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DocUA commited on
Commit
9c959a8
·
1 Parent(s): d89a860

пофіксив завантаження JSON

Browse files
Files changed (4) hide show
  1. app.py +32 -22
  2. classes_short.json +576 -1835
  3. embedding_cache.py +135 -0
  4. sdc_classifier.py +119 -14
app.py CHANGED
@@ -1,6 +1,7 @@
1
  import gradio as gr
2
  from sdc_classifier import SDCClassifier
3
  from dotenv import load_dotenv
 
4
 
5
  # Load environment variables
6
  load_dotenv()
@@ -14,19 +15,7 @@ def main():
14
  DEFAULT_SIGNATURES_FILE = "signatures.npz"
15
 
16
  print("Завантаження початкових класів...")
17
- classifier.load_classes(DEFAULT_CLASSES_FILE)
18
-
19
- if classifier.classes_json:
20
- print("Ініціалізація signatures...")
21
- try:
22
- init_message = classifier.initialize_signatures(
23
- signatures_file=DEFAULT_SIGNATURES_FILE
24
- )
25
- print(f"Результат ініціалізації: {init_message}")
26
- except Exception as e:
27
- print(f"ПОПЕРЕДЖЕННЯ: Помилка при ініціалізації signatures: {str(e)}")
28
- else:
29
- print("Очікую завантаження класів через інтерфейс...")
30
 
31
  with gr.Blocks() as demo:
32
  gr.Markdown("# SDC Classifier з Gradio")
@@ -72,7 +61,8 @@ def main():
72
  with gr.Row():
73
  build_btn = gr.Button("Оновити signatures")
74
  build_out = gr.Label(label="Статус signatures")
75
-
 
76
  # Вкладка 2: Batch Processing
77
  with gr.TabItem("Пакетна обробка"):
78
  gr.Markdown("## 1) Завантаження даних")
@@ -122,17 +112,37 @@ def main():
122
  # Підключення обробників подій
123
  def update_with_file(file, model_name, force):
124
  if file is None:
125
- return "Виберіть файл з класами"
 
 
 
126
  try:
127
- temp_path = file.name
128
- classifier.load_classes(temp_path)
129
- return classifier.initialize_signatures(
 
 
 
 
 
 
 
 
 
 
 
 
130
  model_name=model_name,
131
- signatures_file=DEFAULT_SIGNATURES_FILE,
132
- force_rebuild=force
133
  )
 
 
 
 
 
134
  except Exception as e:
135
- return f"Помилка при оновленні: {str(e)}"
136
 
137
  single_process_btn.click(
138
  fn=lambda text, threshold: classifier.process_single_text(text, threshold),
@@ -143,7 +153,7 @@ def main():
143
  build_btn.click(
144
  fn=update_with_file,
145
  inputs=[json_file, model_choice, force_rebuild],
146
- outputs=build_out
147
  )
148
 
149
  load_btn.click(
 
1
  import gradio as gr
2
  from sdc_classifier import SDCClassifier
3
  from dotenv import load_dotenv
4
+ import json
5
 
6
  # Load environment variables
7
  load_dotenv()
 
15
  DEFAULT_SIGNATURES_FILE = "signatures.npz"
16
 
17
  print("Завантаження початкових класів...")
18
+ classifier.load_initial_state(DEFAULT_CLASSES_FILE, DEFAULT_SIGNATURES_FILE)
 
 
 
 
 
 
 
 
 
 
 
 
19
 
20
  with gr.Blocks() as demo:
21
  gr.Markdown("# SDC Classifier з Gradio")
 
61
  with gr.Row():
62
  build_btn = gr.Button("Оновити signatures")
63
  build_out = gr.Label(label="Статус signatures")
64
+ cache_stats = gr.JSON(label="Статистика кешу", value={})
65
+
66
  # Вкладка 2: Batch Processing
67
  with gr.TabItem("Пакетна обробка"):
68
  gr.Markdown("## 1) Завантаження даних")
 
112
  # Підключення обробників подій
113
  def update_with_file(file, model_name, force):
114
  if file is None:
115
+ # Відновлюємо базовий стан якщо файл видалено
116
+ classifier.restore_base_state()
117
+ return ("Відновлено базовий набір класів", classifier.get_cache_stats())
118
+
119
  try:
120
+ # Для роботи з gradio File компонентом
121
+ if hasattr(file, 'name'): # Якщо це файловий об'єкт
122
+ with open(file.name, 'r', encoding='utf-8') as f:
123
+ new_classes = json.load(f)
124
+ else: # Якщо це строка
125
+ new_classes = json.loads(file)
126
+
127
+ if not isinstance(new_classes, dict):
128
+ return ("Помилка: JSON повинен містити словник класів", classifier.get_cache_stats())
129
+
130
+ # Завантажуємо нові класи без перезапису файлу за замовчуванням
131
+ classifier.load_classes(new_classes)
132
+
133
+ # Створюємо тимчасові signatures
134
+ result = classifier.initialize_signatures(
135
  model_name=model_name,
136
+ signatures_file=None, # Не зберігаємо у файл
137
+ force_rebuild=True # Завжди перебудовуємо для нових класів
138
  )
139
+
140
+ return (f"Тимчасові класи завантажено. {result}", classifier.get_cache_stats())
141
+
142
+ except json.JSONDecodeError:
143
+ return ("Помилка: Неправильний формат JSON файлу", classifier.get_cache_stats())
144
  except Exception as e:
145
+ return (f"Помилка при оновленні: {str(e)}", classifier.get_cache_stats())
146
 
147
  single_process_btn.click(
148
  fn=lambda text, threshold: classifier.process_single_text(text, threshold),
 
153
  build_btn.click(
154
  fn=update_with_file,
155
  inputs=[json_file, model_choice, force_rebuild],
156
+ outputs=[build_out, cache_stats]
157
  )
158
 
159
  load_btn.click(
classes_short.json CHANGED
@@ -1,1836 +1,577 @@
1
  {
2
- "Syncope": [
3
- "attacks fainting",
4
- "attacks syncopal",
5
- "blacked out",
6
- "blacking out",
7
- "deck out of nowhere",
8
- "dizzy and woke up",
9
- "do not remember falling",
10
- "fainting",
11
- "fainting (syncope)",
12
- "fainting attacks",
13
- "fainting episodes",
14
- "fainting spell",
15
- "fainting spells",
16
- "fainting/syncope",
17
- "found me on the floor",
18
- "i fainted",
19
- "i fainting",
20
- "lose consciousness",
21
- "losing consciousness",
22
- "lost consciousness",
23
- "pass out",
24
- "passed out",
25
- "passing out",
26
- "swoon",
27
- "swooning",
28
- "swoons",
29
- "syncopal attack",
30
- "syncopal episode",
31
- "syncopal episodes",
32
- "syncope",
33
- "syncope workup",
34
- "syncopes",
35
- "syncopic",
36
- "wakes up on the floor",
37
- "woke up on the floor"
38
- ],
39
- "Numbness": [
40
- "can't feel my face",
41
- "humbness",
42
- "insensibility",
43
- "insensitiveness",
44
- "insensitivity",
45
- "loss of sensation",
46
- "numb",
47
- "numbeness",
48
- "numbess",
49
- "numbing",
50
- "numbnes",
51
- "numbness",
52
- "numbs",
53
- "nummbness",
54
- "sensation loss"
55
- ],
56
- "Hemiplegia": [
57
- "hemiparalysis",
58
- "hemiplegia",
59
- "hemiplegias",
60
- "paralysis of one side of body",
61
- "paralysis on one side of body",
62
- "paralysis one side of body"
63
- ],
64
- "Hematuria": [
65
- "blood urination",
66
- "blood hematuria urine",
67
- "blood in urine",
68
- "blood in my urine",
69
- "blood in the urine",
70
- "blood in urine",
71
- "blood urine",
72
- "blood with urine",
73
- "bloody urine",
74
- "haematuria",
75
- "hematuria",
76
- "hematurias",
77
- "i pee blood",
78
- "urination blood",
79
- "urine blood"
80
- ],
81
- "Dyspepsia": [
82
- "belch",
83
- "belches",
84
- "belching",
85
- "dyspepsia",
86
- "dyspepsias"
87
- ],
88
- "RUQ pain": [
89
- "hurts right upper quadrant",
90
- "pain radiating to right upper quadrant",
91
- "painful right upper quadrant",
92
- "right upper quadrant hurts",
93
- "right upper quadrant pain",
94
- "right upper quadrant painful",
95
- "right upper quadrant pain",
96
- "right upper quadrant pains",
97
- "ruq pain"
98
- ],
99
- "Vomiting": [
100
- "barf",
101
- "can't keep food down",
102
- "can't keep anything down",
103
- "emesis",
104
- "food spitting up",
105
- "puking",
106
- "retching",
107
- "spitting up food",
108
- "threw up",
109
- "throw up",
110
- "throwing up",
111
- "thrown up",
112
- "up chucked",
113
- "upchucking",
114
- "voming",
115
- "vomit",
116
- "vomited",
117
- "vomiting",
118
- "vomits",
119
- "vomitted",
120
- "vomitting",
121
- "vommiting",
122
- "voriting",
123
- "vvomiting"
124
- ],
125
- "Edema": [
126
- "adema",
127
- "all swollen",
128
- "body becomes more swollen",
129
- "edema",
130
- "edemas",
131
- "edematous",
132
- "edoma",
133
- "flooding with water",
134
- "hurt from the water in",
135
- "i feel holding water",
136
- "knee blown up",
137
- "legs larger",
138
- "legs with water",
139
- "oedema",
140
- "puffiness",
141
- "retaining water",
142
- "swallen",
143
- "sweling",
144
- "swell",
145
- "swelled",
146
- "swellin",
147
- "swelling",
148
- "swellings",
149
- "swells",
150
- "swole up",
151
- "swolled",
152
- "swollen",
153
- "water retention",
154
- "when my legs big"
155
- ],
156
- "Tachypnea": [
157
- "breathing rate increased",
158
- "fast breathing",
159
- "faster breathing",
160
- "increase in respiratory rate",
161
- "increased respiratory rate",
162
- "polypnea",
163
- "rapid breathing",
164
- "rapid respiration",
165
- "rapid respirations",
166
- "respiration rate increased",
167
- "respiratory rate high",
168
- "respiratory rate increased",
169
- "tachypea",
170
- "tachypnea",
171
- "tachypneas",
172
- "tachypneic",
173
- "tachypnoea",
174
- "tachypnoeic"
175
- ],
176
- "Diaphoresis": [
177
- "diaphoresis",
178
- "diaphoresisâ",
179
- "diaphoretic",
180
- "dlaphoresls"
181
- ],
182
- "Uremia": [
183
- "uraemia",
184
- "uremia",
185
- "uremias"
186
- ],
187
- "Imbalance": [
188
- "balance losing",
189
- "balance issues",
190
- "imbalance",
191
- "imbalances",
192
- "losing balance"
193
- ],
194
- "Kidney mass": [
195
- "kidney mass",
196
- "mass in her right kidney"
197
- ],
198
- "Hyponatremia": [
199
- "deficiencies sodium",
200
- "deficiency salt",
201
- "deficiency sodium",
202
- "depletion sodium",
203
- "hyponatraemia",
204
- "hyponatraemic syndrome",
205
- "hyponatremia",
206
- "hyponatremias",
207
- "hyponatremic syndrome",
208
- "low salt syndrome",
209
- "low sodium syndrome",
210
- "na+ depletion",
211
- "salt deficiency",
212
- "sodium [na] deficiency",
213
- "sodium blood decreased",
214
- "sodium deficiency",
215
- "sodium depletion",
216
- "syndrome low salt"
217
- ],
218
- "Polyphagia": [
219
- "pelyphagia",
220
- "polyphagia"
221
- ],
222
- "Dyspnea Exacerbation": [
223
- "dyspnea exacerbation"
224
- ],
225
- "Pyuria": [
226
- "high urine neutrophil count",
227
- "pus cells in urine",
228
- "pus in urine",
229
- "pus urine",
230
- "pyuria",
231
- "pyurias",
232
- "the urine contains pus (pyuria)",
233
- "urine containing pus",
234
- "urine purulent"
235
- ],
236
- "Polyuria": [
237
- "all night peeing",
238
- "diuresis excessive",
239
- "frequent and urgent urination",
240
- "frequent emptying of full-bladder",
241
- "go to bathroom a lot",
242
- "high urine output",
243
- "increased urine output",
244
- "increased urine volume",
245
- "passes too much urine",
246
- "pee a lot",
247
- "peed a lot",
248
- "peeing a lot",
249
- "polyuria",
250
- "polyurias",
251
- "polyuric state",
252
- "urinate a lot",
253
- "urinating a lot",
254
- "urinating alot",
255
- "urine output high",
256
- "urine volume increased"
257
- ],
258
- "Tremor": [
259
- "body shaking",
260
- "d tremors",
261
- "feeling shaky",
262
- "fremor",
263
- "fremors",
264
- "i am shaking",
265
- "i am shaky",
266
- "i am trembling",
267
- "i was shaky",
268
- "involuntary shaking",
269
- "quiver",
270
- "quivering",
271
- "quivers",
272
- "shaking body",
273
- "shaking all over",
274
- "shaky",
275
- "trembled",
276
- "trembles",
277
- "trembling",
278
- "tremor",
279
- "tremors",
280
- "tremors as symptom"
281
- ],
282
- "Pancytopenia": [
283
- "bone marrow failure",
284
- "low blood cell count",
285
- "pancytopaenia",
286
- "pancytopenia",
287
- "pancytopenias",
288
- "pancytopenic"
289
- ],
290
- "lung infiltrate": [
291
- "lung infiltrate",
292
- "lung infiltrates"
293
- ],
294
- "Abdominal pain": [
295
- "abdomainl pain",
296
- "abdomen cramping",
297
- "abdomen hurting",
298
- "abdomen pained",
299
- "abdomen painful",
300
- "abdomen pains",
301
- "abdomen pain",
302
- "abdominal cramps",
303
- "abdominal discomfort",
304
- "abdominal disconfort",
305
- "abdominal pain",
306
- "abdominal pains",
307
- "abdominal pian",
308
- "abdominalgia",
309
- "abodminal pain",
310
- "adominal pain",
311
- "belly pain",
312
- "bellyache",
313
- "cramping abdomen",
314
- "cramps stomach",
315
- "gi pain",
316
- "gut pain",
317
- "pain in my tummy",
318
- "pain abdominal",
319
- "pain above apendendice",
320
- "pain in abdomen",
321
- "pain in tummy",
322
- "pain in abdomen",
323
- "pain into abdomen",
324
- "pained abdomen",
325
- "painful abdomen",
326
- "painful tummy",
327
- "pains abdomen",
328
- "pains in tummy",
329
- "right lower quadrant pain",
330
- "spasms tummy",
331
- "stomach cramps",
332
- "stomach cramps",
333
- "stomach discomfort",
334
- "tummy spasms",
335
- "tummy aches",
336
- "tummy discomfort"
337
- ],
338
- "Fever": [
339
- "afebrile",
340
- "aferbile",
341
- "body temperature above normal",
342
- "elevated temperature",
343
- "febrile",
344
- "febris",
345
- "fenrile",
346
- "fever",
347
- "fevered",
348
- "feverish",
349
- "feverishness",
350
- "fevers",
351
- "frever",
352
- "had a temperature",
353
- "has a temperature",
354
- "have a temperature",
355
- "have no temperature",
356
- "high body temperature",
357
- "high temperature",
358
- "highest temperature",
359
- "hyperthermia",
360
- "hyperthermic",
361
- "i am burning up",
362
- "increase temperature",
363
- "increased temperature",
364
- "increases temperature",
365
- "pyrexia",
366
- "pyrexial",
367
- "pyrexias",
368
- "running temperature",
369
- "temperature elevated",
370
- "temperature increase",
371
- "temperature increased",
372
- "temperature raised",
373
- "tever"
374
- ],
375
- "Severe weakness": [
376
- "severe weakness",
377
- "terribly weak"
378
- ],
379
- "Flushing": [
380
- "all over flushed",
381
- "appearing flushed",
382
- "cutaneous vascular engorgement",
383
- "face became flushed",
384
- "face flush",
385
- "face flushed",
386
- "face goes red",
387
- "facial flush",
388
- "feeling flushed",
389
- "feeling flushed",
390
- "flush face",
391
- "flushed all over",
392
- "flushed appearing",
393
- "flushed feeling",
394
- "flushed face",
395
- "flushed skin",
396
- "flushes",
397
- "flushing",
398
- "reddened skin",
399
- "skin flushed",
400
- "skin is flushed",
401
- "skin reddening",
402
- "sudden redness of skin"
403
- ],
404
- "Pain": [
405
- "ache",
406
- "aches",
407
- "achey",
408
- "aching",
409
- "achy pain",
410
- "arms burn",
411
- "arthalgias",
412
- "artharlgia",
413
- "arthralgia",
414
- "arthralgias",
415
- "backache",
416
- "backaches",
417
- "complain of pain",
418
- "complained of pain",
419
- "complaining of pain",
420
- "complains of pain",
421
- "dching",
422
- "dorsalgia",
423
- "ears hurt",
424
- "feeling achy",
425
- "feels achy",
426
- "felt achy",
427
- "hurt",
428
- "hurting",
429
- "hurting worse",
430
- "hurts",
431
- "pain",
432
- "pain, discomfort",
433
- "painful",
434
- "painful feeling",
435
- "painfull",
436
- "paining",
437
- "pains",
438
- "paln",
439
- "patn",
440
- "paun",
441
- "scratchy",
442
- "scratchy throat",
443
- "sore",
444
- "sores",
445
- "spainful",
446
- "twinge",
447
- "twinges"
448
- ],
449
- "Blurred Vision": [
450
- "blur eyes",
451
- "blur vision",
452
- "blurr vision",
453
- "blurred eye",
454
- "blurred eyes",
455
- "blurred vision",
456
- "blurried vision",
457
- "blurring vision",
458
- "blurring of eyes",
459
- "blurring of vision",
460
- "blurring of visual image",
461
- "blurring vision",
462
- "blurry",
463
- "blurry everything",
464
- "blurry eyes",
465
- "blurry eyesight",
466
- "blurry vision",
467
- "blurry vision",
468
- "blurry visions",
469
- "cloudy vision",
470
- "diminished vision",
471
- "distorted vision",
472
- "everything blurry",
473
- "eye blur",
474
- "eyes blurry",
475
- "eyesight blurry",
476
- "filmy vision",
477
- "foggy vision",
478
- "hazy vision",
479
- "mist over eyes",
480
- "misty vision",
481
- "out of focus",
482
- "see blurry",
483
- "slightly blurriness",
484
- "spotty vision",
485
- "vision blurred",
486
- "vision blurring",
487
- "vision blurry",
488
- "vision spotty",
489
- "vision spoty",
490
- "vision blur",
491
- "vision blurred",
492
- "vision blurriness",
493
- "vision blurring",
494
- "vision blurry",
495
- "vision is blurred"
496
- ],
497
- "Nausea": [
498
- "about to throw up",
499
- "could throw up",
500
- "feel like vomiting",
501
- "feeling have to throw up",
502
- "feeling bilious",
503
- "feeling queasy",
504
- "going to throw up",
505
- "like throwing up",
506
- "may vomit",
507
- "nasea",
508
- "nausea",
509
- "nauseas",
510
- "nauseated",
511
- "nauseating",
512
- "nauseous",
513
- "naussea",
514
- "neautious",
515
- "queasy",
516
- "stomach upset",
517
- "stomach upsetting",
518
- "stomach upset",
519
- "trying to throw up",
520
- "upset stomach",
521
- "upset stomach",
522
- "upsets stomach",
523
- "upsetting stomach",
524
- "urge to throw up",
525
- "vomit sensation",
526
- "want to throw up"
527
- ],
528
- "Hypovolemia": [
529
- "deficit fluid volume",
530
- "depleted blood volume",
531
- "depletion of volume of plasma or extracellular fluid",
532
- "depletion volume",
533
- "fluid depletion",
534
- "fluid volume deficit",
535
- "hypovolaemia",
536
- "hypovolemia",
537
- "hypovolemias",
538
- "oligemia",
539
- "sodium and water depletion",
540
- "volume depletion"
541
- ],
542
- "Diarrhea": [
543
- "bloody diarrhea",
544
- "bowel loose movements",
545
- "bowels loose movement",
546
- "d - diarrhoea",
547
- "diarhea",
548
- "diarrhea",
549
- "diarrheas",
550
- "diarrhes",
551
- "diarrhoea",
552
- "diarrhoea nos",
553
- "diarrhoea symptom",
554
- "diarrhoea symptoms",
555
- "diharrea",
556
- "every few minutes stool",
557
- "have the runs",
558
- "lienteric diarrhoea",
559
- "loose bowel",
560
- "loose bowel motion",
561
- "loose bowel motions",
562
- "loose bowel movement",
563
- "loose bowels",
564
- "loose stool",
565
- "loose stools",
566
- "observation of diarrhoea",
567
- "poop too often",
568
- "runny stools",
569
- "runny tummy",
570
- "runs(diarrhea)",
571
- "runs(diarrhoea)",
572
- "stool every few minutes",
573
- "stools loose",
574
- "the runs",
575
- "the trots",
576
- "trots",
577
- "watery stool",
578
- "watery stools"
579
- ],
580
- "Rhinorrhea": [
581
- "excessive noise from nasal passage",
582
- "increased nasal secretion",
583
- "more mucus nasal",
584
- "nasal discharge increased",
585
- "nose drip",
586
- "nose dripping",
587
- "nose mucus abundant",
588
- "rhinorrhea",
589
- "rhinorrhoea"
590
- ],
591
- "Cough": [
592
- "a lot of phlegm",
593
- "a lot of phlegm and mucus",
594
- "achy coughing",
595
- "alot of phlegm",
596
- "alot of thick secretions",
597
- "bark",
598
- "barking",
599
- "barks",
600
- "blood cough",
601
- "bringing up alot of yellow",
602
- "can't bring up anything",
603
- "can't bring up my secretions",
604
- "choking on my my secretions",
605
- "choking on my phlegm",
606
- "coming up from my lungs",
607
- "coming up out of my lungs",
608
- "congested cough",
609
- "copious amounts of sputum",
610
- "coug",
611
- "cough",
612
- "cough type",
613
- "cough up",
614
- "cough up blood",
615
- "cough with blood",
616
- "cough with small blood",
617
- "coughed",
618
- "coughed up blood",
619
- "coughing",
620
- "coughing up",
621
- "coughing up blood",
622
- "coughing with a blood",
623
- "coughing with blood",
624
- "coughs",
625
- "cougj",
626
- "guns from my lungs",
627
- "i have croup",
628
- "junk coming from my lungs",
629
- "junk i am bringing up",
630
- "lungs are producing",
631
- "more phlegm",
632
- "my spit is creamy",
633
- "ocugh",
634
- "phlegm coming out",
635
- "producing alot of secretions",
636
- "sound like a seal",
637
- "sputum i am bringing",
638
- "still have phlegm",
639
- "stuff coming from my lungs",
640
- "weak cough"
641
- ],
642
- "Prior scar dehiscence": [
643
- "prior scar dehiscence"
644
- ],
645
- "weakness": [
646
- "a bit week",
647
- "a little bit week",
648
- "a little week",
649
- "am eaker",
650
- "asthenic",
651
- "been week for a while",
652
- "body is weaker",
653
- "body is week",
654
- "continue to be week",
655
- "debility",
656
- "decreased strength",
657
- "enfeebled",
658
- "feeling weaker",
659
- "feeling faint",
660
- "feeling week",
661
- "feels faint",
662
- "felt faint",
663
- "general debility",
664
- "i am week",
665
- "i feel week",
666
- "just as week",
667
- "lassitude",
668
- "loss of strength",
669
- "loss strength",
670
- "made me week",
671
- "make me week",
672
- "no longer week",
673
- "not week anymore",
674
- "physically week",
675
- "so week",
676
- "still week",
677
- "strength decreased",
678
- "strength loss",
679
- "too week",
680
- "weak",
681
- "weakeness",
682
- "weakness",
683
- "weaknesses",
684
- "wealness",
685
- "werak"
686
- ],
687
- "Sinusoidal Pattern": [
688
- "sinusoidal pattern"
689
- ],
690
- "Prior uterine rupture": [
691
- "prior uterine rupture"
692
- ],
693
- "Hypertonic Uterus": [
694
- "hypertonic uterus"
695
- ],
696
- "Unconsciousness": [
697
- "unconsciousness"
698
- ],
699
- "Headache": [
700
- "ache head",
701
- "brain hurts",
702
- "cephalalgia",
703
- "cephalalgias",
704
- "cephalgia",
705
- "cephalgias",
706
- "cephalodynia",
707
- "cephalodynias",
708
- "cranial pain",
709
- "cranial pains",
710
- "frequent headaches",
711
- "geadaches",
712
- "ha",
713
- "heachache",
714
- "heache",
715
- "heaches",
716
- "head going to explode",
717
- "head hurts",
718
- "head ach",
719
- "head ache",
720
- "head aches",
721
- "head achy",
722
- "head hurts",
723
- "head is pounding",
724
- "head pain",
725
- "head pain cephalgia",
726
- "head pained",
727
- "head pains",
728
- "head soreness",
729
- "head tingling",
730
- "headac he",
731
- "headach",
732
- "headache",
733
- "headaches",
734
- "headahce",
735
- "headahces",
736
- "headahe",
737
- "headhace",
738
- "my head is killing me",
739
- "my head was killing me",
740
- "pain head",
741
- "pain in head",
742
- "pain in my head",
743
- "pressure in head",
744
- "sinus headache",
745
- "sinus headaches"
746
- ],
747
- "Dysuria": [
748
- "burning go to the restroom",
749
- "burning pee",
750
- "burning urination",
751
- "burning feeling in penis",
752
- "burning urination",
753
- "burning when urinate",
754
- "dysuria",
755
- "dysuria/painful urination",
756
- "frequent painful peeing",
757
- "go to the restroom burning",
758
- "having issues pee",
759
- "hurts to pee",
760
- "hurts when pee",
761
- "in pain to pee",
762
- "irritation urinating",
763
- "micturition painful",
764
- "pain upon urination",
765
- "pain urination",
766
- "pain associated with micturition",
767
- "pain during urination",
768
- "pain emptying bladder",
769
- "pain on micturition",
770
- "pain on voiding",
771
- "pain passing urine",
772
- "pain passing water",
773
- "pain when pee",
774
- "pain while peeing",
775
- "pain with urination",
776
- "pain, peeing",
777
- "painful urination",
778
- "painful frequent urination",
779
- "painful micturition",
780
- "painful or difficult urination",
781
- "painful urination",
782
- "painful urine",
783
- "passing water hurts",
784
- "stinging urination",
785
- "stings use the bathroom",
786
- "uncomfortable urinating",
787
- "urinating irritation",
788
- "urinating uncomfortable",
789
- "urination pain",
790
- "urination painful",
791
- "urination stinging",
792
- "urination pain",
793
- "urination painful",
794
- "use the bathroom stings",
795
- "voiding pain"
796
- ],
797
- "Mental confusion": [
798
- "acting confused",
799
- "appeared confused",
800
- "appears confused",
801
- "can't concentrate",
802
- "can't think clearly",
803
- "can't think straight",
804
- "cloudy-headed",
805
- "confused losing track",
806
- "confused about time",
807
- "confused and demented",
808
- "hard time paying attention",
809
- "inability to think",
810
- "losing track confused",
811
- "mental confusion",
812
- "mind is getting foggy",
813
- "patient confused",
814
- "pt confused",
815
- "puzzlement",
816
- "seemed confused",
817
- "seemed confused",
818
- "seems confused",
819
- "slow thinking",
820
- "slowed thinking",
821
- "slower thinking",
822
- "some brain fog",
823
- "thinking is slowed"
824
- ],
825
- "Chest pain": [
826
- "aches in my chest",
827
- "achy chest",
828
- "angia",
829
- "angina",
830
- "burn in my chest",
831
- "burning in the chest",
832
- "chesl pain",
833
- "chest achy",
834
- "chest burns",
835
- "chest hurting",
836
- "chest hurts",
837
- "chest pai",
838
- "chest soreness",
839
- "chest heard",
840
- "chest hurt",
841
- "chest hurts",
842
- "chest is burning",
843
- "chest just hurts",
844
- "chest pain",
845
- "chest pain at rest",
846
- "chest pain or angina",
847
- "chest pains",
848
- "chest pains at rest",
849
- "chest started to ache",
850
- "chest twinges",
851
- "chest wall pain",
852
- "chest was aching",
853
- "chest without pains",
854
- "chestpain",
855
- "chst pain",
856
- "cp",
857
- "cps",
858
- "heart area pain and pressure",
859
- "heart still hurt",
860
- "heart still hurts",
861
- "hurt in my chest",
862
- "hurting chest",
863
- "hurts chest",
864
- "needles feeling in the middle of my chest",
865
- "pai chest",
866
- "pain moving my chest",
867
- "pain and pressure heart area",
868
- "pain behind my breastbone",
869
- "pain behind sternum",
870
- "pain chest",
871
- "pain in chest",
872
- "pain in my chest",
873
- "pain in the center of my chest",
874
- "pain in the chest",
875
- "pain into my chest",
876
- "pain right in the chest",
877
- "pain thoracic",
878
- "painful sensation in my chest",
879
- "somebody put a stone on my chest",
880
- "soreness chest",
881
- "sternum pain",
882
- "stethalgia",
883
- "thoracalgia",
884
- "thoracic pain",
885
- "thorax pain",
886
- "thorax painful",
887
- "twinges in my chest"
888
- ],
889
- "Abruption": [
890
- "abruption",
891
- "abruptions",
892
- "abruptuion",
893
- "placental abruption",
894
- "placental abrution"
895
- ],
896
- "Dysphagia": [
897
- "dyphagia",
898
- "dyspagia",
899
- "dysphagia",
900
- "pain swallowing"
901
- ],
902
- "Melena": [
903
- "black tarry poo",
904
- "black tarry stool",
905
- "black tarry stools",
906
- "dark liquid stool",
907
- "meiena",
908
- "melena",
909
- "tarry poop"
910
- ],
911
- "Exertional presyncope": [
912
- "exertional presyncope"
913
- ],
914
- "Extreme fatique": [
915
- "extreme fatique"
916
- ],
917
- "Hepatosplenomegalia": [
918
- "hepatosplenomegalia"
919
- ],
920
- "Drooling": [
921
- "dribble",
922
- "dribbles",
923
- "dribbling",
924
- "dripping saliva",
925
- "drool",
926
- "drooled",
927
- "drooling",
928
- "droolingâ",
929
- "drooping saliva",
930
- "excessive salivation",
931
- "mouth watering",
932
- "oversalivation",
933
- "saliva dripping",
934
- "saliva drooping",
935
- "slobbering",
936
- "watery mouth"
937
- ],
938
- "Bendopnea": [
939
- "bend down breathing is worse",
940
- "bend down can't catch my breath",
941
- "bend down gasping air",
942
- "bend over difficulties catching air",
943
- "bending down can't breathe",
944
- "bending down difficulty in breathing",
945
- "bendopnea",
946
- "bendopnoea",
947
- "breathing is worse bend down",
948
- "can't breathe bending down",
949
- "can't catch my breath bend down",
950
- "difficulties catching air bend over",
951
- "difficulty in breathing bending down",
952
- "dyspnea when bending forward",
953
- "dyspnoea when bending forward",
954
- "gasping air bend down",
955
- "leaning forward shortness of breath",
956
- "shortness of breath leaning forward",
957
- "shortness of breath when bending forward"
958
- ],
959
- "Palpitations": [
960
- "beating fast heart",
961
- "chest fluttering",
962
- "chest flutters",
963
- "chest symptom palpitation",
964
- "fast heart rate",
965
- "fast pulse",
966
- "feel heart beating",
967
- "feeling heart beats",
968
- "felt heart beating",
969
- "felt heart beating",
970
- "flip flopping heart beats",
971
- "flopping in my chest",
972
- "flopping in my heart",
973
- "flutter heart",
974
- "fluttering chest",
975
- "fluttering feeling in my chest",
976
- "fluttering in heart",
977
- "forceful beating of the heart",
978
- "heart beating fast",
979
- "heart beating harder",
980
- "heart flutter",
981
- "heart racing",
982
- "heart beating fast",
983
- "heart beating harder",
984
- "heart beats fast",
985
- "heart beats so fast",
986
- "heart beats very fast",
987
- "heart fast",
988
- "heart fluttering",
989
- "heart flutters",
990
- "heart has been racing",
991
- "heart irregularities",
992
- "heart is beating really fast",
993
- "heart is beating so fast",
994
- "heart is beating too fast",
995
- "heart is beating too hard",
996
- "heart is being pushed",
997
- "heart is flip-flop ping",
998
- "heart is fluttering",
999
- "heart is pounding",
1000
- "heart is pounding hard",
1001
- "heart is throbbing",
1002
- "heart pounding",
1003
- "heart pumping",
1004
- "heart race",
1005
- "heart races",
1006
- "heart racing",
1007
- "heart throb",
1008
- "heart throbbing",
1009
- "heart throbs",
1010
- "heart was pounding",
1011
- "loud and irregular heartbeat",
1012
- "my heart is racing",
1013
- "paipitaitons",
1014
- "palpatations",
1015
- "palpiptations",
1016
- "palpitaitons",
1017
- "palpitation",
1018
- "palpitation(s)",
1019
- "palpitations",
1020
- "palpitions",
1021
- "palptiations",
1022
- "pounding heart",
1023
- "pulse fast",
1024
- "pulse rapid",
1025
- "quick heartbeat",
1026
- "quick pulse",
1027
- "racing heart",
1028
- "racy heart",
1029
- "rapid heart beat",
1030
- "rapid heart rate",
1031
- "rapid heartbeat",
1032
- "rapid heartbeats",
1033
- "rapid pulse"
1034
- ],
1035
- "abdominal adiposity": [
1036
- "abdominal adiposity"
1037
- ],
1038
- "Hypotension": [
1039
- "hyotension",
1040
- "hypopiesis",
1041
- "hypotension",
1042
- "hypotensive diseases",
1043
- "hypotenstion",
1044
- "vascular hypotensive disorder"
1045
- ],
1046
- "Polydipsia": [
1047
- "cottonmouth",
1048
- "drink more water",
1049
- "drinking more water",
1050
- "dry mouth",
1051
- "dry tongue",
1052
- "excessive fluid consumption",
1053
- "excessive fluid intake",
1054
- "excessive thirst",
1055
- "extreme thirst",
1056
- "hydrodipsomania",
1057
- "i drink lots of water",
1058
- "i feel thirsty",
1059
- "mouth is dry",
1060
- "polydinsia",
1061
- "polydipsia",
1062
- "polydipsias",
1063
- "polydypsia",
1064
- "thirst",
1065
- "thirst excessive",
1066
- "thirsty"
1067
- ],
1068
- "slurred speech": [
1069
- "abnormal speech",
1070
- "clipped speech",
1071
- "confused speech",
1072
- "delayed speech",
1073
- "difficulty speaking",
1074
- "difficulty talking",
1075
- "dysarthria",
1076
- "scamping speech",
1077
- "slur speech",
1078
- "slurred speech",
1079
- "slurred speach",
1080
- "slurred speech",
1081
- "slurred words",
1082
- "slurring speech",
1083
- "slurring words",
1084
- "speech slurred",
1085
- "speech disorders",
1086
- "speech is slurred",
1087
- "speech slur",
1088
- "speech slurred",
1089
- "speech-slurring",
1090
- "trouble speaking",
1091
- "trouble with speech"
1092
- ],
1093
- "Difficulty swallowing": [
1094
- "able to swallow",
1095
- "difficult to swallow",
1096
- "difficulty sw allowing",
1097
- "difficulty swalloing",
1098
- "difficulty swallow ing",
1099
- "difficulty swallowing"
1100
- ],
1101
- "Neutropenia": [
1102
- "neutropenia",
1103
- "neutropenias",
1104
- "neutropenic disorder",
1105
- "neutrophils decreased"
1106
- ],
1107
- "Exertional fatigue": [
1108
- "exertional fatigue",
1109
- "fatigue exertional",
1110
- "post-exertional fatigue"
1111
- ],
1112
- "Presyncope": [
1113
- "about to faint",
1114
- "about to lose consciousness",
1115
- "almost fainted",
1116
- "almost had syncope",
1117
- "almost lost consciousness",
1118
- "almost passed out",
1119
- "almost passes out",
1120
- "close to fainting",
1121
- "close to losing consciousness",
1122
- "close to passing out",
1123
- "fainting near",
1124
- "feel like pass out",
1125
- "feel like passing out",
1126
- "going loose my consciousness",
1127
- "going to pass out",
1128
- "going to faint",
1129
- "going to pass out",
1130
- "gonna pass out",
1131
- "i almost fainted",
1132
- "i am passing out",
1133
- "i feel like i am passing out",
1134
- "i was gonna fall",
1135
- "loose my consciousness going",
1136
- "loosing consciousness",
1137
- "near fainting",
1138
- "near syncopal episode",
1139
- "near syncopal episodes",
1140
- "near syncope",
1141
- "near-syncope",
1142
- "nearly fainted",
1143
- "nearly had syncope",
1144
- "nearly lost consciousness",
1145
- "pass out feel like",
1146
- "pre syncope",
1147
- "pre-syncope",
1148
- "presyncopal episode",
1149
- "presyncopal episodes",
1150
- "presyncope",
1151
- "presyncopes",
1152
- "pretty fuzzy",
1153
- "tunnel vision"
1154
- ],
1155
- "Telangiectasia": [
1156
- "telangiectasia"
1157
- ],
1158
- "Diplopia": [
1159
- "diplopia",
1160
- "diplopias",
1161
- "dplopia",
1162
- "i see everything double",
1163
- "seeing double images (diplopia)"
1164
- ],
1165
- "murmur of mitral regurgitation": [
1166
- "murmur of mitral regurgitation"
1167
- ],
1168
- "Epigastric pain": [
1169
- "abdominal pain in the central upper belly",
1170
- "achy epigastric",
1171
- "epiagastric pain",
1172
- "epigastic pain",
1173
- "epigastralgia",
1174
- "epigastric",
1175
- "epigastric abdominal pain",
1176
- "epigastric ache",
1177
- "epigastric pain",
1178
- "epigastrium pain",
1179
- "epigstric pain",
1180
- "pain epigastric",
1181
- "pain in epigastrium",
1182
- "pain in the upper abdomen"
1183
- ],
1184
- "Peripheral Hypoperfusion": [
1185
- "peripheral hypoperfusion"
1186
- ],
1187
- "Sweating": [
1188
- "body is sweaty",
1189
- "drenching sweat",
1190
- "dripping with sweat",
1191
- "hidropoiesis",
1192
- "hidrosis",
1193
- "perspiration",
1194
- "perspired",
1195
- "perspiring",
1196
- "sweat",
1197
- "sweat on my forehead",
1198
- "sweated",
1199
- "sweating",
1200
- "sweats",
1201
- "sweaty"
1202
- ],
1203
- "Stable angina": [
1204
- "angina chronic stable",
1205
- "angina stable",
1206
- "exertional angina",
1207
- "stable angina",
1208
- "stable anginas",
1209
- "stable chronic angina"
1210
- ],
1211
- "Exertional dyspnea": [
1212
- "chest gets so heavy in my exercise",
1213
- "chest hurts every time i carry",
1214
- "dyspneic with exertion",
1215
- "exertional dyspnea",
1216
- "neck and jaw get tight when i shovel",
1217
- "pain by my shoulder blade in aerobics",
1218
- "shortness of breath on exertion",
1219
- "shortness of breath on moderate exertion",
1220
- "tight when i climbed"
1221
- ],
1222
- "Erythema": [
1223
- "cutaneous redness",
1224
- "enthema",
1225
- "ertyhema",
1226
- "ertythema",
1227
- "erythea",
1228
- "erythema",
1229
- "erythemas",
1230
- "erythematous condition",
1231
- "erythematous conditions",
1232
- "erythematous disorder",
1233
- "erythma",
1234
- "eythema",
1235
- "injection (erythema)",
1236
- "red skin",
1237
- "redness of skin",
1238
- "redness skin",
1239
- "skin red",
1240
- "skin reddened",
1241
- "skin redness",
1242
- "unusual change in color of skin to red (erythema)"
1243
- ],
1244
- "Audible S3": [
1245
- "audible s3"
1246
- ],
1247
- "murmur of Tricuspid regurgitation": [
1248
- "murmur of tricuspid regurgitation"
1249
- ],
1250
- "Fatigue": [
1251
- "decrease in energy",
1252
- "decreased energy",
1253
- "energy decreased",
1254
- "energy loss",
1255
- "exhausted",
1256
- "exhaustion",
1257
- "exhaustuion",
1258
- "extremely tired",
1259
- "fatig",
1260
- "fatigue",
1261
- "fatigued",
1262
- "fatigues",
1263
- "fatigueâ",
1264
- "fatiguing",
1265
- "fatique",
1266
- "feeling of total lack of energy",
1267
- "has no strength",
1268
- "have no strength",
1269
- "i am drained",
1270
- "i am weak",
1271
- "i am weaker",
1272
- "i feel drained",
1273
- "intense lack of energy",
1274
- "lack of energy",
1275
- "lacking energy",
1276
- "lacking in energy",
1277
- "loss of energy",
1278
- "severe tiredness",
1279
- "sluggish",
1280
- "unusual lack of energy",
1281
- "weariness",
1282
- "worn out"
1283
- ],
1284
- "Drowsiness": [
1285
- "drowiness",
1286
- "drowsiness",
1287
- "drowsy",
1288
- "sleepiness",
1289
- "somnolence",
1290
- "somnolence (sleepiness)",
1291
- "somnolent"
1292
- ],
1293
- "Hepatojugular Reflux": [
1294
- "hepatojugular reflux"
1295
- ],
1296
- "Increase of physical activity": [
1297
- "increase of physical activity"
1298
- ],
1299
- "Black stool": [
1300
- "black stool",
1301
- "black faeces",
1302
- "black stool",
1303
- "black stools",
1304
- "stool black",
1305
- "stool is dark"
1306
- ],
1307
- "Exertional syncope": [
1308
- "exertional syncope"
1309
- ],
1310
- "Rhinitis": [
1311
- "inflammation of nasal passage",
1312
- "nasal catarrh",
1313
- "nasal catarrhs",
1314
- "rhinitides",
1315
- "rhinitis"
1316
- ],
1317
- "Hypokalemia": [
1318
- "deficiency k",
1319
- "deficiency potassium",
1320
- "hypokalaemia",
1321
- "hypokalaemic syndrome",
1322
- "hypokalemia",
1323
- "hypokalemias",
1324
- "hypokalemic disorder",
1325
- "hypokalemic syndrome",
1326
- "hypopotassaemia",
1327
- "hypopotassemia",
1328
- "hypopotassemias",
1329
- "k deficiency",
1330
- "low potassium syndrome",
1331
- "potassium [k] deficiency",
1332
- "potassium deficiency",
1333
- "potassium depletion",
1334
- "syndrome hypokalaemic",
1335
- "syndrome hypokalemic"
1336
- ],
1337
- "Supraventricular tachycardia": [
1338
- "supraventricular tachycardia",
1339
- "supraventricular tachycardias",
1340
- "svt",
1341
- "svts",
1342
- "tachycardia supraventricular"
1343
- ],
1344
- "Severe dizziness": [
1345
- "severe dizziness"
1346
- ],
1347
- "Atrial tachycardia": [
1348
- "atrial tachycardia",
1349
- "atrial tachycardias",
1350
- "tachycardia atrial"
1351
- ],
1352
- "Dizziness when standing": [
1353
- "dizziness when standing",
1354
- "dizziness with standing",
1355
- "dizzy when standing",
1356
- "when standing dizzy"
1357
- ],
1358
- "Tinnitus": [
1359
- "ear noise",
1360
- "ear noises",
1361
- "ear ringing",
1362
- "ear ringing sound",
1363
- "ears ringing",
1364
- "ears noises",
1365
- "ears ring",
1366
- "ears ringing",
1367
- "in my ear ringing",
1368
- "noise in ears",
1369
- "noises in ear",
1370
- "noises in head",
1371
- "ringing in my ear",
1372
- "ringing in ears",
1373
- "ringing in ear",
1374
- "ringing in ears",
1375
- "ringing in the ear",
1376
- "ringing in the ears",
1377
- "ringing in the ears (tinnitus)",
1378
- "ringing inthe ears",
1379
- "ringing of ears",
1380
- "ringing-buzzing-tinnitus",
1381
- "ringing/buzzing/tinnitus",
1382
- "tiinitus",
1383
- "tinnitus"
1384
- ],
1385
- "Rest dyspnea": [
1386
- "rest dyspnea"
1387
- ],
1388
- "Congestion": [
1389
- "breathe through my mouth",
1390
- "bunged up",
1391
- "clogged nose",
1392
- "clogged nostril",
1393
- "clogged sinuses",
1394
- "clogged up",
1395
- "congastad",
1396
- "congesion",
1397
- "congested",
1398
- "congestion",
1399
- "congestions",
1400
- "congsetion",
1401
- "dryness in my sinuses",
1402
- "i am congested",
1403
- "i am not stuffed",
1404
- "i can't breathe through my nose",
1405
- "no nasal breathing",
1406
- "nose breathing",
1407
- "nose stuffed",
1408
- "nose block",
1409
- "nose blocks",
1410
- "nose is all stuffed up",
1411
- "nose is blocked",
1412
- "nose is clogged",
1413
- "nose is congested",
1414
- "sinuress pressure",
1415
- "sinus pressure",
1416
- "sinus pressureâ",
1417
- "sniffle",
1418
- "sniffles",
1419
- "sniffling",
1420
- "stuffed nose",
1421
- "stuffed up",
1422
- "stuffiness",
1423
- "stuffing nose",
1424
- "stuffy",
1425
- "stufy",
1426
- "stuuf nose",
1427
- "through the nose"
1428
- ],
1429
- "Lightheadedness": [
1430
- "head feeling light",
1431
- "headed light",
1432
- "headed lighted",
1433
- "headedness light",
1434
- "ightheadedness",
1435
- "lighheadedness",
1436
- "lighhtheaded",
1437
- "light - headed",
1438
- "light head",
1439
- "light headed",
1440
- "light headedness",
1441
- "light-headed",
1442
- "light-headed feeling",
1443
- "light-headedness",
1444
- "lighthead",
1445
- "lightheaded",
1446
- "lightheadedness",
1447
- "lightheadness",
1448
- "lightheaedness",
1449
- "lite headed",
1450
- "loss of equilibrium",
1451
- "reeling sensation"
1452
- ],
1453
- "Ear ache": [
1454
- "ear ache",
1455
- "ear aches",
1456
- "ear hurts",
1457
- "ear pain",
1458
- "earache",
1459
- "ears hurt",
1460
- "issue with my ear",
1461
- "otalgia"
1462
- ],
1463
- "Hypoxia": [
1464
- "hypoixa",
1465
- "hypoxia",
1466
- "hypoxic"
1467
- ],
1468
- "Insomnia": [
1469
- "could not sleep",
1470
- "did not sleep night",
1471
- "difficulty sleeping",
1472
- "had no sleep",
1473
- "hard night to fall a sleep",
1474
- "i can't sleep at night",
1475
- "i do not sleep",
1476
- "insomnia",
1477
- "losing sleep",
1478
- "not sleep well",
1479
- "not sleeping concerns",
1480
- "not sleeping well",
1481
- "not slept at all"
1482
- ],
1483
- "Disorientation": [
1484
- "disorientation"
1485
- ],
1486
- "Blue lips": [
1487
- "blue lip",
1488
- "blue lips",
1489
- "bluish lips",
1490
- "cyanosis lips",
1491
- "cyanosis of lip",
1492
- "cyanosis of lips",
1493
- "cyanotic lips",
1494
- "labial cyanosis",
1495
- "lip color blue",
1496
- "lip cyanosis",
1497
- "lip cyanotic",
1498
- "lips are blue",
1499
- "lips are bluish",
1500
- "lips are purple",
1501
- "lips blue",
1502
- "lips cyanosed",
1503
- "lips look bluish"
1504
- ],
1505
- "Agitation": [
1506
- "abnormal excitement",
1507
- "agitated",
1508
- "agitated behavior",
1509
- "agitated behaviour",
1510
- "agitation",
1511
- "alot more restless",
1512
- "excitement abnormal",
1513
- "feathers are ruffled for no reason",
1514
- "feeling agitated",
1515
- "frantic",
1516
- "i am so irritated",
1517
- "kind of going crazy",
1518
- "perturbed",
1519
- "pulling my hair out",
1520
- "restlessness",
1521
- "unable to keep still",
1522
- "vegitation"
1523
- ],
1524
- "Junctional bradycardia": [
1525
- "junctional bradycardia"
1526
- ],
1527
- "Blue face": [
1528
- "blue face",
1529
- "bluish face",
1530
- "face is blue"
1531
- ],
1532
- "Malaise": [
1533
- "malaise",
1534
- "malaised",
1535
- "maliase"
1536
- ],
1537
- "Symptomatic palpitations": [
1538
- "symptomatic palpitations"
1539
- ],
1540
- "Constipation": [
1541
- "constipate",
1542
- "constipated",
1543
- "constipating",
1544
- "constipation",
1545
- "contipation",
1546
- "costiveness",
1547
- "difficult passing motion",
1548
- "difficulty defaecating",
1549
- "difficulty defecating",
1550
- "difficulty opening bowels",
1551
- "difficulty passing stool",
1552
- "have not done a crap",
1553
- "no bowel movement",
1554
- "trouble passing stool"
1555
- ],
1556
- "Shortness of breath at rest": [
1557
- "any difficulty in breathing rest",
1558
- "shortness of breath at rest"
1559
- ],
1560
- "Hallucination": [
1561
- "feel like bugs are crawling up",
1562
- "hallucina-tions",
1563
- "hallucinating",
1564
- "hallucination",
1565
- "hallucinations",
1566
- "hallucincations",
1567
- "hallucintions",
1568
- "hear strange voice",
1569
- "hearing music but nothing is playing",
1570
- "hearing the door bell but no one is there",
1571
- "hearing things no one else hears",
1572
- "hearing voices or seeing things",
1573
- "i am hearing voices",
1574
- "see delusions",
1575
- "see things that can't be real",
1576
- "seeing things that are not there",
1577
- "smelling my friends perfume but she's not here",
1578
- "voices in my head"
1579
- ],
1580
- "Runny nose": [
1581
- "blowing my nose",
1582
- "blowing nose",
1583
- "coryza",
1584
- "fluid out of my nose",
1585
- "mucus from sinuses",
1586
- "nasal discharge",
1587
- "nasal drainage",
1588
- "nasal drip",
1589
- "need to blow my nose",
1590
- "nose running",
1591
- "nose runny",
1592
- "nose blowing",
1593
- "nose is runny",
1594
- "nose is dripping",
1595
- "nose is running",
1596
- "nose is runny",
1597
- "nose running",
1598
- "nose runs",
1599
- "nosie running",
1600
- "running nose",
1601
- "running nosie",
1602
- "running noise",
1603
- "running nose",
1604
- "runny nose",
1605
- "runny nose is",
1606
- "runny nese",
1607
- "runny nose",
1608
- "runny rose",
1609
- "runnynose",
1610
- "sneeze",
1611
- "sneezed",
1612
- "sneezing",
1613
- "sniffle",
1614
- "sniffles",
1615
- "sniffling",
1616
- "snotty",
1617
- "unable to breathe through my nose"
1618
- ],
1619
- "Heartburn": [
1620
- "acidity",
1621
- "burning chest",
1622
- "burning reflux",
1623
- "chest burning",
1624
- "heart burn",
1625
- "heartbum",
1626
- "heartburn",
1627
- "pyroses",
1628
- "pyrosis"
1629
- ],
1630
- "Rash": [
1631
- "ragh",
1632
- "rash",
1633
- "rashas",
1634
- "rashes",
1635
- "red sores parts of my body",
1636
- "red splotches foot"
1637
- ],
1638
- "Systemic pain": [
1639
- "generalized pain",
1640
- "generalized pains",
1641
- "systemic pain"
1642
- ],
1643
- "Heart murmur": [
1644
- "cardiac murmer",
1645
- "cardiac murmur",
1646
- "cardiac murmurs",
1647
- "heart mumur",
1648
- "heart murmur",
1649
- "heart murmuring",
1650
- "heart murmurs",
1651
- "heart/arterial murmur nos",
1652
- "mumurs",
1653
- "murmer",
1654
- "murmers",
1655
- "murmrus",
1656
- "murmur",
1657
- "murmurs",
1658
- "murmus"
1659
- ],
1660
- "Acute Dyspnea": [
1661
- "acute dyspnea",
1662
- "acute dyspnoea",
1663
- "dyspnea acute"
1664
- ],
1665
- "Symptoms of hypoglycemia": [
1666
- "symptoms of hypoglycemia"
1667
- ],
1668
- "Paraesthesia": [
1669
- "face is tingling",
1670
- "meralgia paresthetica",
1671
- "paraesthesia",
1672
- "prickling sensation of my face"
1673
- ],
1674
- "Severe symptoms of hypotension": [
1675
- "severe symptoms of hypotension"
1676
- ],
1677
- "Systemic inflammatory response syndrome": [
1678
- "abacteraemic sepsis",
1679
- "culture-negative sepsis",
1680
- "sepsis syndrome",
1681
- "sepsis syndromes",
1682
- "septic syndrome",
1683
- "sirs - system inflammatory response syndrome",
1684
- "syndrome sepsis",
1685
- "systemic inflammatory response syndrome"
1686
- ],
1687
- "Severe symptoms of tachycardia": [
1688
- "severe symptoms of tachycardia"
1689
- ],
1690
- "Severe symptoms of BP or HR out of range": [
1691
- "severe symptoms of blood pressure or hr out of range",
1692
- "severe symptoms of bp or hr out of range"
1693
- ],
1694
- "New or worsening pain": [
1695
- "badly hurting",
1696
- "hurting badly",
1697
- "keep having pains",
1698
- "new or worsening pain"
1699
- ],
1700
- "Symptoms of tachycardia": [
1701
- "symptoms of tachycardia"
1702
- ],
1703
- "Symptoms of hyperglycemic crisis": [
1704
- "symptoms of hyperglycemic crisis"
1705
- ],
1706
- "Tired": [
1707
- "listless",
1708
- "low energy",
1709
- "tatt",
1710
- "tiered",
1711
- "tired",
1712
- "tiredness",
1713
- "tiring",
1714
- "trired"
1715
- ],
1716
- "Tingling": [
1717
- "tingally",
1718
- "tingling",
1719
- "tingly",
1720
- "tinkling feeling"
1721
- ],
1722
- "Lymphedema": [
1723
- "chronic lymphovenous insufficiency",
1724
- "lymph edema",
1725
- "lymphandema",
1726
- "lymphatic edema",
1727
- "lymphatic oedema",
1728
- "lymphedema",
1729
- "lymphedemas",
1730
- "lymphoedema",
1731
- "lymphoedemas",
1732
- "oedema lymphatic"
1733
- ],
1734
- "Severe headache features": [
1735
- "like hammer hit my head",
1736
- "severe headache features"
1737
- ],
1738
- "Meteorism": [
1739
- "bloated",
1740
- "bloating",
1741
- "excessive gas",
1742
- "feel gassy",
1743
- "flatulence",
1744
- "gassy feel",
1745
- "meteorism"
1746
- ],
1747
- "Diabetes mellitus symptoms confirmation": [
1748
- "diabetes mellitus symptoms confirmation"
1749
- ],
1750
- "Vaginismus": [
1751
- "vaginismus"
1752
- ],
1753
- "Nonsevere symptoms of hyperglycemia": [
1754
- "nonsevere symptoms of hyperglycemia"
1755
- ],
1756
- "Itching": [
1757
- "itch",
1758
- "itches",
1759
- "itchi",
1760
- "itchiness",
1761
- "itching",
1762
- "itchy",
1763
- "pruritus",
1764
- "pschy"
1765
- ],
1766
- "Hoarseness": [
1767
- "croaky voice",
1768
- "do not have voice",
1769
- "hoarse",
1770
- "hoarse voice",
1771
- "hoarseness",
1772
- "hoarsenesses",
1773
- "husky voice",
1774
- "losing voice",
1775
- "lost voice",
1776
- "no voice",
1777
- "raspy voice",
1778
- "voice in and out",
1779
- "voice chance",
1780
- "voice change",
1781
- "voice changes",
1782
- "voice problems"
1783
- ],
1784
- "Wheezing": [
1785
- "breathing whistling",
1786
- "lungs rattle",
1787
- "rattle lungs",
1788
- "wheeang",
1789
- "wheeze",
1790
- "wheezed",
1791
- "wheezes",
1792
- "wheezin",
1793
- "wheezing",
1794
- "wheezings",
1795
- "wheezy",
1796
- "whesaing",
1797
- "whistling breathing"
1798
- ],
1799
- "Stiffness": [
1800
- "stiff",
1801
- "stiffness"
1802
- ],
1803
- "Severe symptoms of bleeding": [
1804
- "severe symptoms of bleeding"
1805
- ],
1806
- "Signs or symptoms of PE/DVT": [
1807
- "signs or symptoms of pe/dvt"
1808
- ],
1809
- "Trismus": [
1810
- "jaw spasm",
1811
- "jaw spasms",
1812
- "lockjaw",
1813
- "pain of muscles of mastication",
1814
- "trismus"
1815
- ],
1816
- "Symptoms of local inflammation": [
1817
- "symptoms of local inflammation"
1818
- ],
1819
- "Vertigo": [
1820
- "feel i'm spinning round",
1821
- "feel like things moving",
1822
- "head revolving around",
1823
- "head revolving round",
1824
- "head spinning",
1825
- "room is spinning",
1826
- "room is spinning around",
1827
- "rotation of self",
1828
- "spinning sensation",
1829
- "spinning sensations",
1830
- "things are moving",
1831
- "things are spinning",
1832
- "verligo",
1833
- "vertigo",
1834
- "vertigos"
1835
- ]
1836
- }
 
1
  {
2
+ "Pain": [
3
+ "ache",
4
+ "aches",
5
+ "achey",
6
+ "aching",
7
+ "achy pain",
8
+ "arms burn",
9
+ "arthalgias",
10
+ "artharlgia",
11
+ "arthralgia",
12
+ "arthralgias",
13
+ "backache",
14
+ "backaches",
15
+ "dorsalgia",
16
+ "feeling achy",
17
+ "feels achy",
18
+ "feet hurt",
19
+ "felt achy",
20
+ "hurt",
21
+ "hurting",
22
+ "hurting worse",
23
+ "hurts",
24
+ "pain",
25
+ "painful",
26
+ "painful feeling",
27
+ "pains",
28
+ "paun",
29
+ "scratchy",
30
+ "sore",
31
+ "sores",
32
+ "spainful",
33
+ "twinge",
34
+ "twinges"
35
+ ],
36
+ "Chest pain": [
37
+ "aches in my chest",
38
+ "achy , chest",
39
+ "angia",
40
+ "angina",
41
+ "burn in my chest",
42
+ "burning in the chest",
43
+ "chesl pain",
44
+ "chest , achy",
45
+ "chest , hurting",
46
+ "chest , hurts",
47
+ "chest , pai",
48
+ "chest , soreness",
49
+ "chest heard",
50
+ "chest hurt",
51
+ "chest hurts",
52
+ "chest is burning",
53
+ "chest just hurts",
54
+ "chest pain",
55
+ "chest pain at rest",
56
+ "chest pain or angina",
57
+ "chest pains",
58
+ "chest pains at rest",
59
+ "chest started to ache",
60
+ "chest twinges",
61
+ "chest wall pain",
62
+ "chest was aching",
63
+ "chest without pains",
64
+ "chestpain",
65
+ "chst pain",
66
+ "heart area , pain and pressure",
67
+ "heart still hurt",
68
+ "heart still hurts",
69
+ "hurt in my chest",
70
+ "hurting , chest",
71
+ "hurts , chest",
72
+ "needles feeling in the middle of my chest",
73
+ "pai , chest",
74
+ "pain , moving my chest",
75
+ "pain and pressure , heart area",
76
+ "pain behind my breastbone",
77
+ "pain behind sternum",
78
+ "pain in chest",
79
+ "pain in my chest",
80
+ "pain in the center of my chest",
81
+ "pain in the chest",
82
+ "pain into my chest",
83
+ "pain right in the chest",
84
+ "painful sensation in my chest",
85
+ "somebody put a stone on my chest",
86
+ "soreness , chest",
87
+ "sternum pain",
88
+ "twinges in my chest"
89
+ ],
90
+ "Pleuritic chest pain": [
91
+ "breathe , starting to hurt",
92
+ "chest pain , with pleurisy",
93
+ "chest pain on breathing",
94
+ "chest pain while bending",
95
+ "chest wall pain , pleuritic",
96
+ "cp also pleuritic",
97
+ "deep breath pain",
98
+ "hurts to breathe",
99
+ "inhaling , pressure in the chest",
100
+ "pain , when inhaling",
101
+ "pain in the lungs",
102
+ "pain is pleuritic",
103
+ "pleuritic , chest wall pain",
104
+ "pleuritic chest pain",
105
+ "pleuritic chest pains",
106
+ "pleuritic chst pn",
107
+ "pleuritic right sided chest pain",
108
+ "pressure in the chest , inhaling",
109
+ "starting to hurt , breathe"
110
+ ],
111
+ "Pain provoked by exertion": [
112
+ "pain , physical activity",
113
+ "pain , walking",
114
+ "pain by exertion",
115
+ "pain provoked by exertion",
116
+ "physical activity , pain"
117
+ ],
118
+ "Physical Activity": [
119
+ "active with walks",
120
+ "actively walking",
121
+ "after taking a walk",
122
+ "been jogging",
123
+ "bikes 30 min",
124
+ "biking",
125
+ "block , jogged",
126
+ "blocks per day , walking",
127
+ "calisthenics",
128
+ "cleaning my yard",
129
+ "cycling",
130
+ "daily , walking",
131
+ "daily , walks",
132
+ "day of walking",
133
+ "doing the exercises",
134
+ "elliptical",
135
+ "every day , i walk",
136
+ "every day , jogging",
137
+ "every day , walking",
138
+ "every morning , walking",
139
+ "excercise",
140
+ "excerise",
141
+ "exercise",
142
+ "exercise , ultimate frisbee",
143
+ "exercise program",
144
+ "exercise regimen",
145
+ "exercise regularly",
146
+ "exercised",
147
+ "exercises",
148
+ "exercises regularly",
149
+ "exercises sporadically",
150
+ "exercises without symptoms",
151
+ "exercising",
152
+ "exercising regularly",
153
+ "flight of stairs",
154
+ "flights of stairs",
155
+ "go to the pool",
156
+ "gym",
157
+ "gym exercise",
158
+ "have not moved much",
159
+ "housecleaning",
160
+ "i am doings exercises",
161
+ "i walk , every day",
162
+ "i walk , miles",
163
+ "i walk everyday",
164
+ "i walked , miles",
165
+ "jogged , block",
166
+ "jogger",
167
+ "jogging , every day",
168
+ "just walked",
169
+ "just walking",
170
+ "long walk",
171
+ "mile walk",
172
+ "miles , i walk",
173
+ "miles , i walked",
174
+ "miles , walking",
175
+ "moderate exercise",
176
+ "moving more the usual",
177
+ "no activity",
178
+ "occasionally , walking",
179
+ "physical activities",
180
+ "physical activity",
181
+ "plays tennis",
182
+ "post workout",
183
+ "power walking",
184
+ "ran",
185
+ "ride my bike",
186
+ "run",
187
+ "running",
188
+ "runs 2-3 miles",
189
+ "short walk",
190
+ "start walking",
191
+ "started walking",
192
+ "stationary bike",
193
+ "swimming",
194
+ "swims",
195
+ "take a walk",
196
+ "taking a walk",
197
+ "tennis and walking",
198
+ "took , walk",
199
+ "treadmill , walking",
200
+ "twice a week , walking",
201
+ "ultimate frisbee , exercise",
202
+ "walk , daily",
203
+ "walk , mile",
204
+ "walk a few blocks",
205
+ "walk in the park",
206
+ "walk much",
207
+ "walked , miles",
208
+ "walked down , driveway and back",
209
+ "walking , blocks per day",
210
+ "walking , daily",
211
+ "walking , every day",
212
+ "walking , every morning",
213
+ "walking , miles",
214
+ "walking , occasionally",
215
+ "walking , treadmill",
216
+ "walking , twice a week",
217
+ "walking , walking occasionally",
218
+ "walking a few blocks",
219
+ "walking daily",
220
+ "walking much",
221
+ "walking occasionally , walking",
222
+ "walking program",
223
+ "walks , daily",
224
+ "walks , miles",
225
+ "walks a mile",
226
+ "weekly exercise",
227
+ "went to , store",
228
+ "working out",
229
+ "workout",
230
+ "workouts",
231
+ "works out",
232
+ "yoga"
233
+ ],
234
+ "Physical Activity Limitation": [
235
+ "15-minute walk",
236
+ "able to do , activities",
237
+ "able to walk",
238
+ "can't even climb upstairs",
239
+ "can't even move",
240
+ "can't even vacuum my room",
241
+ "can't stand up",
242
+ "can't take 5-minutes run",
243
+ "excercise tolerance",
244
+ "exercise , limited",
245
+ "exercise tolerance",
246
+ "feels ok ambulating",
247
+ "hard to move",
248
+ "hard to work",
249
+ "i can't , walk",
250
+ "i can't move",
251
+ "limited , exercise",
252
+ "limited , physical activity",
253
+ "physical activities",
254
+ "physical activity",
255
+ "physical activity , limited",
256
+ "physical activity limitation",
257
+ "tired from 5-minutes run"
258
+ ],
259
+ "Fatigue Threshold": [
260
+ "can not climb more than 1 flight",
261
+ "climbing stairs fatigue",
262
+ "exhausted",
263
+ "extremely tired",
264
+ "fatigue climbing stairs",
265
+ "fatigue threshold",
266
+ "have no strength",
267
+ "tire easily",
268
+ "weak"
269
+ ],
270
+ "Chills": [
271
+ "chattering",
272
+ "chil",
273
+ "chill",
274
+ "chills",
275
+ "chils",
276
+ "coolness",
277
+ "i am freezing up",
278
+ "shivering",
279
+ "shivers"
280
+ ],
281
+ "Office visit": [
282
+ "a complete physical",
283
+ "achedule an appointment",
284
+ "annual , scheduled",
285
+ "annual check up",
286
+ "annual check ups",
287
+ "annual checkup",
288
+ "annual physical",
289
+ "annual physicals",
290
+ "annual well visit",
291
+ "annual well visit exam",
292
+ "appointment , booked",
293
+ "appointment , canceled",
294
+ "appointment , cancelled",
295
+ "appointment , changed",
296
+ "appointment , scheduled",
297
+ "appointment , virtual",
298
+ "appointment schedule",
299
+ "appointment scheduled",
300
+ "appointments scheduled",
301
+ "apt , removed",
302
+ "booked , appointment",
303
+ "call , for appointment",
304
+ "cancel , appointment",
305
+ "canceled , appointment",
306
+ "cancelled , appointment",
307
+ "check up with , doctor",
308
+ "come , for appointment",
309
+ "do see , appointment",
310
+ "doctor , visit",
311
+ "for an appointment",
312
+ "for appointment , call",
313
+ "got , appointment",
314
+ "got you scheduled",
315
+ "had , appointment",
316
+ "have , appointment",
317
+ "have you scheduled",
318
+ "i had an appointment",
319
+ "i have an appointment",
320
+ "i have you rescheduled",
321
+ "made an appointment",
322
+ "made appointment",
323
+ "made appointment , acc",
324
+ "made appointments",
325
+ "make an appointment",
326
+ "make appointemt",
327
+ "make appointment",
328
+ "make appointment.",
329
+ "making an appointment",
330
+ "making appointment",
331
+ "my appointment",
332
+ "my doc , office",
333
+ "my doctor , office",
334
+ "next appointment",
335
+ "office , my doc",
336
+ "office , my doctor",
337
+ "office appointment",
338
+ "office visit",
339
+ "office visits",
340
+ "physical appointment",
341
+ "request , appointment",
342
+ "schedule an appointment",
343
+ "scheduled , annual",
344
+ "scheduled , appointment",
345
+ "scheduled an appointment",
346
+ "set up appointment",
347
+ "teleheaith",
348
+ "telehealth",
349
+ "telemed",
350
+ "virtual , appointment",
351
+ "visit , doctor",
352
+ "well checkup",
353
+ "wellness check",
354
+ "wellness visit",
355
+ "you are schedule",
356
+ "your appointment",
357
+ "your office"
358
+ ],
359
+ "Chest discomfort": [
360
+ "burning sensation in chest",
361
+ "chest discomfort",
362
+ "chest heaviness",
363
+ "chest heavy",
364
+ "chest discomfort",
365
+ "chest heaviness",
366
+ "chest uneasiness",
367
+ "chestdiscomfort",
368
+ "disagreeable sensation in my chest",
369
+ "discomfort chest",
370
+ "discomfort side ribs",
371
+ "discomfort in chest",
372
+ "heaviness chest",
373
+ "heavy chest",
374
+ "heavy chest",
375
+ "hevy chest",
376
+ "side ribs discomfort"
377
+ ],
378
+ "Chest pressure": [
379
+ "chest heaviness",
380
+ "chest pressure",
381
+ "chest tension",
382
+ "chest feels like weight on it",
383
+ "chest heaviness",
384
+ "chest pressure",
385
+ "front and back pressure",
386
+ "heart area pain and pressure",
387
+ "heaviness chest",
388
+ "heaviness in chest",
389
+ "numbness to chest",
390
+ "pain and pressure heart area",
391
+ "pressure chest",
392
+ "pressure front and back",
393
+ "pressure behind my chest",
394
+ "pressure in chest",
395
+ "pressure in my chest",
396
+ "pressure in the heart",
397
+ "pressure under my ribs",
398
+ "someone sitting on my chest",
399
+ "tense chest",
400
+ "tension chest",
401
+ "weight on it chest feels like"
402
+ ],
403
+ "Chest tightness": [
404
+ "band-like chest",
405
+ "chest band-like",
406
+ "chest constricted",
407
+ "chest squeezing",
408
+ "chest tight",
409
+ "chest tightness",
410
+ "chest feels tight",
411
+ "chest felt tight",
412
+ "chest is feel tight",
413
+ "chest is closing",
414
+ "chest is not tight",
415
+ "chest is tight",
416
+ "chest pain is like a lightning bolt",
417
+ "chest tightness",
418
+ "constricted chest",
419
+ "squeezing chest",
420
+ "tight chest",
421
+ "tightness chest",
422
+ "tightness in chest",
423
+ "tightness in her chest",
424
+ "tightness in my chest"
425
+ ],
426
+ "Dyspnea on exertion": [
427
+ "climbing severe shortness of breath",
428
+ "climbing shortness of breath",
429
+ "climbing up the stairs difficulty in breathing",
430
+ "dbysphea on exertion",
431
+ "difficulty in breathing climbing up the stairs",
432
+ "doe",
433
+ "during workouts shortness of breather",
434
+ "dyspnea on exertion",
435
+ "dyspnea during exertion",
436
+ "dyspnea exertion",
437
+ "dyspnea on exertion",
438
+ "dyspnea on exertion",
439
+ "dyspnea upon exertion",
440
+ "dyspnea with exercising",
441
+ "dyspnea with exertion",
442
+ "dyspneic on exertion",
443
+ "dyspneic with exertion",
444
+ "exercise short of breath",
445
+ "exertional shortness of breath",
446
+ "exertional shortness of breath",
447
+ "get out of breadth walking",
448
+ "heavy breathing walking",
449
+ "out of breath walking",
450
+ "severe shortness of breath climbing",
451
+ "shoriness of breath with exertion",
452
+ "short of breath exercise",
453
+ "short of breath on exertion",
454
+ "shortness of breath (shortness of breath) on exertion",
455
+ "shortness of breath climbing",
456
+ "shortness of breath going up",
457
+ "shortness of breath lift heavy",
458
+ "shortness of breath on exertion",
459
+ "shortness of breath sports",
460
+ "shortness of breath walking",
461
+ "shortness of breath when active",
462
+ "shortness of breath when i go up the stairs",
463
+ "shortness of breath with any exertion",
464
+ "shortness of breath with exertion",
465
+ "shortness of breath during exertion",
466
+ "shortness of breath exertion",
467
+ "shortness of breath on exertion",
468
+ "shortness of breath on ambulating",
469
+ "shortness of breath on exertion",
470
+ "shortness of breath upon exertion",
471
+ "shortness of breath with exertion",
472
+ "shortness of breather during workouts",
473
+ "sports shortness of breath",
474
+ "walking associated shortness of breath",
475
+ "walking get out of breadth",
476
+ "walking out of breath",
477
+ "when i go up the stairs shortness of breath"
478
+ ],
479
+ "Hemoptysis": [
480
+ "blood phlegm",
481
+ "blood spit",
482
+ "blood spit up",
483
+ "blood cough",
484
+ "blood disappeared from my sputum",
485
+ "blood in cough",
486
+ "blood in expectoration",
487
+ "blood in sputum",
488
+ "blood in cough",
489
+ "blood tinged sputum",
490
+ "blood when cough",
491
+ "blood when coughed",
492
+ "blood when coughing",
493
+ "blood with cough",
494
+ "bloody cough",
495
+ "bloody phlegm",
496
+ "bloody sputum",
497
+ "cough has a blood",
498
+ "cough up blood",
499
+ "cough up blood",
500
+ "cough with blood",
501
+ "cough with blood",
502
+ "cough with small blood",
503
+ "coughed up blood",
504
+ "coughed without blood",
505
+ "coughing blood",
506
+ "coughing specks of blood",
507
+ "coughing red",
508
+ "coughing up blood",
509
+ "coughing up some blood",
510
+ "coughing with blood",
511
+ "coughing with blood",
512
+ "expectoration with blood",
513
+ "hemoptysis",
514
+ "npit",
515
+ "phlegm blood",
516
+ "phlegm pink",
517
+ "phlegm with a little blood",
518
+ "phlegm is bloody",
519
+ "pink phlegm",
520
+ "pink spit",
521
+ "red sputum",
522
+ "red in the cough",
523
+ "specks of blood coughing",
524
+ "spit blood",
525
+ "spit pink",
526
+ "spit up blood",
527
+ "spitting with blood",
528
+ "sputum red",
529
+ "sputum has a red"
530
+ ],
531
+ "Self-reported hospitalization": [
532
+ "again in the hospital",
533
+ "back in the hospital",
534
+ "boro park rehab emanuel",
535
+ "emanuel boro park rehab",
536
+ "emanuel rehabilitation center",
537
+ "going to hospital",
538
+ "he is in the icu",
539
+ "hospital",
540
+ "i am admitted into the hospital",
541
+ "i am at the hospital",
542
+ "i am hospitalized",
543
+ "i am in rehab",
544
+ "i am in the barnabas",
545
+ "i am in the hospital",
546
+ "i am admitted",
547
+ "i am at the hospital",
548
+ "i am going hospital",
549
+ "i am hospitalised",
550
+ "i am hospitalized",
551
+ "i am in hospital",
552
+ "i am in medical center",
553
+ "i am in overlook.hosp",
554
+ "i am in the hospital",
555
+ "i arrived the hospital",
556
+ "i been in",
557
+ "i have been admitted",
558
+ "i just checked into hospital",
559
+ "i was in the hospital",
560
+ "i was the hospital",
561
+ "i was admitted",
562
+ "i was admitted hospital",
563
+ "i was hospilized",
564
+ "i was hospitalized",
565
+ "i was in the hospital",
566
+ "in nyu manhattan",
567
+ "in the barnabas i am",
568
+ "in the hospital again",
569
+ "medical center taken to",
570
+ "my stay in hospital",
571
+ "rehabilitation center emanuel",
572
+ "self-reported hospitalization",
573
+ "she is in the icu",
574
+ "still in hospital",
575
+ "taken to medical center"
576
+ ]
577
+ }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
embedding_cache.py ADDED
@@ -0,0 +1,135 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import sqlite3
2
+ import numpy as np
3
+ from typing import Optional, List
4
+ from pathlib import Path
5
+ import time
6
+
7
+ class EmbeddingCache:
8
+ def __init__(self, db_path: str = "embeddings_cache.db"):
9
+ """
10
+ Ініціалізація кешу ембедінгів
11
+
12
+ Args:
13
+ db_path: шлях до файлу SQLite бази даних
14
+ """
15
+ self.db_path = db_path
16
+ self._init_db()
17
+ self.hits = 0
18
+ self.misses = 0
19
+
20
+ def _init_db(self):
21
+ """Ініціалізація структури бази даних"""
22
+ with sqlite3.connect(self.db_path) as conn:
23
+ conn.execute("""
24
+ CREATE TABLE IF NOT EXISTS embeddings (
25
+ text_hash TEXT PRIMARY KEY,
26
+ text TEXT NOT NULL,
27
+ model TEXT NOT NULL,
28
+ embedding BLOB NOT NULL,
29
+ created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
30
+ )
31
+ """)
32
+
33
+ # Індекс для швидкого пошуку за хешем
34
+ conn.execute("""
35
+ CREATE INDEX IF NOT EXISTS idx_text_hash
36
+ ON embeddings(text_hash)
37
+ """)
38
+
39
+ def _get_hash(self, text: str, model: str) -> str:
40
+ """Створення унікального хешу для тексту та моделі"""
41
+ return str(hash(f"{text}:{model}"))
42
+
43
+ def get(self, text: str, model: str) -> Optional[np.ndarray]:
44
+ """
45
+ Отримання ембедінгу з кешу
46
+
47
+ Args:
48
+ text: текст для пошуку
49
+ model: назва моделі ембедінгів
50
+
51
+ Returns:
52
+ np.ndarray якщо знайдено, None якщо не знайдено
53
+ """
54
+ text_hash = self._get_hash(text, model)
55
+
56
+ with sqlite3.connect(self.db_path) as conn:
57
+ result = conn.execute(
58
+ "SELECT embedding FROM embeddings WHERE text_hash = ?",
59
+ (text_hash,)
60
+ ).fetchone()
61
+
62
+ if result:
63
+ self.hits += 1
64
+ return np.frombuffer(result[0], dtype=np.float32)
65
+
66
+ self.misses += 1
67
+ return None
68
+
69
+ def put(self, text: str, model: str, embedding: np.ndarray) -> None:
70
+ """
71
+ Збереження ембедінгу в кеш
72
+
73
+ Args:
74
+ text: вхідний текст
75
+ model: назва моделі
76
+ embedding: ембедінг для збереження
77
+ """
78
+ text_hash = self._get_hash(text, model)
79
+
80
+ with sqlite3.connect(self.db_path) as conn:
81
+ conn.execute(
82
+ """
83
+ INSERT OR REPLACE INTO embeddings
84
+ (text_hash, text, model, embedding)
85
+ VALUES (?, ?, ?, ?)
86
+ """,
87
+ (
88
+ text_hash,
89
+ text,
90
+ model,
91
+ np.array(embedding, dtype=np.float32).tobytes()
92
+ )
93
+ )
94
+
95
+ def clear_old(self, days: int = 30) -> int:
96
+ """
97
+ Очищення старих записів з кешу
98
+
99
+ Args:
100
+ days: кількість днів, старіші записи будуть видалені
101
+
102
+ Returns:
103
+ Кількість видалених записів
104
+ """
105
+ with sqlite3.connect(self.db_path) as conn:
106
+ cursor = conn.execute(
107
+ """
108
+ DELETE FROM embeddings
109
+ WHERE created_at < datetime('now', ?)
110
+ """,
111
+ (f"-{days} days",)
112
+ )
113
+ return cursor.rowcount
114
+
115
+ def get_stats(self) -> dict:
116
+ """Отримання статистики використання кешу"""
117
+ with sqlite3.connect(self.db_path) as conn:
118
+ total = conn.execute(
119
+ "SELECT COUNT(*) FROM embeddings"
120
+ ).fetchone()[0]
121
+
122
+ size = Path(self.db_path).stat().st_size / (1024 * 1024) # Size in MB
123
+
124
+ if self.hits + self.misses > 0:
125
+ hit_rate = self.hits / (self.hits + self.misses) * 100
126
+ else:
127
+ hit_rate = 0
128
+
129
+ return {
130
+ "total_entries": total,
131
+ "cache_size_mb": round(size, 2),
132
+ "hits": self.hits,
133
+ "misses": self.misses,
134
+ "hit_rate_percent": round(hit_rate, 2)
135
+ }
sdc_classifier.py CHANGED
@@ -5,14 +5,16 @@ import json
5
  from typing import Dict, List
6
  from openai import OpenAI
7
  from pathlib import Path
 
8
 
9
  class SDCClassifier:
10
- def __init__(self, openai_api_key: str = None):
11
  """
12
  Ініціалізація класифікатора SDC
13
 
14
  Args:
15
  openai_api_key: API ключ для OpenAI (опціонально, можна взяти з env)
 
16
  """
17
  self.client = OpenAI(api_key=openai_api_key or os.getenv("OPENAI_API_KEY"))
18
  self.classes_json = {}
@@ -21,12 +23,72 @@ class SDCClassifier:
21
  self.embeddings = None
22
  self.embeddings_mean = None
23
  self.embeddings_std = None
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
24
 
25
  def load_classes(self, json_path: str) -> dict:
26
  """Завантаження класів та їх хінтів з JSON файлу"""
27
  try:
28
- with open(json_path, 'r', encoding='utf-8') as f:
29
- self.classes_json = json.load(f)
 
 
 
 
 
 
 
 
 
30
  return self.classes_json
31
  except FileNotFoundError:
32
  print(f"Файл {json_path} не знайдено!")
@@ -34,7 +96,7 @@ class SDCClassifier:
34
  except json.JSONDecodeError:
35
  print(f"Помилка читання JSON з файлу {json_path}!")
36
  return {}
37
-
38
  def save_signatures(self, filename: str = "signatures.npz") -> None:
39
  """Зберігає signatures у NPZ файл"""
40
  if self.class_signatures:
@@ -50,12 +112,40 @@ class SDCClassifier:
50
  return None
51
 
52
  def get_openai_embedding(self, text: str, model_name: str = "text-embedding-3-large") -> list:
53
- """Отримання ембедінгу тексту через OpenAI API"""
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
54
  response = self.client.embeddings.create(
55
  input=text,
56
  model=model_name
57
  )
58
- return response.data[0].embedding
 
 
 
 
 
 
 
 
 
 
 
 
 
59
 
60
  def embed_hints(self, hint_list: List[str], model_name: str) -> np.ndarray:
61
  """Створення ембедінгів для списку хінтів"""
@@ -76,19 +166,29 @@ class SDCClassifier:
76
 
77
  return np.array(emb_list, dtype=np.float32)
78
 
 
79
  def initialize_signatures(self, model_name: str = "text-embedding-3-large",
80
- signatures_file: str = "signatures.npz",
81
- force_rebuild: bool = False) -> str:
82
- """Ініціалізує signatures: завантажує існуючі або створює нові"""
 
 
 
 
 
 
 
83
  if not self.classes_json:
84
  return "Помилка: Не знайдено жодного класу в classes.json"
85
 
86
  print(f"Знайдено {len(self.classes_json)} класів")
87
 
88
- if not force_rebuild and os.path.exists(signatures_file):
 
89
  try:
90
  loaded_signatures = self.load_signatures(signatures_file)
91
  if loaded_signatures and all(cls in loaded_signatures for cls in self.classes_json):
 
92
  print("Успішно завантажено збережені signatures")
93
  return f"Завантажено існуючі signatures для {len(self.class_signatures)} класів"
94
  except Exception as e:
@@ -116,13 +216,18 @@ class SDCClassifier:
116
  if not self.class_signatures:
117
  return "Помилка: Не вдалося створити жодного signature"
118
 
119
- self.save_signatures(signatures_file)
120
- print("Signatures збережено у файл")
 
 
 
 
 
121
 
122
- return f"Створено та збережено нові signatures для {len(self.class_signatures)} класів"
123
  except Exception as e:
124
  return f"Помилка при створенні signatures: {str(e)}"
125
-
126
  def load_data(self, csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
127
  """Завантаження даних з CSV та NPY файлів"""
128
  self.df = pd.read_csv(csv_path)
 
5
  from typing import Dict, List
6
  from openai import OpenAI
7
  from pathlib import Path
8
+ from embedding_cache import EmbeddingCache
9
 
10
  class SDCClassifier:
11
+ def __init__(self, openai_api_key: str = None, cache_path: str = "embeddings_cache.db"):
12
  """
13
  Ініціалізація класифікатора SDC
14
 
15
  Args:
16
  openai_api_key: API ключ для OpenAI (опціонально, можна взяти з env)
17
+ cache_path: шлях до файлу кешу ембедінгів
18
  """
19
  self.client = OpenAI(api_key=openai_api_key or os.getenv("OPENAI_API_KEY"))
20
  self.classes_json = {}
 
23
  self.embeddings = None
24
  self.embeddings_mean = None
25
  self.embeddings_std = None
26
+
27
+ # Ініціалізація кешу
28
+ from embedding_cache import EmbeddingCache
29
+ self.cache = EmbeddingCache(cache_path)
30
+
31
+ # Базовий стан
32
+ self.base_classes_json = {}
33
+ self.base_signatures = None
34
+
35
+ def load_initial_state(self, classes_file: str, signatures_file: str) -> str:
36
+ """
37
+ Завантаження початкового стану при старті застосунку
38
+
39
+ Args:
40
+ classes_file: шлях до файлу з класами
41
+ signatures_file: шлях до файлу з signatures
42
+
43
+ Returns:
44
+ str: повідомлення про результат завантаження
45
+ """
46
+ try:
47
+ self.base_classes_json = self.load_classes(classes_file)
48
+ if os.path.exists(signatures_file):
49
+ self.base_signatures = self.load_signatures(signatures_file)
50
+
51
+ # Встановлюємо поточний стан як базовий
52
+ self.classes_json = self.base_classes_json.copy()
53
+ self.class_signatures = self.base_signatures.copy() if self.base_signatures else None
54
+
55
+ return f"Завантажено {len(self.base_classes_json)} базових класів"
56
+ except Exception as e:
57
+ return f"Помилка при завантаженні базового стану: {str(e)}"
58
+
59
+ def restore_base_state(self) -> None:
60
+ """Відновлення базового стану"""
61
+ self.classes_json = self.base_classes_json.copy()
62
+ self.class_signatures = self.base_signatures.copy() if self.base_signatures else None
63
+
64
+ def load_initial_state(self, classes_file: str, signatures_file: str):
65
+ """Завантаження початкового стану при старті застосунку"""
66
+ self.base_classes_json = self.load_classes(classes_file)
67
+ self.base_signatures = self.load_signatures(signatures_file)
68
+
69
+ # Встановлюємо поточний стан як базовий
70
+ self.classes_json = self.base_classes_json.copy()
71
+ self.class_signatures = self.base_signatures.copy() if self.base_signatures else None
72
+
73
+ def restore_base_state(self):
74
+ """Відновлення базового стану"""
75
+ self.classes_json = self.base_classes_json.copy()
76
+ self.class_signatures = self.base_signatures.copy() if self.base_signatures else None
77
 
78
  def load_classes(self, json_path: str) -> dict:
79
  """Завантаження класів та їх хінтів з JSON файлу"""
80
  try:
81
+ # Якщо передано вміст файлу замість шляху
82
+ if isinstance(json_path, dict):
83
+ self.classes_json = json_path
84
+ else:
85
+ with open(json_path, 'r', encoding='utf-8') as f:
86
+ self.classes_json = json.load(f)
87
+
88
+ # Валідація структури
89
+ if not all(isinstance(hints, list) for hints in self.classes_json.values()):
90
+ raise ValueError("Кожен клас повинен мати список хінтів")
91
+
92
  return self.classes_json
93
  except FileNotFoundError:
94
  print(f"Файл {json_path} не знайдено!")
 
96
  except json.JSONDecodeError:
97
  print(f"Помилка читання JSON з файлу {json_path}!")
98
  return {}
99
+
100
  def save_signatures(self, filename: str = "signatures.npz") -> None:
101
  """Зберігає signatures у NPZ файл"""
102
  if self.class_signatures:
 
112
  return None
113
 
114
  def get_openai_embedding(self, text: str, model_name: str = "text-embedding-3-large") -> list:
115
+ """
116
+ Отримання ембедінгу тексту через OpenAI API з використанням кешу
117
+
118
+ Args:
119
+ text: текст для ембедінгу
120
+ model_name: назва моделі OpenAI
121
+
122
+ Returns:
123
+ list: ембедінг тексту
124
+ """
125
+ # Спроба отримати з кешу
126
+ cached_embedding = self.cache.get(text, model_name)
127
+ if cached_embedding is not None:
128
+ return cached_embedding.tolist()
129
+
130
+ # Якщо нема в кеші - отримуємо через API
131
  response = self.client.embeddings.create(
132
  input=text,
133
  model=model_name
134
  )
135
+ embedding = response.data[0].embedding
136
+
137
+ # Зберігаємо в кеш
138
+ self.cache.put(text, model_name, embedding)
139
+
140
+ return embedding
141
+
142
+ def get_cache_stats(self) -> dict:
143
+ """Отримання статистики кешування"""
144
+ return self.cache.get_stats()
145
+
146
+ def clear_old_cache(self, days: int = 30) -> int:
147
+ """Очищення старих записів з кешу"""
148
+ return self.cache.clear_old(days)
149
 
150
  def embed_hints(self, hint_list: List[str], model_name: str) -> np.ndarray:
151
  """Створення ембедінгів для списку хінтів"""
 
166
 
167
  return np.array(emb_list, dtype=np.float32)
168
 
169
+
170
  def initialize_signatures(self, model_name: str = "text-embedding-3-large",
171
+ signatures_file: str = "signatures.npz",
172
+ force_rebuild: bool = False) -> str:
173
+ """
174
+ Ініціалізує signatures: завантажує існуючі або створює нові
175
+
176
+ Args:
177
+ model_name: назва моделі для ембедінгів
178
+ signatures_file: шлях до файлу для збереження (None - не зберігати)
179
+ force_rebuild: примусово перебудувати signatures
180
+ """
181
  if not self.classes_json:
182
  return "Помилка: Не знайдено жодного класу в classes.json"
183
 
184
  print(f"Знайдено {len(self.classes_json)} класів")
185
 
186
+ # Завантажуємо існуючі signatures, якщо є файл і не примусове оновлення
187
+ if not force_rebuild and signatures_file and os.path.exists(signatures_file):
188
  try:
189
  loaded_signatures = self.load_signatures(signatures_file)
190
  if loaded_signatures and all(cls in loaded_signatures for cls in self.classes_json):
191
+ self.class_signatures = loaded_signatures
192
  print("Успішно завантажено збережені signatures")
193
  return f"Завантажено існуючі signatures для {len(self.class_signatures)} класів"
194
  except Exception as e:
 
216
  if not self.class_signatures:
217
  return "Помилка: Не вдалося створити жодного signature"
218
 
219
+ # Зберігаємо signatures тільки якщо вказано шлях до файлу
220
+ if signatures_file:
221
+ try:
222
+ self.save_signatures(signatures_file)
223
+ print("Signatures збережено у файл")
224
+ except Exception as e:
225
+ print(f"Помилка при збереженні signatures: {str(e)}")
226
 
227
+ return f"Створено нові signatures для {len(self.class_signatures)} класів"
228
  except Exception as e:
229
  return f"Помилка при створенні signatures: {str(e)}"
230
+
231
  def load_data(self, csv_path: str = "messages.csv", emb_path: str = "embeddings.npy"):
232
  """Завантаження даних з CSV та NPY файлів"""
233
  self.df = pd.read_csv(csv_path)