
47 |
-
|
48 |
-
|
49 |
-
|
50 |
-
|
51 |
-
|
52 |
-
|
53 |
-
|
54 |
-
|
55 |
-
|
56 |
-
|
57 |
-
|
58 |
-
|
|
|
|
|
|
|
59 |
gr.Markdown(
|
60 |
"""
|
61 |
## Examples - Wrong Prediction:
|
62 |
"""
|
63 |
)
|
64 |
with gr.Row():
|
65 |
-
|
66 |
-
|
67 |
-
|
68 |
-
|
69 |
-
|
70 |
-
|
71 |
-
|
72 |
-
|
73 |
-
|
74 |
-
|
75 |
-
|
76 |
-
|
|
|
|
|
|
|
77 |
with gr.Column():
|
78 |
gr.Markdown(
|
79 |
"""
|
@@ -81,14 +196,24 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
|
81 |
In 24 hours after ICU admission.
|
82 |
"""
|
83 |
)
|
84 |
-
|
85 |
-
|
86 |
-
|
87 |
-
|
88 |
-
|
89 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
90 |
|
|
|
|
|
91 |
|
92 |
|
93 |
demo.launch(debug=True)
|
94 |
-
|
|
|
|
|
1 |
from pathlib import Path
|
2 |
+
from glob import glob
|
3 |
+
from functools import partial
|
|
|
4 |
import numpy as np
|
|
|
|
|
5 |
import torch
|
6 |
import gradio as gr
|
7 |
import pandas as pd
|
8 |
+
import re
|
9 |
+
|
10 |
|
11 |
+
examples_path = "examples"
|
12 |
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
13 |
+
model = torch.jit.load("final_model.pth").to(device)
|
14 |
+
correct_preds, wrong_preds = {}, {}
|
15 |
+
condition_lst = pd.read_csv("feature.csv", header = "infer", sep = ",", encoding = "utf-8", dtype=str)
|
16 |
+
D_LABITEMS = pd.read_csv("D_LABITEMS.csv", header = "infer", sep = ",", encoding = "utf-8", dtype=str)
|
17 |
+
|
18 |
+
def _check_patient_csv_format(df: pd.DataFrame):
|
19 |
+
if not (list(df.columns)[0:2] == ["condition", "value"]):
|
20 |
+
raise gr.Error(f"Column set [{list(df.columns)}]: not expected.", duration=None)
|
21 |
+
if condition_lst["condition"].to_list() != df["condition"].to_list():
|
22 |
+
raise gr.Error(f"Condition set: not expected.", duration=None)
|
23 |
+
vals = np.sort(df["value"].unique())
|
24 |
+
if not (vals.ndim == 1 and len(vals) == 2 and all(vals == np.array([0.0, 1.0]))):
|
25 |
+
raise gr.Error(f"Column 'value': contain invalid values.", duration=None)
|
26 |
+
|
27 |
+
|
28 |
+
def _extract_patient_data_from_name(csv_file_name: str):
|
29 |
+
patient_file_pat = r"^Patient_(\d+)_\(Label-(alive|dead)\)_\(Predicted-(dead|alive)\).csv$"
|
30 |
+
csv_name = Path(csv_file_name).name
|
31 |
+
matches = re.search(patient_file_pat, csv_name)
|
32 |
+
if matches is None:
|
33 |
+
return None
|
34 |
+
else:
|
35 |
+
return (matches.group(1), matches.group(2), matches.group(3))
|
36 |
|
37 |
+
|
38 |
+
def _find_example_csv_files() -> None:
|
39 |
+
all_csv_files = glob(f'{examples_path}/*.csv', recursive=True)
|
40 |
+
if len(all_csv_files) == 0:
|
41 |
+
print("*** No csv files found.")
|
42 |
+
else:
|
43 |
+
for one_csv_file in all_csv_files:
|
44 |
+
matches = _extract_patient_data_from_name(one_csv_file)
|
45 |
+
if matches:
|
46 |
+
pat_id, pat_label, pat_predicted = matches
|
47 |
+
if pat_id in correct_preds or pat_id in wrong_preds:
|
48 |
+
print(f"*** File [{one_csv_file}]: already processed! How come?")
|
49 |
+
else:
|
50 |
+
if pat_label == pat_predicted:
|
51 |
+
correct_preds[pat_id] = {"label": pat_label,
|
52 |
+
"predicted": pat_predicted,
|
53 |
+
"file_name": one_csv_file}
|
54 |
+
else:
|
55 |
+
wrong_preds[pat_id] = {"label": pat_label,
|
56 |
+
"predicted": pat_predicted,
|
57 |
+
"file_name": one_csv_file}
|
58 |
+
else:
|
59 |
+
print(f"*** File [{one_csv_file}]: wrong name.")
|
60 |
+
|
61 |
+
|
62 |
+
_find_example_csv_files()
|
63 |
+
|
64 |
+
def _predict(file_path: str):
|
65 |
+
df = pd.read_csv(f"{file_path}",
|
66 |
header="infer",
|
67 |
sep=",",
|
68 |
encoding="utf-8",
|
69 |
+
dtype={'condition': 'str', 'value': 'float32'},
|
70 |
keep_default_na=False)
|
71 |
+
_check_patient_csv_format(df)
|
72 |
+
patient_data = torch.from_numpy(df["value"].to_numpy()).unsqueeze(dim=0).to(device)
|
73 |
+
probability, _ = model(patient_data)
|
74 |
+
probability = probability.detach().cpu()[0].item()
|
75 |
+
return probability
|
76 |
+
|
77 |
+
|
78 |
+
def example_csv_click(patient_id: int):
|
79 |
+
print(f"*** Predict patient {patient_id} (Example CSV)")
|
80 |
|
81 |
+
patient = correct_preds[patient_id] if patient_id in correct_preds else wrong_preds[patient_id]
|
82 |
+
probability = _predict(patient['file_name'])
|
83 |
+
return [{"Death": probability, "Alive": 1-probability},
|
84 |
+
patient['label']]
|
85 |
|
86 |
|
87 |
+
def user_csv_upload(temp_csv_file_path):
|
88 |
+
print(f"*** Predict patient (User CSV Upload)")
|
89 |
+
|
90 |
+
matches = _extract_patient_data_from_name(temp_csv_file_path)
|
91 |
+
probability = _predict(temp_csv_file_path)
|
92 |
+
return [{"Death": probability, "Alive": 1-probability},
|
93 |
+
"(Not Available)" if matches is None else matches[1]]
|
94 |
+
|
95 |
+
|
96 |
+
def do_query(query_str, query_type):
|
97 |
+
if query_type in ["Diagnosis", "Procedure"]:
|
98 |
+
str_to_search = f"ICD-9 {query_type} Code " + query_str
|
99 |
+
return gr.HTML(value=f'<a href="https://www.google.com/search?q={str_to_search}" target="_blank">Google</a>',
|
100 |
+
visible=True)
|
101 |
+
else: # Lab Code
|
102 |
+
query_str = query_str.strip()
|
103 |
+
if (index := query_str.rfind("_")) >= 0:
|
104 |
+
query_str = query_str[0:index]
|
105 |
+
res = D_LABITEMS[D_LABITEMS["ITEMID"] == query_str]
|
106 |
+
if res.shape[0] == 0:
|
107 |
+
answer = "(Something wrong. No definition found.)"
|
108 |
+
elif res.shape[0] == 1:
|
109 |
+
answer = f"{res["LABEL"].values[0]}-{res["FLUID"].values[0]}-{res["CATEGORY"].values[0]}"
|
110 |
+
else:
|
111 |
+
answer=f"(Something wrong. Too many definitions, given code [{query_str}].)"
|
112 |
+
return gr.HTML(value=answer,
|
113 |
+
visible=True)
|
114 |
+
|
115 |
+
|
116 |
+
def query_input_change_event(query_str, query_type):
|
117 |
+
if (query_str is not None and len(query_str.strip())>0 and\
|
118 |
+
query_type is not None):
|
119 |
+
return [gr.Button(interactive=True), gr.HTML(visible=False)]
|
120 |
+
else:
|
121 |
+
return [gr.Button(interactive=False), gr.HTML(visible=False)]
|
122 |
+
|
123 |
+
resDispPartFuncs = []
|
124 |
+
|
125 |
+
css = \
|
126 |
+
"""
|
127 |
+
#selectFileToUpload {max-height: 180px}
|
128 |
+
.gradio-container {
|
129 |
+
background: url(https://www.kindpng.com/picc/m/207-2075829_transparent-healthcare-clipart-medical-report-icon-hd-png.png);
|
130 |
+
background-position: 80% 80%;
|
131 |
+
background-repeat: no-repeat;
|
132 |
+
background-size: 200px;
|
133 |
+
}
|
134 |
+
"""
|
135 |
+
|
136 |
+
with gr.Blocks(theme=gr.themes.Soft(), css=css) as demo:
|
137 |
with gr.Row():
|
138 |
with gr.Column():
|
139 |
gr.Markdown(
|
|
|
145 |
patient_upload_file = gr.File(label="Upload A Patient",
|
146 |
file_types = ['.csv'],
|
147 |
file_count = "single",
|
148 |
+
elem_id="selectFileToUpload")
|
149 |
+
patient_upload_file.upload(fn=user_csv_upload, inputs=patient_upload_file, outputs=None)
|
150 |
gr.Markdown(
|
151 |
"""
|
152 |
## Examples - Correct Prediction:
|
153 |
"""
|
154 |
)
|
155 |
with gr.Row():
|
156 |
+
for patient_id in correct_preds.keys():
|
157 |
+
with gr.Column(variant='panel',
|
158 |
+
min_width=100):
|
159 |
+
patient_input_btn = gr.Button(f"Patient {patient_id}",
|
160 |
+
size="sm")
|
161 |
+
patient_download_btn = gr.DownloadButton(label="Download",
|
162 |
+
value=f"{correct_preds[patient_id]["file_name"]}",
|
163 |
+
size="sm")
|
164 |
+
patient_id_num = gr.Number(value=patient_id,
|
165 |
+
visible=False)
|
166 |
+
partFunc = partial(patient_input_btn.click,
|
167 |
+
fn=example_csv_click,
|
168 |
+
inputs=patient_id_num,
|
169 |
+
api_name="predict")
|
170 |
+
resDispPartFuncs.append(partFunc)
|
171 |
gr.Markdown(
|
172 |
"""
|
173 |
## Examples - Wrong Prediction:
|
174 |
"""
|
175 |
)
|
176 |
with gr.Row():
|
177 |
+
for patient_id in wrong_preds.keys():
|
178 |
+
with gr.Column(variant='panel',
|
179 |
+
min_width=100):
|
180 |
+
patient_input_btn = gr.Button(f"Patient {patient_id}",
|
181 |
+
size="sm")
|
182 |
+
patient_download_btn = gr.DownloadButton(label="Download",
|
183 |
+
value=f"{wrong_preds[patient_id]["file_name"]}",
|
184 |
+
size="sm")
|
185 |
+
patient_id_num = gr.Number(value=patient_id,
|
186 |
+
visible=False)
|
187 |
+
partFunc = partial(patient_input_btn.click,
|
188 |
+
fn=example_csv_click,
|
189 |
+
inputs=patient_id_num,
|
190 |
+
api_name="predict")
|
191 |
+
resDispPartFuncs.append(partFunc)
|
192 |
with gr.Column():
|
193 |
gr.Markdown(
|
194 |
"""
|
|
|
196 |
In 24 hours after ICU admission.
|
197 |
"""
|
198 |
)
|
199 |
+
result_pred = gr.Label(num_top_classes=2, label="Predicted")
|
200 |
+
result_label = gr.Label(label="Label")
|
201 |
+
|
202 |
+
with gr.Accordion("More on Patient Conditions...", open=False):
|
203 |
+
query_tbx = gr.Textbox(label="Enter one ICD-9 Diagnosis/Procedure Code or Lab Value:",
|
204 |
+
lines=1,
|
205 |
+
max_lines=1, placeholder="00869 for 'Other viral intes infec' (Diagnosis)")
|
206 |
+
query_type = gr.Radio(["Diagnosis", "Procedure", "Lab Value"], show_label=False)
|
207 |
+
query_btn = gr.Button(value="Query", size="sm", interactive=False)
|
208 |
+
html = gr.HTML("", visible=False)
|
209 |
+
|
210 |
+
query_tbx.change(fn=query_input_change_event, inputs=[query_tbx, query_type], outputs=[query_btn, html])
|
211 |
+
query_type.change(fn=query_input_change_event, inputs=[query_tbx, query_type], outputs=[query_btn, html])
|
212 |
+
query_btn.click(fn=do_query, inputs=[query_tbx, query_type], outputs=html)
|
213 |
+
|
214 |
|
215 |
+
for partialFunc in resDispPartFuncs:
|
216 |
+
partialFunc(outputs=[result_pred, result_label])
|
217 |
|
218 |
|
219 |
demo.launch(debug=True)
|
|
examples/Patient_100_(Label-alive)_(Predicted-dead).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
examples/Patient_136_(Label-alive)_(Predicted-alive).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
examples/Patient_1_(Label-alive)_(Predicted-dead).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
examples/Patient_22_(Label-dead)_(Predicted-alive).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
examples/Patient_48_(Label-dead)_(Predicted-dead).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
examples/Patient_966_(Label-dead)_(Predicted-dead).csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
feature.csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|