Upload 10 files

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+drugsComTest_raw.csv filter=lfs diff=lfs merge=lfs -text

Medical Drugs.ipynb

@@ -0,0 +1,101 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "m_Oa5BjYS_UF"
+      },
+      "source": [
+        "# Semantic search with FAISS (TensorFlow)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "sjgafp3ZS_UH"
+      },
+      "outputs": [],
+      "source": [
+        "!pip install datasets evaluate transformers[sentencepiece]\n",
+        "!pip install faiss-cpu"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "UWljEBCWS_UR"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "from datasets import load_from_disk\n",
+        "from transformers import AutoTokenizer, TFAutoModel\n",
+        "\n",
+        "Drugs = ['Acne', 'Adhd', 'Allergies', 'Anaemia', 'Angina', 'Appetite',\n",
+        "       'Arthritis', 'Constipation', 'Contraception', 'Dandruff',\n",
+        "       'Diabetes', 'Digestion', 'Fever', 'Fungal', 'General', 'Glaucoma',\n",
+        "       'Gout', 'Haematopoiesis', 'Haemorrhoid', 'Hyperpigmentation',\n",
+        "       'Hypertension', 'Hyperthyroidism', 'Hypnosis', 'Hypothyroidism',\n",
+        "       'Infection', 'Migraine', 'Osteoporosis', 'Pain', 'Psychosis',\n",
+        "       'Schizophrenia', 'Supplement', 'Thrombolysis', 'Viral', 'Wound']\n",
+        "\n",
+        "model_ckpt = \"sentence-transformers/multi-qa-mpnet-base-dot-v1\"\n",
+        "tokenizer = AutoTokenizer.from_pretrained(model_ckpt)\n",
+        "model = TFAutoModel.from_pretrained(model_ckpt, from_pt=True)\n",
+        "\n",
+        "def cls_pooling(model_output):\n",
+        "    return model_output.last_hidden_state[:, 0]\n",
+        "\n",
+        "def get_embeddings(text_list):\n",
+        "    encoded_input = tokenizer(\n",
+        "        text_list, padding=True, truncation=True, return_tensors=\"tf\"\n",
+        "    )\n",
+        "    encoded_input = {k: v for k, v in encoded_input.items()}\n",
+        "    model_output = model(**encoded_input)\n",
+        "    return cls_pooling(model_output)\n",
+        "\n",
+        "\n",
+        "embeddings_dataset = load_from_disk(\"/content/drive/MyDrive/Drugs\")\n",
+        "embeddings_dataset.add_faiss_index(column=\"embeddings\")\n",
+        "\n",
+        "def recommendations(question):\n",
+        "  question_embedding = get_embeddings([question]).numpy()\n",
+        "  scores, samples = embeddings_dataset.get_nearest_examples(\n",
+        "      \"embeddings\", question_embedding, k=5\n",
+        "  )\n",
+        "  samples_df = pd.DataFrame.from_dict(samples)\n",
+        "  samples_df[\"scores\"] = scores\n",
+        "  samples_df.sort_values(\"sc>ores\", ascending=False, inplace=True)\n",
+        "  return samples_df[['Drug_Name', 'Reason', 'scores']]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "fGRtwhvTcZ9t"
+      },
+      "outputs": [],
+      "source": [
+        "question = \"moderate acne\"\n",
+        "recommendations(question)"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

api.py

@@ -0,0 +1,67 @@
+from typing import Any
+import uvicorn
+import json
+from fastapi import FastAPI, File, UploadFile, HTTPException, Form, Body
+from fastapi.responses import JSONResponse, StreamingResponse
+from fastapi.middleware.cors import CORSMiddleware
+import pandas as pd
+from datasets import load_from_disk
+from transformers import AutoTokenizer, TFAutoModel
+from dotenv import load_dotenv
+
+load_dotenv()
+
+app = FastAPI()
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+model_ckpt = "sentence-transformers/multi-qa-mpnet-base-dot-v1"
+tokenizer = AutoTokenizer.from_pretrained(model_ckpt)
+model = TFAutoModel.from_pretrained(model_ckpt, from_pt=True)
+
+def cls_pooling(model_output):
+    return model_output.last_hidden_state[:, 0]
+    
+def get_embeddings(text_list):
+    encoded_input = tokenizer(
+        text_list, padding=True, truncation=True, return_tensors="tf"
+    )
+    encoded_input = {k: v for k, v in encoded_input.items()}
+    model_output = model(**encoded_input)
+    return cls_pooling(model_output)  
+
+embeddings_dataset = load_from_disk("data")
+embeddings_dataset.add_faiss_index(column="embeddings")
+
+def recommendations(question): 
+    question_embedding = get_embeddings([question]).numpy()
+    scores, samples = embeddings_dataset.get_nearest_examples(
+        "embeddings", question_embedding, k=5
+    )
+    samples_df = pd.DataFrame.from_dict(samples)
+    samples_df["scores"] = scores
+    samples_df.sort_values("scores", ascending=False, inplace=True,ignore_index=True)
+    return samples_df[['drugName', 'review', 'scores']]
+
+@app.post("/recommend")
+async def upload_image(question: str = Body(...,embed=True)):
+    custom_recommendation_result = recommendations(question)
+    custom_recommendation_result = custom_recommendation_result.to_dict(orient='records')
+    custom_recommendation_result = json.dumps(custom_recommendation_result)
+    return JSONResponse({"data":json.loads(custom_recommendation_result)},status_code=200)
+
+# @app.post("/drugs")
+# async def upload_image(drug: str = Form(...)):
+#     recommendation_result = recommendations(drug)
+#     recommendation_result = recommendation_result.to_dict(orient='records')
+#     recommendation_result = json.dumps(recommendation_result)
+#     return JSONResponse({"data":json.loads(recommendation_result)},status_code=200)
+
+
+if __name__ == '__main__':
+    uvicorn.run(app, host="127.0.0.1", port=5000)

app.py

@@ -0,0 +1,187 @@
+import os
+import streamlit as st
+import pandas as pd
+from datasets import load_from_disk
+from transformers import AutoTokenizer, TFAutoModel
+from dotenv import load_dotenv
+
+load_dotenv()
+
+# Drugs = os.getenv('DRUGS')
+
+Drugs = ['Amitriptyline', 'Ambien', 'Aripiprazole', 'Actos', 'Aubra',
+       'Amphetamine / dextroamphetamine', 'Afrezza',
+       'Aluminum chloride hexahydrate', 'Acetaminophen / hydrocodone',
+       'Aviane', 'Aldesleukin', 'Acamprosate', 'Azathioprine',
+       'Adapalene / benzoyl peroxide',
+       'Acetaminophen / butalbital / caffeine', 'Accutane',
+       'Ayr Saline Nasal', 'Asenapine', 'Adipex-P', 'Augmentin', 'Apri',
+       'Alesse', 'Aspirin / carisoprodol', 'Azelaic acid', 'Azithromycin',
+       'Alpha 1-proteinase inhibitor', 'Abilify', 'Amlodipine',
+       'Arimidex', 'Acetaminophen / codeine', 'Advair Diskus',
+       'Alprazolam', 'Alcaftadine',
+       'Acetaminophen / dexbrompheniramine / pseudoephedrine', 'AndroGel',
+       'Avinza', 'Ativan', 'Atomoxetine', 'Alphagan P', 'Apremilast',
+       'Advair HFA', 'Anastrozole', 'Azor', 'Azelastine / fluticasone',
+       'Amerge', 'Avonex Pen', 'Acetaminophen / oxycodone',
+       'Abacavir / dolutegravir / lamivudine', 'Adderall', 'Atorvastatin',
+       'Aptensio XR',
+       'Acetaminophen / dichloralphenazone / isometheptene mucate',
+       'Acyclovir', 'Armodafinil', 'Adderall XR',
+       'Antipyrine / benzocaine', 'Aczone', 'Amoxicillin / clavulanate',
+       'Adalimumab', 'Aranesp', 'Ammonium lactate / halobetasol',
+       'Atenolol', 'Avelox', 'Azithromycin Dose Pack', 'Adapalene',
+       'Amoxicillin', 'Acetaminophen / aspirin / caffeine', 'Azelastine',
+       'Albuterol', 'Amethyst', 'Asacol', 'Aleve', 'Alprostadil',
+       'Astelin', 'Atropine / hyoscyamine / phenobarbital / scopolamine','Ascorbic acid', 'Asthmanefrin', 'Allegra-D 12 Hour', 'Amikacin',
+       'Arixtra', 'Apokyn', 'AbobotulinumtoxinA', 'Axid', 'Accolate',
+       'Adoxa', 'Aspirin / caffeine', 'Aliskiren / hydrochlorothiazide',
+       'Afinitor', 'Acetaminophen / phenylephrine', 'Atacand',
+       'Allergy DN PE','Bactrim', 'Belviq', 'Blisovi Fe 1 / 20',
+       'Benzoyl peroxide / clindamycin', 'BuSpar', 'Bupropion',
+       'Bacitracin / neomycin / polymyxin b', 'Brisdelle', 'Beyaz',
+       'Buprenorphine / naloxone', 'Benzonatate', 'Bisacodyl', 'Buprenex',
+       'Benzoyl peroxide / erythromycin', 'Budeprion SR',
+       'Bupropion / naltrexone', 'Belsomra', 'Bevacizumab',
+       'Barium sulfate', 'Bismuth subsalicylate', 'Brovana', 'Buspirone',
+       'Bronkaid', 'Benzocaine', 'Butrans', 'Bunavail', 'Benicar',
+       'Benadryl Allergy', 'Benadryl', 'Biotin', 'Bromfed DM',
+       'Breo Ellipta', 'Biaxin', 'Botox', 'Buprenorphine',
+       'Benzoic acid / salicylic acid', 'Brimonidine / timolol',
+       'Beclomethasone', 'Bydureon', 'Bonine', 'Brilinta', 'Bactrim DS',
+       'Brexpiprazole', 'Baclofen', 'Benazepril', 'Biaxin XL', 'Basaglar',
+       'Bismuth subcitrate potassium / metronidazole / tetracycline',
+       'Belbuca', 'Bromocriptine', 'Budesonide / formoterol',
+       'Blisovi 24 Fe', 'Bystolic', 'Banzel', 'Balacet', 'Balsalazide',
+       'Benlysta', 'Belimumab', 'Byetta',
+       'Bisoprolol / hydrochlorothiazide', 'Butorphanol', 'Boniva',
+       'Briviact', 'Brimonidine', 'Biafine', 'Betaseron',
+       'Benazepril / hydrochlorothiazide', 'Benzoyl peroxide / sulfur',
+       'Bisacodyl / polyethylene glycol 3350 / potassium chloride / sodium bicarbonate / sodium chloride',
+       'Balsam peru / castor oil / trypsin',
+       'Betamethasone / calcipotriene', 'Budeprion XL', 'Benicar HCT',
+       'Bepotastine', 'Bentyl', 'Brompheniramine', 'Benzaclin',
+       'Bisoprolol', 'Budesonide', 'Bontril Slow Release', 'Bepreve','Berinert', 'Benzoyl peroxide', 'Belladonna / opium',
+       'Butabarbital', 'Bioflavonoids / zinc glycinate', 'Brodalumab',
+       'Bicillin L-A', 'Bimatoprost', 'Benztropine', 'Bethanechol',
+       'Bupivacaine', 'Bosutinib', 'Bismuth subgallate', 'BenzEFoam',
+       'Brivaracetam', 'Blistex','Contrave', 'Cyclafem 1 / 35', 'Copper', 'Chantix',
+       'Ciprofloxacin', 'Cyclosporine', 'Clonazepam', 'Ciclopirox',
+       'Campral', 'Cryselle', 'Clindamycin', 'Clonidine', 'Celecoxib',
+       'Caffeine', 'Clarithromycin', 'Clomiphene', 'Clotrimazole',
+       'Celexa', 'Codeine / guaifenesin', 'Cefuroxime', 'Cymbalta',
+       'Canagliflozin', 'Citalopram', 'Corticotropin', 'Cefdinir',
+       'Carvedilol', 'Chlordiazepoxide', 'CellCept',
+       'Cobicistat / elvitegravir / emtricitabine / tenofovir alafenamide',
+       'Chateal', 'Cyclobenzaprine', 'Cialis', 'Cholestyramine', 'Cozaar',
+       'Catapres', 'Carbidopa / levodopa', 'Carisoprodol',
+       'Citric acid / magnesium oxide / sodium picosulfate', 'Cetirizine',
+       'Cambia', 'Clindamycin / tretinoin', 'Crestor', 'Copaxone',
+       'Chlorpheniramine / hydrocodone / pseudoephedrine',
+       'Cobicistat / elvitegravir / emtricitabine / tenofovir',
+       'Cogentin', 'Cosentyx', 'Cipro', 'Cytomel', 'Camrese', 'Clomid',
+       'Celebrex', 'Colesevelam', 'Clozapine', 'Cutivate', 'Cyred',
+       'Concerta', 'Chlorpheniramine / hydrocodone', 'Claravis',
+       'Cyanocobalamin', 'Clopidogrel', 'Cyproheptadine',
+       'Chlordiazepoxide / clidinium', 'Carbamazepine', 'Crisaborole',
+       'Colchicine', 'Ciprofloxacin / dexamethasone', 'Clomipramine',
+       'Cabergoline', 'Carac', 'Cephalexin', 'Cariprazine', 'Correctol',
+       'Celestone', 'Creon', 'Clobetasol', 'Colazal', 'Chlorzoxazone',
+       'Cenestin', 'Casodex', 'Cinryze', 'Claritin-D', 'Chlorhexidine',
+       'Complera', 'Cervidil', 'Cefixime', 'Coreg', 'Camila',
+       'Clorazepate', 'Cevimeline', 'Cosopt', 'Chondroitin / glucosamine','Citrate of Magnesia', 'Coricidin HBP Cold & Flu', 'Cefditoren',
+       'Ceftibuten', 'Cyclessa', 'Cortef', 'Calcium acetate', 'Cyclizine',
+       'Coagulation factor ix', 'Colace', 'Carmol 20', 'Calan SR',
+       'Cyklokapron', 'Coal tar', 'Cobicistat / darunavir', 'Calamine',
+       'CoQ10','Duloxetine', 'Depakote', 'Drospirenone / estradiol',
+       'Depo-Provera', 'Desyrel', 'Desvenlafaxine',
+       'Drospirenone / ethinyl estradiol', 'Doxylamine / pyridoxine',
+       'Demerol', 'Dextromethorphan', 'Diazepam', 'Diphenhydramine',
+       'Denosumab', 'Dulaglutide', 'Drysol', 'Divalproex sodium',
+       'Doxycycline', 'Desogestrel / ethinyl estradiol', 'Duofilm',
+       'Dicyclomine', 'Dexmethylphenidate', 'Diltiazem', 'Dapsone',
+       'Dalfampridine', 'Dilantin', 'Dienogest / estradiol', 'Diclofenac',
+       'Donnatal', 'Depakote ER', 'Donepezil', 'Dulcolax', 'Dulera',
+       'Dapagliflozin', 'Duexis', 'Differin', 'Doxepin', 'Docosanol',
+       'Diclegis', 'Desloratadine',
+       'Drospirenone / ethinyl estradiol / levomefolate calcium', 'Duac',
+       'Deplin', 'Doryx', 'Dilaudid', 'Dimenhydrinate', 'Delsym',
+       'Denavir', 'D.H.E. 45', 'Disulfiram', 'Droperidol', 'Dasatinib',
+       'Dextrostat', 'Dymista', 'Dextroamphetamine', 'DDAVP Rhinal Tube',
+       'Dabigatran', 'Dasabuvir / ombitasvir / paritaprevir / ritonavir',
+       'Dextromethorphan / guaifenesin', 'Diflucan', 'Debrox',
+       'Diphenhydramine / naproxen', 'Daklinza', 'Daliresp',
+       'Dihydroergotamine', 'Dinoprostone', 'Dermal filler', 'Doxylamine',
+       'Daytrana', 'Diprivan', 'Dexlansoprazole', 'Dovonex', 'Doral',
+       'Desquam-X Wash', 'Dexilant', 'Dofetilide', 'Diovan HCT', 'Detrol',
+       "Dimetapp Children's Cold & Cough", 'Delatestryl', 'Desipramine',
+       'Daclatasvir', 'Depo-Testosterone', 'Dulcolax Laxative',
+       'Dexamethasone', 'Dimethyl fumarate', 'Dronabinol', 'Duragesic',
+       'Dexedrine', 'Dupixent', 'Dramamine','Daypro', 'Dyazide', 'Deltasone', 'Depo-Medrol',
+       'Dapagliflozin / metformin', 'Dilaudid-HP', 'Doxorubicin',
+       'Deoxycholic acid',
+       'Dextromethorphan / phenylephrine / pyrilamine',
+       'Diphenhydramine / ibuprofen', 'Divigel', 'Dermatop']
+
+model_ckpt = "sentence-transformers/multi-qa-mpnet-base-dot-v1"
+tokenizer = AutoTokenizer.from_pretrained(model_ckpt)
+model = TFAutoModel.from_pretrained(model_ckpt, from_pt=True)
+
+def cls_pooling(model_output):
+    return model_output.last_hidden_state[:, 0]
+    
+def get_embeddings(text_list):
+    encoded_input = tokenizer(
+        text_list, padding=True, truncation=True, return_tensors="tf"
+    )
+    encoded_input = {k: v for k, v in encoded_input.items()}
+    model_output = model(**encoded_input)
+    return cls_pooling(model_output)  
+
+embeddings_dataset = load_from_disk("data")
+embeddings_dataset.add_faiss_index(column="embeddings")
+
+def recommendations(question): 
+    question_embedding = get_embeddings([question]).numpy()
+    scores, samples = embeddings_dataset.get_nearest_examples(
+        "embeddings", question_embedding, k=5
+    )
+    samples_df = pd.DataFrame.from_dict(samples)
+    samples_df["scores"] = scores
+    samples_df.sort_values("scores", ascending=False, inplace=True,ignore_index=True)
+    return samples_df[['drugName', 'review', 'scores']]
+
+# Create Streamlit app
+st.title("Drug Recommendation System")
+
+st.markdown(
+    """
+    <style>
+    #MainMenu {visibility: hidden;}
+    footer {visibility: hidden;}
+    </style>
+    """,
+    unsafe_allow_html=True
+)
+
+
+# Allow users to select a default question or input their own
+st.sidebar.title("Choose or Enter a Question:")
+selection_type = st.sidebar.radio("Select type:", ("Select Default", "Enter Custom"))
+
+if selection_type == "Select Default":
+    selected_question = st.sidebar.selectbox("Select a question", Drugs)
+    if st.sidebar.button("Show Recommendations"):
+        recommendation_result = recommendations(selected_question)
+        st.header(f"Top 5 Recommended Drugs for '{selected_question}':")
+        st.table(recommendation_result)
+else:
+    default_question = "I've acne problem"
+    custom_question = st.sidebar.text_input("Enter your question:", default_question)
+    if st.sidebar.button("Get Recommendations"):
+        if custom_question:
+            custom_recommendation_result = recommendations(custom_question)
+            st.header("Top 5 Recommended Drugs for Your Question:")
+            st.table(custom_recommendation_result)
+        else:
+            st.warning("Please enter a question to get recommendations.")

data/data-00000-of-00001.arrow

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b7537370f1a6e5f3e450982a5fad98e2da32cb0d56eb1a3aba8e748cef31f391
+size 217035936

data/dataset_info.json

@@ -0,0 +1,35 @@
+{
+  "citation": "",
+  "description": "",
+  "features": {
+    "drugName": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "condition": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "review": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "problem": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "__index_level_0__": {
+      "dtype": "int64",
+      "_type": "Value"
+    },
+    "embeddings": {
+      "feature": {
+        "dtype": "float32",
+        "_type": "Value"
+      },
+      "_type": "Sequence"
+    }
+  },
+  "homepage": "",
+  "license": ""
+}

data/state.json

@@ -0,0 +1,13 @@
+{
+  "_data_files": [
+    {
+      "filename": "data-00000-of-00001.arrow"
+    }
+  ],
+  "_fingerprint": "11ff2f8654d3c755",
+  "_format_columns": null,
+  "_format_kwargs": {},
+  "_format_type": null,
+  "_output_all_columns": false,
+  "_split": null
+}

drugsComTest_raw.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfdaa5245b3f24e2af2b26ff4b21b798159c2d54184da9846c9458b83d1897c3
+size 27637580

requirements.txt

@@ -0,0 +1,10 @@
+streamlit==1.38.0
+datasets==2.21.0
+transformers==4.44.2
+python-dotenv==1.0.1
+uvicorn==0.30.6
+fastapi==0.112.2
+tensorflow==2.17.0
+tf-keras==2.17.0
+torch==2.4.0
+faiss-cpu==1.8.0

train.ipynb

@@ -0,0 +1,1509 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"drugsComTest_raw.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data['problem'] = data['condition'] +\"\\n\" + data['review']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = data[['drugName','condition','review','problem']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(53766, 4)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = data[data['problem'].notna()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>drugName</th>\n",
+       "      <th>condition</th>\n",
+       "      <th>review</th>\n",
+       "      <th>problem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Mirtazapine</td>\n",
+       "      <td>Depression</td>\n",
+       "      <td>\"I&amp;#039;ve tried a few antidepressants over th...</td>\n",
+       "      <td>Depression\\n\"I&amp;#039;ve tried a few antidepress...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mesalamine</td>\n",
+       "      <td>Crohn's Disease, Maintenance</td>\n",
+       "      <td>\"My son has Crohn&amp;#039;s disease and has done ...</td>\n",
+       "      <td>Crohn's Disease, Maintenance\\n\"My son has Croh...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Bactrim</td>\n",
+       "      <td>Urinary Tract Infection</td>\n",
+       "      <td>\"Quick reduction of symptoms\"</td>\n",
+       "      <td>Urinary Tract Infection\\n\"Quick reduction of s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Contrave</td>\n",
+       "      <td>Weight Loss</td>\n",
+       "      <td>\"Contrave combines drugs that were used for al...</td>\n",
+       "      <td>Weight Loss\\n\"Contrave combines drugs that wer...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Cyclafem 1 / 35</td>\n",
+       "      <td>Birth Control</td>\n",
+       "      <td>\"I have been on this birth control for one cyc...</td>\n",
+       "      <td>Birth Control\\n\"I have been on this birth cont...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53761</th>\n",
+       "      <td>Tamoxifen</td>\n",
+       "      <td>Breast Cancer, Prevention</td>\n",
+       "      <td>\"I have taken Tamoxifen for 5 years. Side effe...</td>\n",
+       "      <td>Breast Cancer, Prevention\\n\"I have taken Tamox...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53762</th>\n",
+       "      <td>Escitalopram</td>\n",
+       "      <td>Anxiety</td>\n",
+       "      <td>\"I&amp;#039;ve been taking Lexapro (escitaploprgra...</td>\n",
+       "      <td>Anxiety\\n\"I&amp;#039;ve been taking Lexapro (escit...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53763</th>\n",
+       "      <td>Levonorgestrel</td>\n",
+       "      <td>Birth Control</td>\n",
+       "      <td>\"I&amp;#039;m married, 34 years old and I have no ...</td>\n",
+       "      <td>Birth Control\\n\"I&amp;#039;m married, 34 years old...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53764</th>\n",
+       "      <td>Tapentadol</td>\n",
+       "      <td>Pain</td>\n",
+       "      <td>\"I was prescribed Nucynta for severe neck/shou...</td>\n",
+       "      <td>Pain\\n\"I was prescribed Nucynta for severe nec...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53765</th>\n",
+       "      <td>Arthrotec</td>\n",
+       "      <td>Sciatica</td>\n",
+       "      <td>\"It works!!!\"</td>\n",
+       "      <td>Sciatica\\n\"It works!!!\"</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>53471 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              drugName                     condition  \\\n",
+       "0          Mirtazapine                    Depression   \n",
+       "1           Mesalamine  Crohn's Disease, Maintenance   \n",
+       "2              Bactrim       Urinary Tract Infection   \n",
+       "3             Contrave                   Weight Loss   \n",
+       "4      Cyclafem 1 / 35                 Birth Control   \n",
+       "...                ...                           ...   \n",
+       "53761        Tamoxifen     Breast Cancer, Prevention   \n",
+       "53762     Escitalopram                       Anxiety   \n",
+       "53763   Levonorgestrel                 Birth Control   \n",
+       "53764       Tapentadol                          Pain   \n",
+       "53765        Arthrotec                      Sciatica   \n",
+       "\n",
+       "                                                  review  \\\n",
+       "0      \"I&#039;ve tried a few antidepressants over th...   \n",
+       "1      \"My son has Crohn&#039;s disease and has done ...   \n",
+       "2                          \"Quick reduction of symptoms\"   \n",
+       "3      \"Contrave combines drugs that were used for al...   \n",
+       "4      \"I have been on this birth control for one cyc...   \n",
+       "...                                                  ...   \n",
+       "53761  \"I have taken Tamoxifen for 5 years. Side effe...   \n",
+       "53762  \"I&#039;ve been taking Lexapro (escitaploprgra...   \n",
+       "53763  \"I&#039;m married, 34 years old and I have no ...   \n",
+       "53764  \"I was prescribed Nucynta for severe neck/shou...   \n",
+       "53765                                      \"It works!!!\"   \n",
+       "\n",
+       "                                                 problem  \n",
+       "0      Depression\\n\"I&#039;ve tried a few antidepress...  \n",
+       "1      Crohn's Disease, Maintenance\\n\"My son has Croh...  \n",
+       "2      Urinary Tract Infection\\n\"Quick reduction of s...  \n",
+       "3      Weight Loss\\n\"Contrave combines drugs that wer...  \n",
+       "4      Birth Control\\n\"I have been on this birth cont...  \n",
+       "...                                                  ...  \n",
+       "53761  Breast Cancer, Prevention\\n\"I have taken Tamox...  \n",
+       "53762  Anxiety\\n\"I&#039;ve been taking Lexapro (escit...  \n",
+       "53763  Birth Control\\n\"I&#039;m married, 34 years old...  \n",
+       "53764  Pain\\n\"I was prescribed Nucynta for severe nec...  \n",
+       "53765                            Sciatica\\n\"It works!!!\"  \n",
+       "\n",
+       "[53471 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2635"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(data['drugName'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Mirtazapine' 'Mesalamine' 'Bactrim' ... 'Guarana' 'Maprotiline'\n",
+      " 'FluMist']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(data['drugName'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unique_drugs = data['drugName'].unique().tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('unique_drugs.txt', 'w') as f:\n",
+    "    for drug in unique_drugs:\n",
+    "        f.write(f'\"{drug}\",')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/bacancy/Medical/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "from datasets import Dataset\n",
+    "\n",
+    "comments_dataset = Dataset.from_pandas(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/bacancy/Medical/.venv/lib/python3.10/site-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
+      "  warnings.warn(\n",
+      "Map: 100%|██████████| 53471/53471 [2:05:35<00:00,  7.10 examples/s]  \n"
+     ]
+    }
+   ],
+   "source": [
+    "from transformers import AutoTokenizer, AutoModel\n",
+    "import torch \n",
+    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
+    "\n",
+    "model_ckpt = \"sentence-transformers/multi-qa-mpnet-base-dot-v1\"\n",
+    "tokenizer = AutoTokenizer.from_pretrained(model_ckpt)\n",
+    "model = AutoModel.from_pretrained(model_ckpt)   \n",
+    "model.to(device)\n",
+    "\n",
+    "def cls_pooling(model_output):\n",
+    "    return model_output.last_hidden_state[:, 0]\n",
+    "\n",
+    "def get_embeddings(text_list):\n",
+    "    encoded_input = tokenizer(\n",
+    "        text_list, padding=True, truncation=True, return_tensors=\"pt\"\n",
+    "    )\n",
+    "    encoded_input = {k: v.to(device) for k, v in encoded_input.items()}\n",
+    "    model_output = model(**encoded_input)\n",
+    "    return cls_pooling(model_output)\n",
+    "\n",
+    "embeddings_dataset = comments_dataset.map(\n",
+    "    lambda x: {\"embeddings\": get_embeddings(x[\"problem\"]).detach().cpu().numpy()[0]}\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Saving the dataset (1/1 shards): 100%|██████████| 53471/53471 [00:00<00:00, 356492.37 examples/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "embeddings_dataset.save_to_disk(\"/home/bacancy/Medical/new_data\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_filtered = data[data['drugName'].str.startswith('E')]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Duloxetine', 'Depakote', 'Drospirenone / estradiol',\n",
+       "       'Depo-Provera', 'Desyrel', 'Desvenlafaxine',\n",
+       "       'Drospirenone / ethinyl estradiol', 'Doxylamine / pyridoxine',\n",
+       "       'Demerol', 'Dextromethorphan', 'Diazepam', 'Diphenhydramine',\n",
+       "       'Denosumab', 'Dulaglutide', 'Drysol', 'Divalproex sodium',\n",
+       "       'Doxycycline', 'Desogestrel / ethinyl estradiol', 'Duofilm',\n",
+       "       'Dicyclomine', 'Dexmethylphenidate', 'Diltiazem', 'Dapsone',\n",
+       "       'Dalfampridine', 'Dilantin', 'Dienogest / estradiol', 'Diclofenac',\n",
+       "       'Donnatal', 'Depakote ER', 'Donepezil', 'Dulcolax', 'Dulera',\n",
+       "       'Dapagliflozin', 'Duexis', 'Differin', 'Doxepin', 'Docosanol',\n",
+       "       'Diclegis', 'Desloratadine',\n",
+       "       'Drospirenone / ethinyl estradiol / levomefolate calcium', 'Duac',\n",
+       "       'Deplin', 'Doryx', 'Dilaudid', 'Dimenhydrinate', 'Delsym',\n",
+       "       'Denavir', 'D.H.E. 45', 'Disulfiram', 'Droperidol', 'Dasatinib',\n",
+       "       'Dextrostat', 'Dymista', 'Dextroamphetamine', 'DDAVP Rhinal Tube',\n",
+       "       'Dabigatran', 'Dasabuvir / ombitasvir / paritaprevir / ritonavir',\n",
+       "       'Dextromethorphan / guaifenesin', 'Diflucan', 'Debrox',\n",
+       "       'Diphenhydramine / naproxen', 'Daklinza', 'Daliresp',\n",
+       "       'Dihydroergotamine', 'Dinoprostone', 'Dermal filler', 'Doxylamine',\n",
+       "       'Daytrana', 'Diprivan', 'Dexlansoprazole', 'Dovonex', 'Doral',\n",
+       "       'Desquam-X Wash', 'Dexilant', 'Dofetilide', 'Diovan HCT', 'Detrol',\n",
+       "       \"Dimetapp Children's Cold & Cough\", 'Delatestryl', 'Desipramine',\n",
+       "       'Daclatasvir', 'Depo-Testosterone', 'Dulcolax Laxative',\n",
+       "       'Dexamethasone', 'Dimethyl fumarate', 'Dronabinol', 'Duragesic',\n",
+       "       'Dexedrine', 'Dupixent', 'Dramamine',\n",
+       "       'Dexbrompheniramine / pseudoephedrine', 'Diovan', 'Dyrenium',\n",
+       "       'Dificid', 'Delsym 12 Hour Cough Relief', 'Desmopressin',\n",
+       "       'Detrol LA', 'DDAVP', 'Diethylpropion', 'Dolophine', 'Demadex',\n",
+       "       'Dextromethorphan / quinidine', 'Desogen', 'Dexchlorpheniramine',\n",
+       "       'Durezol', 'Dupilumab', 'Digoxin', 'Darbepoetin alfa', 'Ditropan',\n",
+       "       'Desonide', 'Diclofenac / misoprostol', 'Doxazosin',\n",
+       "       'Diamox Sequels', 'Diazepam Intensol', 'Diamox', 'Di-Gel',\n",
+       "       'Dexamethasone / neomycin / polymyxin b', 'Docusate / senna',\n",
+       "       'Darvon', 'Desoxyn', 'Desoximetasone',\n",
+       "       'Dextromethorphan / guaifenesin / phenylephrine', 'Dobutamine',\n",
+       "       'Deblitane', 'Dronedarone', 'Derma-Smoothe / FS (Scalp)',\n",
+       "       'Dolutegravir', 'Deconamine', 'Doxy 100', 'Dexamethasone Intensol',\n",
+       "       'Drixoral Cold and Allergy', 'Duavee', 'Dyanavel XR',\n",
+       "       'DynaCirc CR', 'Darifenacin', 'Dalmane', 'Disalcid', 'Dutasteride',\n",
+       "       'Doans Pills Extra Strength', 'Dutasteride / tamsulosin',\n",
+       "       'Diflorasone', 'Difluprednate',\n",
+       "       'Dextromethorphan / guaifenesin / pseudoephedrine', 'Dallergy',\n",
+       "       'Doripenem', 'DesOwen', 'Depo-Provera Contraceptive',\n",
+       "       'Drixoral Decongestant Non-Drowsy', 'Degarelix', 'Doxidan Tablet',\n",
+       "       'Dolobid', 'Dasetta 7 / 7 / 7', 'Didrex', 'Doribax',\n",
+       "       'Dextromethorphan / promethazine', 'Disopyramide',\n",
+       "       'Dorzolamide / timolol', 'Darunavir', 'Danocrine', 'Decadron',\n",
+       "       'Daypro', 'Dyazide', 'Deltasone', 'Depo-Medrol',\n",
+       "       'Dapagliflozin / metformin', 'Dilaudid-HP', 'Doxorubicin',\n",
+       "       'Deoxycholic acid',\n",
+       "       'Dextromethorphan / phenylephrine / pyrilamine',\n",
+       "       'Diphenhydramine / ibuprofen', 'Divigel', 'Dermatop'], dtype=object)"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_filtered['drugName'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "arr  = data['c'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Mirtazapine',\n",
+       " 'Mesalamine',\n",
+       " 'Bactrim',\n",
+       " 'Contrave',\n",
+       " 'Cyclafem 1 / 35',\n",
+       " 'Zyclara',\n",
+       " 'Copper',\n",
+       " 'Amitriptyline',\n",
+       " 'Methadone',\n",
+       " 'Levora',\n",
+       " 'Paroxetine',\n",
+       " 'Miconazole',\n",
+       " 'Belviq',\n",
+       " 'Seroquel',\n",
+       " 'Ambien',\n",
+       " 'Nuvigil',\n",
+       " 'Chantix',\n",
+       " 'Microgestin Fe 1 / 20',\n",
+       " 'Klonopin',\n",
+       " 'Ciprofloxacin',\n",
+       " 'Trazodone',\n",
+       " 'EnteraGam',\n",
+       " 'Aripiprazole',\n",
+       " 'Cyclosporine',\n",
+       " 'Oxybutynin',\n",
+       " 'Lurasidone',\n",
+       " 'Clonazepam',\n",
+       " 'Ciclopirox',\n",
+       " 'Sodium oxybate',\n",
+       " 'Lamotrigine',\n",
+       " 'Blisovi Fe 1 / 20',\n",
+       " 'Ivermectin',\n",
+       " 'Suprep Bowel Prep Kit',\n",
+       " 'Movantik',\n",
+       " 'Actos',\n",
+       " 'Duloxetine',\n",
+       " 'NuvaRing',\n",
+       " 'Escitalopram',\n",
+       " 'Tesamorelin',\n",
+       " 'Campral',\n",
+       " 'Gabapentin',\n",
+       " 'Levonorgestrel',\n",
+       " 'Aubra',\n",
+       " 'Plan B One-Step',\n",
+       " 'Ethinyl estradiol / etonogestrel',\n",
+       " 'Microgestin Fe 1.5 / 30',\n",
+       " 'Wellbutrin',\n",
+       " 'Benzoyl peroxide / clindamycin',\n",
+       " 'Etonogestrel',\n",
+       " 'Nitrofurantoin',\n",
+       " 'Ortho Tri-Cyclen Lo',\n",
+       " 'Tamsulosin',\n",
+       " 'Tofacitinib',\n",
+       " 'Cryselle',\n",
+       " 'Amphetamine / dextroamphetamine',\n",
+       " 'Clindamycin',\n",
+       " 'Pramipexole',\n",
+       " 'Skyla',\n",
+       " 'Lastacaft',\n",
+       " 'Effexor XR',\n",
+       " 'Nifedipine',\n",
+       " 'Afrezza',\n",
+       " 'Zoloft',\n",
+       " 'Ziprasidone',\n",
+       " 'Ethinyl estradiol / norethindrone',\n",
+       " 'Sertraline',\n",
+       " 'Aluminum chloride hexahydrate',\n",
+       " 'ParaGard',\n",
+       " 'Pregabalin',\n",
+       " 'Ethinyl estradiol / levonorgestrel',\n",
+       " 'Ultram',\n",
+       " 'Phentermine',\n",
+       " 'Venlafaxine',\n",
+       " 'BuSpar',\n",
+       " 'Acetaminophen / hydrocodone',\n",
+       " 'Aviane',\n",
+       " 'Inderal',\n",
+       " 'Promethazine',\n",
+       " 'Tioconazole',\n",
+       " 'Orthovisc',\n",
+       " 'Implanon',\n",
+       " 'Marezine',\n",
+       " 'Minoxidil',\n",
+       " 'Humira',\n",
+       " 'Insulin inhalation, rapid acting',\n",
+       " 'Phenazopyridine',\n",
+       " 'Clonidine',\n",
+       " 'Ethinyl estradiol / norgestimate',\n",
+       " 'Nicoderm CQ',\n",
+       " 'Celecoxib',\n",
+       " 'Fluoxetine',\n",
+       " 'Topamax',\n",
+       " 'Depakote',\n",
+       " 'Riboflavin',\n",
+       " 'Lo Loestrin Fe',\n",
+       " 'Drospirenone / estradiol',\n",
+       " 'Bupropion',\n",
+       " 'Bacitracin / neomycin / polymyxin b',\n",
+       " 'Yaz',\n",
+       " 'Jolessa',\n",
+       " 'Guaifenesin / pseudoephedrine',\n",
+       " 'Oxycodone',\n",
+       " 'Nexplanon',\n",
+       " 'Brisdelle',\n",
+       " 'Beyaz',\n",
+       " 'Yasmin',\n",
+       " 'Nucynta ER',\n",
+       " 'Prozac',\n",
+       " 'Kariva',\n",
+       " 'Liraglutide',\n",
+       " 'Sutent',\n",
+       " 'Tramadol',\n",
+       " 'Tylenol with Codeine #3',\n",
+       " 'Magnesium citrate',\n",
+       " 'Depo-Provera',\n",
+       " 'Safyral',\n",
+       " 'Desyrel',\n",
+       " 'Glyburide',\n",
+       " 'Aldesleukin',\n",
+       " 'Desvenlafaxine',\n",
+       " 'Drospirenone / ethinyl estradiol',\n",
+       " 'Phentermine / topiramate',\n",
+       " 'Pristiq',\n",
+       " 'Acamprosate',\n",
+       " 'Spironolactone',\n",
+       " 'Doxylamine / pyridoxine',\n",
+       " 'Demerol',\n",
+       " 'Vyvanse',\n",
+       " 'Sovaldi',\n",
+       " 'Motrin IB',\n",
+       " 'Valacyclovir',\n",
+       " 'Buprenorphine / naloxone',\n",
+       " 'Metoprolol',\n",
+       " 'Montelukast',\n",
+       " 'Dextromethorphan',\n",
+       " 'Levitra',\n",
+       " 'Restoril',\n",
+       " 'Azathioprine',\n",
+       " 'Adapalene / benzoyl peroxide',\n",
+       " 'Linzess',\n",
+       " 'Levetiracetam',\n",
+       " 'Ziana',\n",
+       " 'Suboxone',\n",
+       " 'Tinidazole',\n",
+       " 'Diazepam',\n",
+       " 'Quetiapine',\n",
+       " 'Acetaminophen / butalbital / caffeine',\n",
+       " 'Estradiol',\n",
+       " 'Propofol',\n",
+       " 'Propranolol',\n",
+       " 'Levofloxacin',\n",
+       " 'Vilazodone',\n",
+       " 'Accutane',\n",
+       " 'Nalbuphine',\n",
+       " 'Lexapro',\n",
+       " 'MiraLax',\n",
+       " 'Phenobarbital',\n",
+       " 'Tri-Sprintec',\n",
+       " 'Metronidazole',\n",
+       " 'Imiquimod',\n",
+       " 'Caffeine',\n",
+       " 'Lisinopril',\n",
+       " 'Benzonatate',\n",
+       " 'Ayr Saline Nasal',\n",
+       " 'Clarithromycin',\n",
+       " 'Enbrel',\n",
+       " 'Polyethylene glycol 3350 with electrolytes',\n",
+       " 'Restasis',\n",
+       " 'Symbyax',\n",
+       " 'Tretinoin',\n",
+       " 'Gleevec',\n",
+       " 'Ropinirole',\n",
+       " 'Clomiphene',\n",
+       " 'Clotrimazole',\n",
+       " 'Topiramate',\n",
+       " 'Fluorouracil',\n",
+       " 'Genvoya',\n",
+       " 'Tessalon Perles',\n",
+       " 'Asenapine',\n",
+       " 'Adipex-P',\n",
+       " 'Prenatal Plus',\n",
+       " 'Keflex',\n",
+       " 'Vitamin D2',\n",
+       " 'Flexeril',\n",
+       " 'Viibryd',\n",
+       " 'Lysteda',\n",
+       " 'Omnicef',\n",
+       " 'Augmentin',\n",
+       " 'Pentasa',\n",
+       " 'Zofran',\n",
+       " 'Kapidex',\n",
+       " 'Serzone',\n",
+       " 'Hyoscyamine / methenamine / methylene blue / phenyl salicylate',\n",
+       " 'Diphenhydramine',\n",
+       " 'Minocycline',\n",
+       " 'Monistat 3-Day Combination Pack',\n",
+       " 'Pitocin',\n",
+       " 'Pyridostigmine',\n",
+       " 'Naprosyn',\n",
+       " 'Elocon',\n",
+       " 'Pazopanib',\n",
+       " 'Denosumab',\n",
+       " 'Bisacodyl',\n",
+       " 'Paxil',\n",
+       " 'Methotrexate',\n",
+       " 'Sprintec',\n",
+       " 'Buprenex',\n",
+       " 'Apri',\n",
+       " 'Benzoyl peroxide / erythromycin',\n",
+       " 'Qsymia',\n",
+       " 'Lyrica',\n",
+       " 'Trintellix',\n",
+       " 'Oseltamivir',\n",
+       " 'Seasonique',\n",
+       " 'Niravam',\n",
+       " 'Celexa',\n",
+       " 'Codeine / guaifenesin',\n",
+       " 'Cefuroxime',\n",
+       " 'Ortho Evra',\n",
+       " 'Xanax',\n",
+       " 'Ondansetron',\n",
+       " 'Dulaglutide',\n",
+       " 'Supartz',\n",
+       " 'Naproxen',\n",
+       " 'Alesse',\n",
+       " 'Orlistat',\n",
+       " 'Methylprednisolone',\n",
+       " 'Cymbalta',\n",
+       " 'Aspirin / carisoprodol',\n",
+       " 'Canagliflozin',\n",
+       " 'Nasonex',\n",
+       " 'Junel Fe 1 / 20',\n",
+       " 'Kombiglyze XR',\n",
+       " 'Pegfilgrastim',\n",
+       " 'Azelaic acid',\n",
+       " 'Mirena',\n",
+       " 'Suvorexant',\n",
+       " 'Lysine',\n",
+       " 'Nexium',\n",
+       " 'Citalopram',\n",
+       " 'Drysol',\n",
+       " 'Corticotropin',\n",
+       " 'Meclizine',\n",
+       " 'Cefdinir',\n",
+       " 'Methocarbamol',\n",
+       " 'Azithromycin',\n",
+       " 'Sinemet',\n",
+       " 'Esomeprazole',\n",
+       " 'Prednisone',\n",
+       " 'Fentanyl',\n",
+       " 'Pseudoephedrine',\n",
+       " 'Risperidone',\n",
+       " 'Alpha 1-proteinase inhibitor',\n",
+       " 'Junel Fe 1.5 / 30',\n",
+       " 'Divalproex sodium',\n",
+       " 'Pravastatin',\n",
+       " 'Vardenafil',\n",
+       " 'Abilify',\n",
+       " 'Amlodipine',\n",
+       " 'Carvedilol',\n",
+       " 'Xyzal',\n",
+       " 'Budeprion SR',\n",
+       " 'Rosuvastatin',\n",
+       " 'Victoza',\n",
+       " 'Percocet',\n",
+       " 'Trulicity',\n",
+       " 'Tranexamic acid',\n",
+       " 'Paxil CR',\n",
+       " 'OxyContin',\n",
+       " 'Chlordiazepoxide',\n",
+       " 'Olanzapine',\n",
+       " 'Doxycycline',\n",
+       " 'CellCept',\n",
+       " 'Imodium A-D',\n",
+       " 'Cobicistat / elvitegravir / emtricitabine / tenofovir alafenamide',\n",
+       " 'Chateal',\n",
+       " 'Rizatriptan',\n",
+       " 'Strattera',\n",
+       " 'Monistat 7-Day Combination Pack',\n",
+       " 'Cyclobenzaprine',\n",
+       " 'Ethinyl estradiol / norelgestromin',\n",
+       " 'Uptravi',\n",
+       " 'Eletriptan',\n",
+       " 'Isotretinoin',\n",
+       " 'Rosula',\n",
+       " 'Methyldopa',\n",
+       " 'Fetzima',\n",
+       " 'Linaclotide',\n",
+       " 'Arimidex',\n",
+       " 'Eszopiclone',\n",
+       " 'Mononessa',\n",
+       " 'Norethindrone',\n",
+       " 'Medroxyprogesterone',\n",
+       " 'Synvisc-One',\n",
+       " 'Xulane',\n",
+       " 'Remeron',\n",
+       " 'Pamelor',\n",
+       " 'Orphenadrine',\n",
+       " 'Etanercept',\n",
+       " 'Bupropion / naltrexone',\n",
+       " 'Milnacipran',\n",
+       " 'Acetaminophen / codeine',\n",
+       " 'Penicillin v potassium',\n",
+       " 'Varenicline',\n",
+       " 'Advair Diskus',\n",
+       " 'Cialis',\n",
+       " 'Tadalafil',\n",
+       " 'Alprazolam',\n",
+       " 'Desogestrel / ethinyl estradiol',\n",
+       " 'Metformin',\n",
+       " 'Duofilm',\n",
+       " 'Sprycel',\n",
+       " 'ella',\n",
+       " 'Sronyx',\n",
+       " 'Alcaftadine',\n",
+       " 'Sulfamethoxazole / trimethoprim',\n",
+       " 'Levothyroxine',\n",
+       " 'Kineret',\n",
+       " 'Nature-Throid',\n",
+       " 'Cholestyramine',\n",
+       " 'Flector Patch',\n",
+       " 'Prochlorperazine',\n",
+       " 'Zovia',\n",
+       " 'Toprol-XL',\n",
+       " 'Perampanel',\n",
+       " 'Cozaar',\n",
+       " 'Acetaminophen / dexbrompheniramine / pseudoephedrine',\n",
+       " 'AndroGel',\n",
+       " 'Avinza',\n",
+       " 'Ativan',\n",
+       " 'Atomoxetine',\n",
+       " 'Lorcaserin',\n",
+       " 'Oxymorphone',\n",
+       " 'Saphris',\n",
+       " 'Mirabegron',\n",
+       " 'Pramoxine',\n",
+       " 'Alphagan P',\n",
+       " \"Phillips' Milk of Magnesia\",\n",
+       " 'Eluxadoline',\n",
+       " 'Terbinafine',\n",
+       " 'Indomethacin',\n",
+       " 'Latuda',\n",
+       " 'Plan B',\n",
+       " 'Apremilast',\n",
+       " 'Norco',\n",
+       " 'Savella',\n",
+       " 'Vivitrol',\n",
+       " 'Ortho Cyclen',\n",
+       " 'Advair HFA',\n",
+       " 'Anastrozole',\n",
+       " 'Xarelto',\n",
+       " 'Metformin / sitagliptin',\n",
+       " 'Belsomra',\n",
+       " 'TriNessa',\n",
+       " 'Prazosin',\n",
+       " 'Dicyclomine',\n",
+       " 'Sodium hyaluronate',\n",
+       " 'Toradol',\n",
+       " 'Epiduo',\n",
+       " 'Kyleena',\n",
+       " 'Levsin SL',\n",
+       " 'Human papillomavirus vaccine',\n",
+       " 'Lortab',\n",
+       " 'Dexmethylphenidate',\n",
+       " 'Catapres',\n",
+       " 'Harvoni',\n",
+       " 'Lansoprazole',\n",
+       " 'Carbidopa / levodopa',\n",
+       " 'Hydrocodone',\n",
+       " 'Morphine',\n",
+       " 'Relistor',\n",
+       " 'Bevacizumab',\n",
+       " 'Barium sulfate',\n",
+       " 'Azor',\n",
+       " 'Azelastine / fluticasone',\n",
+       " 'Zoster vaccine live',\n",
+       " 'Diltiazem',\n",
+       " 'Tri-Previfem',\n",
+       " 'Dapsone',\n",
+       " 'Bismuth subsalicylate',\n",
+       " 'Wellbutrin XL',\n",
+       " 'Carisoprodol',\n",
+       " 'Olopatadine',\n",
+       " 'Citric acid / magnesium oxide / sodium picosulfate',\n",
+       " 'Relpax',\n",
+       " 'Dalfampridine',\n",
+       " 'Dilantin',\n",
+       " 'Leuprolide',\n",
+       " 'Cetirizine',\n",
+       " 'Macrobid',\n",
+       " 'Methylphenidate',\n",
+       " 'Nitroglycerin',\n",
+       " 'Ritalin',\n",
+       " 'Exubera',\n",
+       " 'Hydroxychloroquine',\n",
+       " 'Loestrin 24 Fe',\n",
+       " 'Enskyce',\n",
+       " 'Stalevo',\n",
+       " 'Amerge',\n",
+       " 'Lorazepam',\n",
+       " 'Lubiprostone',\n",
+       " 'Simcor',\n",
+       " 'Avonex Pen',\n",
+       " 'Methadose',\n",
+       " 'Acetaminophen / oxycodone',\n",
+       " 'Abacavir / dolutegravir / lamivudine',\n",
+       " 'Sumatriptan',\n",
+       " 'Cambia',\n",
+       " 'Tizanidine',\n",
+       " 'Adderall',\n",
+       " 'Exalgo',\n",
+       " 'Ketorolac',\n",
+       " 'Tegretol',\n",
+       " 'VESIcare',\n",
+       " 'Plavix',\n",
+       " 'Vortioxetine',\n",
+       " 'Atorvastatin',\n",
+       " 'Dienogest / estradiol',\n",
+       " 'Roflumilast',\n",
+       " 'Minastrin 24 Fe',\n",
+       " 'Diclofenac',\n",
+       " 'Opana',\n",
+       " 'Donnatal',\n",
+       " 'Depakote ER',\n",
+       " 'Donepezil',\n",
+       " 'Sofosbuvir',\n",
+       " 'Monistat 7',\n",
+       " 'Zolpidem',\n",
+       " 'Horizant',\n",
+       " 'Brovana',\n",
+       " 'Dulcolax',\n",
+       " 'Tylenol PM',\n",
+       " 'Saxenda',\n",
+       " 'Sulfasalazine',\n",
+       " 'Nicotine',\n",
+       " 'Reglan',\n",
+       " 'Seroquel XR',\n",
+       " 'Dulera',\n",
+       " 'Mibelas 24 Fe',\n",
+       " 'Naltrexone',\n",
+       " 'Portia',\n",
+       " 'Temazepam',\n",
+       " 'Clindamycin / tretinoin',\n",
+       " 'Meperidine',\n",
+       " 'Hydroxyzine',\n",
+       " 'Ethinyl estradiol / norgestrel',\n",
+       " 'Dapagliflozin',\n",
+       " 'Myrbetriq',\n",
+       " 'Hysingla ER',\n",
+       " 'Propafenone',\n",
+       " 'Lunesta',\n",
+       " 'Liletta',\n",
+       " 'Trimethoprim',\n",
+       " 'Ortho Micronor',\n",
+       " 'Prevacid',\n",
+       " 'OnabotulinumtoxinA',\n",
+       " 'Aptensio XR',\n",
+       " 'Omeprazole',\n",
+       " 'Finasteride',\n",
+       " 'Rapaflo',\n",
+       " 'Duexis',\n",
+       " 'Tamiflu',\n",
+       " 'Rozerem',\n",
+       " 'Synthroid',\n",
+       " 'Differin',\n",
+       " 'Doxepin',\n",
+       " 'Acetaminophen / dichloralphenazone / isometheptene mucate',\n",
+       " 'Crestor',\n",
+       " 'Narcan Injection',\n",
+       " 'Sildenafil',\n",
+       " 'Lipitor',\n",
+       " 'Macrodantin',\n",
+       " 'Intuniv',\n",
+       " 'Pantoprazole',\n",
+       " 'Keppra',\n",
+       " 'Keppra XR',\n",
+       " 'Acyclovir',\n",
+       " 'Ledipasvir / sofosbuvir',\n",
+       " 'MetroCream',\n",
+       " 'Copaxone',\n",
+       " 'Magnesium sulfate / potassium sulfate / sodium sulfate',\n",
+       " 'Armodafinil',\n",
+       " 'Fluconazole',\n",
+       " 'Tylenol',\n",
+       " 'Larin Fe 1.5 / 30',\n",
+       " 'Xiidra',\n",
+       " 'Levaquin',\n",
+       " 'Tacrolimus',\n",
+       " 'Luvox',\n",
+       " 'Lotrel',\n",
+       " 'Nortriptyline',\n",
+       " 'Adderall XR',\n",
+       " 'Viberzi',\n",
+       " 'Evolocumab',\n",
+       " 'Triumeq',\n",
+       " 'Gabapentin enacarbil',\n",
+       " 'Glucophage',\n",
+       " 'Soma',\n",
+       " 'Antipyrine / benzocaine',\n",
+       " 'Liothyronine',\n",
+       " 'Docosanol',\n",
+       " 'Q-Tapp DM',\n",
+       " 'Valium',\n",
+       " 'Effexor',\n",
+       " 'Efavirenz',\n",
+       " 'Chlorpheniramine / hydrocodone / pseudoephedrine',\n",
+       " 'Lutera',\n",
+       " 'Zoladex',\n",
+       " 'Keytruda',\n",
+       " 'Roxicodone',\n",
+       " 'Phenergan',\n",
+       " 'Buspirone',\n",
+       " 'Empagliflozin / linagliptin',\n",
+       " 'Singulair',\n",
+       " 'Viagra',\n",
+       " 'Rituxan',\n",
+       " 'Jublia',\n",
+       " 'Fluticasone / vilanterol',\n",
+       " 'Fentanyl Transdermal System',\n",
+       " 'Diclegis',\n",
+       " 'Hydromet',\n",
+       " 'Zipsor',\n",
+       " 'Milk of Magnesia',\n",
+       " 'Melatonin',\n",
+       " 'MoviPrep',\n",
+       " 'Aczone',\n",
+       " 'Lactulose',\n",
+       " 'Pioglitazone',\n",
+       " 'Desloratadine',\n",
+       " 'Entyvio',\n",
+       " 'Gefitinib',\n",
+       " 'Meloxicam',\n",
+       " 'Bronkaid',\n",
+       " 'Niacin',\n",
+       " 'Paliperidone',\n",
+       " 'Drospirenone / ethinyl estradiol / levomefolate calcium',\n",
+       " 'Scopolamine',\n",
+       " 'Sterapred',\n",
+       " 'Amoxicillin / clavulanate',\n",
+       " 'Pentosan polysulfate sodium',\n",
+       " 'Hydromorphone',\n",
+       " 'Flurazepam',\n",
+       " 'Zutripro',\n",
+       " 'Fluticasone',\n",
+       " 'Vicodin',\n",
+       " 'Mirapex',\n",
+       " 'Mometasone',\n",
+       " 'Fioricet',\n",
+       " 'Metoclopramide',\n",
+       " 'Milk thistle',\n",
+       " 'Lidocaine',\n",
+       " 'Metaxalone',\n",
+       " 'Glatiramer',\n",
+       " 'Tecfidera',\n",
+       " 'Benzocaine',\n",
+       " 'Ustekinumab',\n",
+       " 'Mucinex',\n",
+       " 'Adalimumab',\n",
+       " 'Tiotropium',\n",
+       " 'Vascepa',\n",
+       " 'Lisdexamfetamine',\n",
+       " 'Naloxegol',\n",
+       " 'Ixekizumab',\n",
+       " 'Mirvaso',\n",
+       " 'Estarylla',\n",
+       " 'Ortho Tri-Cyclen',\n",
+       " 'Ramipril',\n",
+       " 'Aranesp',\n",
+       " 'Zioptan',\n",
+       " 'Zohydro ER',\n",
+       " 'Rifaximin',\n",
+       " 'Hyoscyamine',\n",
+       " 'Zovirax Cream',\n",
+       " 'Teriparatide',\n",
+       " 'Ammonium lactate / halobetasol',\n",
+       " 'Atenolol',\n",
+       " 'Testosterone',\n",
+       " 'Cobicistat / elvitegravir / emtricitabine / tenofovir',\n",
+       " 'Ethinyl estradiol / ethynodiol',\n",
+       " 'Embeda',\n",
+       " 'Duac',\n",
+       " 'Infliximab',\n",
+       " 'Deplin',\n",
+       " 'Penciclovir',\n",
+       " 'Lupron Depot',\n",
+       " 'Avelox',\n",
+       " 'Geodon',\n",
+       " 'Cogentin',\n",
+       " 'Mefenamic acid',\n",
+       " 'Pramosone',\n",
+       " 'Synalar Ointment',\n",
+       " 'Emsam',\n",
+       " 'Doryx',\n",
+       " 'Ranolazine',\n",
+       " 'Hylenex',\n",
+       " 'Cosentyx',\n",
+       " 'Medrox',\n",
+       " 'Cipro',\n",
+       " 'Oxcarbazepine',\n",
+       " 'Tapentadol',\n",
+       " 'Cytomel',\n",
+       " 'Gildess Fe 1 / 20',\n",
+       " 'Terconazole',\n",
+       " 'Pneumococcal 13-valent vaccine',\n",
+       " 'Eflornithine',\n",
+       " 'Etodolac',\n",
+       " 'Rabeprazole',\n",
+       " 'Librax',\n",
+       " 'Hydrochlorothiazide',\n",
+       " 'Pradaxa',\n",
+       " 'Kava',\n",
+       " 'Focalin XR',\n",
+       " 'Levlen',\n",
+       " 'Femara',\n",
+       " 'Migranal',\n",
+       " 'Gianvi',\n",
+       " 'Flonase',\n",
+       " 'Stendra',\n",
+       " 'Dilaudid',\n",
+       " 'Exenatide',\n",
+       " 'Risperdal',\n",
+       " 'Teriflunomide',\n",
+       " 'Esterified estrogens / methyltestosterone',\n",
+       " 'Loratadine / pseudoephedrine',\n",
+       " 'Azithromycin Dose Pack',\n",
+       " 'Pylera',\n",
+       " 'Protonix IV',\n",
+       " 'Vraylar',\n",
+       " 'Adapalene',\n",
+       " 'Camrese',\n",
+       " 'GaviLyte-N',\n",
+       " 'Dimenhydrinate',\n",
+       " 'Microgestin 1 / 20',\n",
+       " 'Midazolam',\n",
+       " 'Moxifloxacin',\n",
+       " 'Multivitamin with minerals',\n",
+       " 'Amoxicillin',\n",
+       " 'Butrans',\n",
+       " 'Lamictal',\n",
+       " 'Clomid',\n",
+       " 'Spiriva',\n",
+       " 'Requip',\n",
+       " 'Celebrex',\n",
+       " 'Nasacort Allergy 24HR',\n",
+       " 'Metformin / saxagliptin',\n",
+       " 'Bunavail',\n",
+       " 'Soolantra',\n",
+       " 'Acetaminophen / aspirin / caffeine',\n",
+       " 'Halcion',\n",
+       " 'Ramelteon',\n",
+       " 'Invokana',\n",
+       " 'Colesevelam',\n",
+       " 'Fulvestrant',\n",
+       " 'Natalizumab',\n",
+       " 'Benicar',\n",
+       " 'LoSeasonique',\n",
+       " 'Lifitegrast',\n",
+       " 'Hycodan',\n",
+       " 'Icosapent',\n",
+       " 'Azelastine',\n",
+       " 'Efinaconazole',\n",
+       " 'Loratadine',\n",
+       " 'Rexulti',\n",
+       " 'Sanctura',\n",
+       " 'Clozapine',\n",
+       " 'Benadryl Allergy',\n",
+       " 'Luminal',\n",
+       " 'Tolterodine',\n",
+       " 'Benadryl',\n",
+       " 'Insulin lispro',\n",
+       " 'Albuterol',\n",
+       " 'Sucralfate',\n",
+       " 'Mydayis',\n",
+       " 'Fluocinolone',\n",
+       " 'Biotin',\n",
+       " 'Ocella',\n",
+       " 'Bromfed DM',\n",
+       " 'Losartan',\n",
+       " 'Lasix',\n",
+       " 'Itraconazole',\n",
+       " 'Methylnaltrexone',\n",
+       " 'Cutivate',\n",
+       " 'Cyred',\n",
+       " 'Breo Ellipta',\n",
+       " 'Limbrel',\n",
+       " 'Prilosec',\n",
+       " 'Talwin Nx',\n",
+       " 'Concerta',\n",
+       " 'Praluent',\n",
+       " 'Tarceva',\n",
+       " 'Farxiga',\n",
+       " 'Halobetasol',\n",
+       " 'Biaxin',\n",
+       " 'Kenalog-40',\n",
+       " 'Thyroid desiccated',\n",
+       " 'Naproxen / sumatriptan',\n",
+       " 'Botox',\n",
+       " 'Guanfacine',\n",
+       " 'Vimpat',\n",
+       " 'Fenofibrate',\n",
+       " 'E-Z-Gas II',\n",
+       " 'Intelence',\n",
+       " 'Chlorpheniramine / hydrocodone',\n",
+       " 'Ertaczo',\n",
+       " 'Minipress',\n",
+       " 'Amethyst',\n",
+       " 'Sensipar',\n",
+       " 'Lupron',\n",
+       " 'Furosemide',\n",
+       " 'Phendimetrazine',\n",
+       " 'Asacol',\n",
+       " 'Provigil',\n",
+       " 'Sulfacetamide sodium',\n",
+       " 'Zoledronic acid',\n",
+       " 'Claravis',\n",
+       " 'Cyanocobalamin',\n",
+       " 'Aleve',\n",
+       " 'Alprostadil',\n",
+       " 'Flagyl',\n",
+       " 'Clopidogrel',\n",
+       " 'Gildess Fe 1.5 / 30',\n",
+       " 'Astelin',\n",
+       " 'Atropine / hyoscyamine / phenobarbital / scopolamine',\n",
+       " 'Aldactone',\n",
+       " 'Altabax',\n",
+       " 'Seasonale',\n",
+       " 'Amlodipine / olmesartan',\n",
+       " 'Invega',\n",
+       " 'Rituximab',\n",
+       " 'Delsym',\n",
+       " 'Selegiline',\n",
+       " 'Fastin',\n",
+       " 'Larin Fe 1 / 20',\n",
+       " 'Amphetamine',\n",
+       " 'Buprenorphine',\n",
+       " 'Fleet Enema',\n",
+       " 'Yuvafem',\n",
+       " 'Lodine',\n",
+       " 'Fesoterodine',\n",
+       " 'Xylometazoline',\n",
+       " 'Cyproheptadine',\n",
+       " 'Benzoic acid / salicylic acid',\n",
+       " 'Adalat CC',\n",
+       " 'Methylergonovine',\n",
+       " 'Vistaril',\n",
+       " 'Chlordiazepoxide / clidinium',\n",
+       " 'Taytulla',\n",
+       " 'Zyrtec',\n",
+       " 'Tysabri',\n",
+       " 'Hylan g-f 20',\n",
+       " 'Tussionex Pennkinetic',\n",
+       " 'Jalyn',\n",
+       " 'Excedrin Back & Body',\n",
+       " 'Polyethylene glycol 3350',\n",
+       " 'Phosphorated carbohydrate solution',\n",
+       " 'Lamisil',\n",
+       " 'Neupro',\n",
+       " 'Brimonidine / timolol',\n",
+       " 'Supprelin LA',\n",
+       " 'Miconazole / zinc oxide',\n",
+       " 'Zubsolv',\n",
+       " 'Aspirin / butalbital / caffeine',\n",
+       " 'Senna',\n",
+       " 'Denavir',\n",
+       " 'D.H.E. 45',\n",
+       " 'Beclomethasone',\n",
+       " 'Neurontin',\n",
+       " 'Robaxin-750',\n",
+       " 'Thorazine',\n",
+       " 'Bydureon',\n",
+       " 'Meridia',\n",
+       " 'Fiorinal',\n",
+       " 'Carbamazepine',\n",
+       " 'Multivitamin, prenatal',\n",
+       " 'Nivolumab',\n",
+       " 'Hetlioz',\n",
+       " 'Crisaborole',\n",
+       " 'Tazorac',\n",
+       " 'Lomotil',\n",
+       " 'Oxytrol',\n",
+       " 'Zaleplon',\n",
+       " 'Disulfiram',\n",
+       " 'Loestrin 21 1 / 20',\n",
+       " 'Silodosin',\n",
+       " 'Fiorinal with Codeine',\n",
+       " 'Elmiron',\n",
+       " 'Lithium',\n",
+       " 'Levophed',\n",
+       " 'Remicade',\n",
+       " 'Gilenya',\n",
+       " 'Reclipsen',\n",
+       " 'Atripla',\n",
+       " 'Droperidol',\n",
+       " 'Trihexyphenidyl',\n",
+       " 'Estropipate',\n",
+       " 'Podofilox',\n",
+       " 'Symbicort',\n",
+       " 'Xerac AC',\n",
+       " 'Maxalt-MLT',\n",
+       " 'Fluticasone / salmeterol',\n",
+       " 'Propulsid',\n",
+       " 'Aricept',\n",
+       " 'Nebivolol',\n",
+       " 'Simvastatin',\n",
+       " 'Tradjenta',\n",
+       " 'Zomig-ZMT',\n",
+       " 'Colchicine',\n",
+       " 'Dasatinib',\n",
+       " 'Ventolin HFA',\n",
+       " 'Aciphex',\n",
+       " 'Imipramine',\n",
+       " 'NoDoz',\n",
+       " 'Ciprofloxacin / dexamethasone',\n",
+       " 'TriCor',\n",
+       " 'Elavil',\n",
+       " 'Enoxaparin',\n",
+       " 'Lovastatin',\n",
+       " 'Next Choice',\n",
+       " 'Hypercare',\n",
+       " 'Lithobid',\n",
+       " 'Dextrostat',\n",
+       " 'Pembrolizumab',\n",
+       " 'Fluvoxamine',\n",
+       " 'Panlor DC',\n",
+       " 'Endocet',\n",
+       " 'Advil Cold and Sinus',\n",
+       " 'Ubiquinone',\n",
+       " 'Avanafil',\n",
+       " 'Letrozole',\n",
+       " 'Hiprex',\n",
+       " 'Prialt',\n",
+       " 'Clomipramine',\n",
+       " 'Opana ER',\n",
+       " 'Bonine',\n",
+       " 'Ambien CR',\n",
+       " 'Tenex',\n",
+       " 'Zelnorm',\n",
+       " 'Eligard',\n",
+       " 'Dymista',\n",
+       " 'Guaifenesin',\n",
+       " 'My Way',\n",
+       " 'Pataday',\n",
+       " 'Rectiv',\n",
+       " 'Valproic acid',\n",
+       " 'Brilinta',\n",
+       " 'Eucrisa',\n",
+       " 'Dextroamphetamine',\n",
+       " 'Cabergoline',\n",
+       " 'DDAVP Rhinal Tube',\n",
+       " 'Zyprexa',\n",
+       " 'Hydrochlorothiazide / lisinopril',\n",
+       " 'Carac',\n",
+       " 'Ezetimibe / simvastatin',\n",
+       " 'Rivaroxaban',\n",
+       " 'Homatropine / hydrocodone',\n",
+       " 'Umeclidinium / vilanterol',\n",
+       " 'Gabitril',\n",
+       " 'Wellbutrin SR',\n",
+       " 'Avodart',\n",
+       " 'Prednisolone',\n",
+       " 'Zonisamide',\n",
+       " 'Bactrim DS',\n",
+       " 'Cephalexin',\n",
+       " 'Hydrea',\n",
+       " 'Ortho D',\n",
+       " 'Trulance',\n",
+       " 'Generess Fe',\n",
+       " 'Naphazoline / pheniramine',\n",
+       " 'Synvisc',\n",
+       " 'Testim',\n",
+       " 'Advil',\n",
+       " 'Tri-Lo-Sprintec',\n",
+       " 'Vivarin',\n",
+       " 'Cariprazine',\n",
+       " 'Brexpiprazole',\n",
+       " 'Imuran',\n",
+       " 'Baclofen',\n",
+       " 'Mexiletine',\n",
+       " 'Dabigatran',\n",
+       " 'Silenor',\n",
+       " 'femhrt',\n",
+       " 'Oramorph SR',\n",
+       " 'Provera',\n",
+       " 'Correctol',\n",
+       " 'Celestone',\n",
+       " 'Benazepril',\n",
+       " 'Dasabuvir / ombitasvir / paritaprevir / ritonavir',\n",
+       " 'Jardiance',\n",
+       " 'Ranexa',\n",
+       " 'Axiron',\n",
+       " 'Nora-Be',\n",
+       " 'Radium 223 dichloride',\n",
+       " 'Hydrochlorothiazide / triamterene',\n",
+       " 'Frova',\n",
+       " 'Finacea',\n",
+       " 'Biaxin XL',\n",
+       " 'Eliquis',\n",
+       " 'Januvia',\n",
+       " 'Eptifibatide',\n",
+       " 'Levalbuterol',\n",
+       " 'Ibrance',\n",
+       " 'Patanase',\n",
+       " 'Amitiza',\n",
+       " 'Creon',\n",
+       " 'Clobetasol',\n",
+       " 'Dextromethorphan / guaifenesin',\n",
+       " 'Indocin SR',\n",
+       " 'Xolair',\n",
+       " 'Veltin',\n",
+       " 'NP Thyroid',\n",
+       " 'Urea',\n",
+       " 'Almotriptan',\n",
+       " 'Necon 1 / 35',\n",
+       " 'Nefazodone',\n",
+       " 'Aclidinium',\n",
+       " 'Linezolid',\n",
+       " 'Basaglar',\n",
+       " 'Euflexxa',\n",
+       " 'Bismuth subcitrate potassium / metronidazole / tetracycline',\n",
+       " 'Solifenacin',\n",
+       " 'Colazal',\n",
+       " 'Hydroxyurea',\n",
+       " 'Levocetirizine',\n",
+       " 'Diflucan',\n",
+       " 'Debrox',\n",
+       " 'Estradiol Patch',\n",
+       " 'Nubain',\n",
+       " 'Skelaxin',\n",
+       " 'Ponatinib',\n",
+       " 'Zarah',\n",
+       " 'Tranxene',\n",
+       " 'Ranibizumab',\n",
+       " 'Belbuca',\n",
+       " 'Stelara',\n",
+       " 'Mucinex DM',\n",
+       " 'Ultram ER',\n",
+       " 'Chlorzoxazone',\n",
+       " 'Toviaz',\n",
+       " 'Oxazepam',\n",
+       " 'Alfuzosin',\n",
+       " 'Cenestin',\n",
+       " 'Haldol',\n",
+       " 'MetroGel',\n",
+       " 'Ketamine',\n",
+       " 'Nucynta',\n",
+       " 'Zyban',\n",
+       " 'Solodyn',\n",
+       " 'Ponstel',\n",
+       " 'Mestinon',\n",
+       " 'Galantamine',\n",
+       " 'Orsythia',\n",
+       " 'Diphenhydramine / naproxen',\n",
+       " 'Allegra',\n",
+       " 'Simponi Aria',\n",
+       " 'Loperamide',\n",
+       " 'Fexofenadine',\n",
+       " 'Nicotrol Inhaler',\n",
+       " 'Fluoroplex',\n",
+       " 'Imitrex',\n",
+       " 'Micardis',\n",
+       " 'Zithromax',\n",
+       " 'Ranitidine',\n",
+       " 'Zytiga',\n",
+       " 'Daklinza',\n",
+       " 'Zovirax',\n",
+       " 'Daliresp',\n",
+       " 'Toradol IV / IM',\n",
+       " 'Casodex',\n",
+       " 'Sklice',\n",
+       " 'Tri-Linyah',\n",
+       " 'Dihydroergotamine',\n",
+       " 'Antabuse',\n",
+       " 'Modafinil',\n",
+       " 'Bromocriptine',\n",
+       " 'Amoxicillin / clarithromycin / lansoprazole',\n",
+       " 'Fleet Phospho Soda',\n",
+       " 'Pulmicort Turbuhaler',\n",
+       " 'Prograf',\n",
+       " 'Naprelan',\n",
+       " 'Cinryze',\n",
+       " 'Triazolam',\n",
+       " 'Anafranil',\n",
+       " 'Garlic',\n",
+       " 'Tamoxifen',\n",
+       " 'Ibuprofen',\n",
+       " 'Rogaine',\n",
+       " 'L-methylfolate',\n",
+       " 'Insulin glargine',\n",
+       " 'Histrelin',\n",
+       " 'Armour Thyroid',\n",
+       " 'Claritin-D',\n",
+       " 'Adzenys XR-ODT',\n",
+       " 'Tegaserod',\n",
+       " 'Ashlyna',\n",
+       " 'Otezla',\n",
+       " 'Chlorhexidine',\n",
+       " 'Atropine / diphenoxylate',\n",
+       " 'Actemra',\n",
+       " 'Budesonide / formoterol',\n",
+       " 'Tri-Luma',\n",
+       " ...]"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "arr.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

unique_drugs.txt

@@ -0,0 +1,221 @@
+"Breo Ellipta","Limbrel","Prilosec","Talwin Nx","Concerta","Praluent","Tarceva","Farxiga","Halobetasol","Biaxin","Kenalog-40",
+"Thyroid desiccated","Naproxen / sumatriptan","Botox","Guanfacine","Vimpat","Fenofibrate","E-Z-Gas II","Intelence",
+"Chlorpheniramine / hydrocodone","Ertaczo","Minipress","Amethyst","Sensipar","Lupron","Furosemide","Phendimetrazine","Asacol",
+"Provigil","Sulfacetamide sodium","Zoledronic acid","Claravis","Cyanocobalamin","Aleve","Alprostadil","Flagyl","Clopidogrel",
+"Gildess Fe 1.5 / 30","Astelin","Atropine / hyoscyamine / phenobarbital / scopolamine","Aldactone","Altabax","Seasonale",
+"Amlodipine / olmesartan","Invega","Rituximab","Delsym","Selegiline","Fastin","Larin Fe 1 / 20","Amphetamine","Buprenorphine",
+"Fleet Enema","Yuvafem","Lodine","Fesoterodine","Xylometazoline","Cyproheptadine","Benzoic acid / salicylic acid","Adalat CC",
+"Methylergonovine","Vistaril","Chlordiazepoxide / clidinium","Taytulla","Zyrtec","Tysabri","Hylan g-f 20","Tussionex Pennkinetic",
+"Jalyn","Excedrin Back & Body","Polyethylene glycol 3350","Phosphorated carbohydrate solution","Lamisil","Neupro","Brimonidine / timolol",
+"Supprelin LA","Miconazole / zinc oxide","Zubsolv","Aspirin / butalbital / caffeine","Senna","Denavir","D.H.E. 45","Beclomethasone",
+"Neurontin","Robaxin-750","Thorazine","Bydureon","Meridia","Fiorinal","Carbamazepine","Multivitamin, prenatal","Nivolumab","Hetlioz",
+"Crisaborole","Tazorac","Lomotil","Oxytrol","Zaleplon","Disulfiram","Loestrin 21 1 / 20","Silodosin","Fiorinal with Codeine","Elmiron",
+"Lithium","Levophed","Remicade","Gilenya","Reclipsen","Atripla","Droperidol","Trihexyphenidyl","Estropipate","Podofilox","Symbicort",
+"Xerac AC","Maxalt-MLT","Fluticasone / salmeterol","Propulsid","Aricept","Nebivolol","Simvastatin","Tradjenta","Zomig-ZMT","Colchicine",
+"Dasatinib","Ventolin HFA","Aciphex","Imipramine","NoDoz","Ciprofloxacin / dexamethasone","TriCor","Elavil","Enoxaparin","Lovastatin",
+"Next Choice","Hypercare","Lithobid","Dextrostat","Pembrolizumab","Fluvoxamine","Panlor DC","Endocet","Advil Cold and Sinus","Ubiquinone",
+"Avanafil","Letrozole","Hiprex","Prialt","Clomipramine","Opana ER","Bonine","Ambien CR","Tenex","Zelnorm","Eligard","Dymista","Guaifenesin",
+"My Way","Pataday","Rectiv","Valproic acid","Brilinta","Eucrisa","Dextroamphetamine","Cabergoline","DDAVP Rhinal Tube","Zyprexa",
+"Hydrochlorothiazide / lisinopril","Carac","Ezetimibe / simvastatin","Rivaroxaban","Homatropine / hydrocodone","Umeclidinium / vilanterol",
+"Gabitril","Wellbutrin SR","Avodart","Prednisolone","Zonisamide","Bactrim DS","Cephalexin","Hydrea","Ortho D","Trulance","Generess Fe",
+"Naphazoline / pheniramine","Synvisc","Testim","Advil","Tri-Lo-Sprintec","Vivarin","Cariprazine","Brexpiprazole","Imuran","Baclofen",
+"Mexiletine","Dabigatran","Silenor","femhrt","Oramorph SR","Provera","Correctol","Celestone","Benazepril",
+"Dasabuvir / ombitasvir / paritaprevir / ritonavir","Jardiance","Ranexa","Axiron","Nora-Be","Radium 223 dichloride",
+"Hydrochlorothiazide / triamterene","Frova","Finacea","Biaxin XL","Eliquis","Januvia","Eptifibatide","Levalbuterol","Ibrance","Patanase",
+"Amitiza","Creon","Clobetasol","Dextromethorphan / guaifenesin","Indocin SR","Xolair","Veltin","NP Thyroid","Urea","Almotriptan",
+"Necon 1 / 35","Nefazodone","Aclidinium","Linezolid","Basaglar","Euflexxa","Bismuth subcitrate potassium / metronidazole / tetracycline",
+"Solifenacin","Colazal","Hydroxyurea","Levocetirizine","Diflucan","Debrox","Estradiol Patch","Nubain","Skelaxin","Ponatinib","Zarah","Tranxene",
+"Ranibizumab","Belbuca","Stelara","Mucinex DM","Ultram ER","Chlorzoxazone","Toviaz","Oxazepam","Alfuzosin","Cenestin","Haldol","MetroGel",
+"Ketamine","Nucynta","Zyban","Solodyn","Ponstel","Mestinon","Galantamine","Orsythia","Diphenhydramine / naproxen","Allegra","Simponi Aria",
+"Loperamide","Fexofenadine","Nicotrol Inhaler","Fluoroplex","Imitrex","Micardis","Zithromax","Ranitidine","Zytiga","Daklinza","Zovirax",
+"Daliresp","Toradol IV / IM","Casodex","Sklice","Tri-Linyah","Dihydroergotamine","Antabuse","Modafinil","Bromocriptine",
+"Amoxicillin / clarithromycin / lansoprazole","Fleet Phospho Soda","Pulmicort Turbuhaler","Prograf","Naprelan","Cinryze","Triazolam",
+"Anafranil","Garlic","Tamoxifen","Ibuprofen","Rogaine","L-methylfolate","Insulin glargine","Histrelin","Armour Thyroid","Claritin-D",
+"Adzenys XR-ODT","Tegaserod","Ashlyna","Otezla","Chlorhexidine","Atropine / diphenoxylate","Actemra","Budesonide / formoterol","Tri-Luma",
+"Senna Plus","Flomax","Secobarbital","Abreva","Triamcinolone","Estraderm","Zenatane","Mobic","Complera","Opium","Dinoprostone","Amaryl",
+"Solu-Medrol","Polycarbophil","Goserelin","Sulfacetamide sodium / sulfur","Phenytoin","Omeprazole / sodium bicarbonate","Perphenazine",
+"Blisovi 24 Fe","Avonex","Emetrol","Esgic","Cervidil","Stribild","Lorazepam Intensol","Acetaminophen / caffeine / dihydrocodeine",
+"St. john's wort","Cefixime","Moxatag","Golimumab","Dermal filler","Glimepiride / rosiglitazone","Somnote","Plaquenil","Xanax XR",
+"Simponi","Flagyl ER","Acetaminophen / propoxyphene","Interferon beta-1a","Efavirenz / emtricitabine / tenofovir","Coreg","Nasacort",
+"Doxylamine","Abilify Discmelt","Daytrana","Bystolic","Sunitinib","Verapamil","Camila","Jolivette","Lac-Hydrin","Oxymetazoline",
+"Sine-Off Maximum Strength","Acetazolamide","Tanzeum","Lyza","Estring","Diprivan","Dexlansoprazole","Clorazepate","Uloric",
+"Epinephrine","Percodan","Allopurinol","Norpramin","Valtrex","Cevimeline","Mycophenolate mofetil","Gardasil","Pyrantel",
+"Mucinex D Maximum Strength","Fioricet with Codeine","Banzel","Tri-Lo-Estarylla","Dovonex","Travoprost","Hydrocodone / ibuprofen",
+"Pimecrolimus","Cosopt","Chondroitin / glucosamine","Edarbyclor","Taltz","Prolia","TobraDex","Eyebright","Retin-A","Minivelle",
+"Parnate","Sacubitril / valsartan","Acetaminophen / butalbital / caffeine / codeine","Nicorette","Cyclogyl","Doral","Stadol",
+"Cleocin","Levomilnacipran","Exforge","Jentadueto","Lidoderm","Trospium","Methylin","Chlorpheniramine","Desquam-X Wash","Glimepiride",
+"Ansaid","Famciclovir","Velivet","Estradiol / norethindrone","Dexilant","Zestril","Dofetilide","Lucentis","Omalizumab","Viorele",
+"Tenuate Dospan","Sharobel","Fosrenol","Lantus","Magnesium hydroxide","Vandazole","Lacosamide","Proctofoam","Balacet","Methenamine",
+"Aristocort","Zomig","Voltaren Gel","Tenuate","Focalin","Tresiba","Saliva substitutes","Diovan HCT","Ethinyl estradiol / folic acid / levonorgestrel",
+"Vancomycin","Asmanex Twisthaler","Simply Sleep","Transderm-Scop","Mephobarbital","Prilosec OTC","Alli","Ambrisentan","Prepopik","Trileptal",
+"Lialda","Fingolimod","Taclonex","Acetaminophen / chlorpheniramine / dextromethorphan / pseudoephedrine","Makena","Isosorbide mononitrate",
+"Olmesartan","Lidex","Mircette","Trental","Amlodipine / atorvastatin","Treximet","Tocilizumab","Famvir","Zafirlukast","Monurol","Oracea",
+"Detrol","Tasigna","Ferrous sulfate","Carbatrol","Balsalazide","Prostigmin Bromide","Tranylcypromine","Niaspan","Esgic-Plus","Primidone",
+"Edluar","Cardizem CD","Incivek","Zepatier","Subutex","Ciprodex","Acetaminophen / tramadol","Repatha","Imbruvica","Treprostinil","Azacitidine",
+"Gold sodium thiomalate","Protonix","Silvadene","Minocin","Phenelzine","Dimetapp Children's Cold & Cough","Simbrinza","NeutraSal","Synjardy",
+"Xenical","Xyrem","Voltaren","Tylox","Immune globulin intravenous and subcutaneous","Inderal LA","Vaniqa","Benlysta","Welchol","Humulin N",
+"Permethrin","Enablex","Levoxyl","Erythromycin","Alendronate","Delatestryl","Desipramine","Omega-3 polyunsaturated fatty acids","Aveed",
+"Aspirin / dipyridamole","Thiothixene","Hyaluronan","Rocephin","Falmina","Hydralazine","Tarina Fe 1 / 20","Epclusa","Alclometasone","Cafergot",
+"Amethia","Sotalol Hydrochloride AF","Exelon","Tenormin","Lybrel","Hydrochlorothiazide / losartan","Abilify Maintena",
+"Acetaminophen / dextromethorphan / guaifenesin / pseudoephedrine","Insulin glulisine","Sudafed PE Congestion","Valsartan","Megestrol",
+"Vitamin B12","Lorzone","Avastin","MS Contin","Acetaminophen / dextromethorphan / pseudoephedrine","Sominex","Daclatasvir","Metamucil",
+"Lotemax","Acetaminophen / butalbital","Revlimid","Hizentra","Sotret","Neulasta","Nadolol","Anoro Ellipta","Belimumab","Altavera",
+"Ritalin-SR","Midodrine","Inova 4 / 1","Zanaflex","Tekturna","Silver","Iophen-C NR","Necon 1 / 50","Pazeo","Echinacea","Depo-Testosterone",
+"Cataflam","Emollients","Ovide","Psyllium","Vagifem","Acetylcysteine","Granulex","Estrace Vaginal Cream","Arthrotec","Dulcolax Laxative",
+"Seconal Sodium","Hydroquinone","Salicylic acid","Aftera","Dexamethasone","Librium","Interferon beta-1b","Tofranil","Amnesteem","Zantac 150",
+"Febuxostat","Afrin","Erlotinib","Lactaid Ultra","Kadian","Serax","Motrin","Atarax","Fexofenadine / pseudoephedrine","Byetta","Senokot",
+"Marlissa","Premarin","Risedronate","Lexiscan","Salonpas Pain Patch","Rivastigmine","Telaprevir","Orencia","Dimethyl fumarate","Chloral hydrate",
+"Ticagrelor","Votrient","Cyclophosphamide","Muse","Undecylenic acid","Dronabinol","Lovenox","Sulfazine","Rotigotine","Edex","Bisoprolol / hydrochlorothiazide","Xifaxan","Acetaminophen / diphenhydramine","Butorphanol","Formoterol / mometasone","Trifluoperazine","Boniva","Trimipramine",
+"Interferon alfa-2b","Rocuronium","Compazine","Tavaborole","Flecainide","Pancrelipase","Ampyra","Tambocor","Misoprostol","Briviact",
+"Monistat 1-Day or Night Combination Pack","Efudex","Duragesic","Sansert","Chlorcyclizine / phenylephrine","Retapamulin","Uceris",
+"Levo-Dromoran","Hyosyne","Norvasc","Brimonidine","Ephedrine","Emtricitabine / tenofovir","Angeliq","Prevpac","Dexedrine","Vicodin ES",
+"Ursodiol","Zelboraf","Premsyn PMS","Ocular lubricant","Premphase","Wart Remover","Dupixent","Emtricitabine / rilpivirine / tenofovir",
+"Entocort EC","Frovatriptan","Biafine","NovoLog FlexPen","Aspirin","Tindamax","Dramamine","Paregoric","Atovaquone / proguanil",
+"Errin","Asacol HD","Cheratussin AC","Xeljanz","Glyburide / metformin","Mucinex D","Raltegravir","Famotidine / ibuprofen","Zonegran",
+"Clindamax","Hyzine","Fluocinonide","Dexbrompheniramine / pseudoephedrine","Telmisartan","Progesterone","Zetia","Abacavir / lamivudine",
+"Janumet","Hydroxyprogesterone","Peginterferon alfa-2a","Octreotide","Natazia","Low-Ogestrel-21","Quinine","Ciclesonide",
+"Alavert D-12 Hour Allergy and Sinus","Alrex","Betaseron","Onglyza","Latanoprost","Fanapt","GoLYTELY","Amoxapine","Q-Dryl","Exforge HCT",
+"Quasense","Diovan","Atrovent","Apomorphine","Sofosbuvir / velpatasvir","Linagliptin","Veramyst","Micardis HCT","Nardil","Acetaminophen",
+"Dyrenium","Monodox","Aprepitant","Conjugated estrogens / medroxyprogesterone","Lopressor","Benazepril / hydrochlorothiazide","Palbociclib",
+"Memantine","Acanya","Clindesse","Phendiet","Climara","Motrin Infant Drops","Malarone","Chaparral","Abiraterone","Metadate ER",
+"Acetaminophen / caffeine","Ketotifen","Ibrutinib","Orap","Benzoyl peroxide / sulfur","Empagliflozin","Red yeast rice",
+"Visine Totality Multi-Symptom Relief","Amlodipine / benazepril","Xylocaine Jelly","Ulipristal","Xenaderm","Avandia","Multivitamin",
+"Menthol / zinc oxide","Dificid","Sodium biphosphate / sodium phosphate","Imatinib",
+"Bisacodyl / polyethylene glycol 3350 / potassium chloride / sodium bicarbonate / sodium chloride","Balsam peru / castor oil / trypsin",
+"Sotalol","Excedrin","Gas-X","A / B Otic","Betamethasone / calcipotriene","Aldara","Leflunomide","Maxalt","Delsym 12 Hour Cough Relief",
+"Opsumit","Flunisolide","Gelnique","Taclonex Scalp","Metadate CD","Levemir","Subsys","Vimovo","Univasc","Silver sulfadiazine","Fortesta",
+"Gralise","Entresto","Eovist","Imdur","Pyridium","Lioresal","Zyvox","Apixaban","Trilafon","Chorionic gonadotropin (hcg)",
+"Acetaminophen / chlorpheniramine / phenylephrine","Tropicamide","Sleep Aid","Mysoline","Zenpep","Mupirocin","Primatene Mist",
+"Proventil HFA","Prolixin","Desmopressin","Detrol LA","Vectical","Budeprion XL","Corlanor","Zyrtec-D","Clear Eyes Contact Lens Multi-Action Relief",
+"Tirosint","Propoxyphene","DDAVP","Diethylpropion","Morphine / naltrexone","Fluoxetine / olanzapine","Loryna","Prezcobix","Salmeterol",
+"Sporanox","Zyprexa Zydis","Vivelle-Dot","Zofran ODT","Candesartan","Lessina","Iron sucrose","Secukinumab","Lomaira","Activella",
+\"Insulin degludec","Chlorpheniramine / phenylephrine","Dolophine","Demadex","Fycompa","Amlodipine / valsartan","Robaxin",
+"Dextromethorphan / quinidine","Spiriva Respimat","Atralin","Goody's Extra-Strength Headache Powders","Immune globulin subcutaneous",
+"Desogen","Benicar HCT","Zolmitriptan","ProAir RespiClick","Multaq","Klonopin Wafer","Actifed","Apriso","Insulin detemir","Epoprostenol",
+"Visine-A","Sitagliptin","Ceftriaxone","Dexchlorpheniramine","Bepotastine","Bentyl","Prempro","Camphor / menthol","Amiodarone","Serostim",
+"Calcipotriene","Estazolam","Ceftin","Sonata","Ketoconazole","Zostrix","Pulmicort Respules","Sorafenib","Durezol","Myophen",
+"Lactobacillus acidophilus","Pimozide","Dupilumab","Krystexxa","Famotidine","Indocin","Previfem","Rogaine Women's","Gadoxetate disodium",
+"Cedax","Allerx Dose Pack DF","Sanctura XR","Colcrys","Seconal","Menotropins","Calcitriol","Cefprozil","Codeine / promethazine",
+"Digoxin","Allegra Allergy","Nonoxynol 9","Tikosyn","Opium Deodorized","Namenda","Reclast","Ethotoin","Pin-X","Methyl salicylate",
+"Regadenoson","Pirbuterol","Tivicay","Soma Compound","Naratriptan","Phenylephrine","Hydrocortisone","Cetirizine / pseudoephedrine",
+"Darbepoetin alfa","Letairis","Astepro","Ruxolitinib","Mercaptopurine","Azilsartan medoxomil","Proventil","Amrix","Analpram-HC",
+"Rifabutin","Livalo","Brompheniramine","Lo / Ovral","Ditropan","Amantadine","Probenecid","Neo-Poly-Dex","Xopenex","Anti-Diarrheal",
+"Cimzia","Xolegel","Chlorpromazine","Chlorpheniramine / pseudoephedrine","Procrit","GenTeal","Desonide","Rhofade","Salicylic acid / sulfur",
+"Haloperidol","Benzaclin","Opcon-A","Acidophilus","Capsaicin","Oraqix","Taxotere","Forteo","Naloxone / pentazocine","Advil Liqui-Gels",
+"Diclofenac / misoprostol","Doxazosin","Bisoprolol","Suprenza","Spectracef","Panlor SS","Glipizide","Yohimbine","Eltrombopag","Cimetidine",
+"Macitentan","Prodrin","Tums Regular Strength","Trivora","Anakinra","Ketoprofen","Microgestin 1.5 / 30","HalfLytely and Bisacodyl","Nortrel 1 / 35",
+"QNASL","Advil Cold and Sinus Liqui-Gels","S-adenosylmethionine","Alosetron","Halofantrine","Actonel","Ergocalciferol","Epsom Salt",
+"Flavoxate","Evoxac","Unisom SleepTabs","Hydrochlorothiazide / valsartan","Nilotinib","Chlorambucil","Fleet Bisacodyl","Budesonide",
+"Commit","Intron A","Synarel","Tazarotene","Pitavastatin","Fentora","Diamox Sequels","Nexafed Nasal Decongestant","Lemtrada",
+"Stiolto Respimat","Vedolizumab","Imitrex Nasal","Regorafenib","Clobex","Periogard","Promacta","Adcirca","CitraNatal 90 DHA","Ultracet",
+"Econazole","Florastor","Ovcon 35","Piroxicam","Acetaminophen / dextromethorphan / guaifenesin / phenylephrine","Mono-Linyah",
+"Rhinocort Aqua","Bontril Slow Release","Rocaltrol","Bepreve","Aldactazide","Herceptin","Zeasorb-AF","Albuterol / ipratropium",
+"Aptiom","Estradiol / levonorgestrel","Methscopolamine","Acrivastine / pseudoephedrine","Penicillin VK","Clarifoam EF","Nuedexta",
+"Truvada","Multivitamin with iron","Feldene","Suprax","Bumetanide","Take Action","Irbesartan","Pimtrea","Azilsartan medoxomil / chlorthalidone",
+"Lantus Solostar","Invega Sustenna","Naloxone","Tylenol with Codeine #4","Cordarone","Questran Light","Pramoxine / zinc oxide","Relafen",
+"Tegretol XR","Atenolol / chlorthalidone","Tarka","Brompheniramine / dextromethorphan / pseudoephedrine","Temovate","Conjugated estrogens",
+"Abatacept","Evekeo","Provenge","Roxicet","Neosporin","Certolizumab","Hydrochlorothiazide / olmesartan","Trolamine salicylate","Diazepam Intensol",
+"Rynatan","Theophylline","Ezetimibe","Canasa","Elbasvir / grazoprevir","Amlodipine / hydrochlorothiazide / olmesartan",
+"Pseudoephedrine / triprolidine","Lidocaine / menthol","Selenium sulfide","Nystatin","Kenalog-10","Codeine","Limbitrol DS",
+"Tetrahydrozoline / zinc sulfate","Ibuprofen / pseudoephedrine","Targretin","Kapvay","Botox Cosmetic","Magnesium salicylate",
+"Methadone Diskets","Warfarin","Nabumetone","Aplenzin","Hytrin","Rebif","Oleptro","Climara Pro","Staxyn","Tessalon","Imitrex Statdose",
+"Absorica","Foradil Aerolizer","BenzEFoam Ultra","Crotamiton","Gemifloxacin","Flovent","Bicalutamide","Natroba","Xeljanz XR","Pilocarpine",
+"pHisoHex","Acetaminophen / phenyltoloxamine","Buproban","Parlodel","Diamox","Gamunex-C","Terbutaline","Gatifloxacin","Formoterol","Prasugrel",
+"Microzide","Ultram ODT","Poly Iron","Betapace","Zocor","Di-Gel","Epoetin alfa","Feraheme","Lotronex","Tretin-X","Versed","Terazosin","Paclitaxel",
+"Requip XL","Gonal-f","Pennsaid","Aubagio","Albenza","Insulin aspart / insulin degludec","Kenalog","Eplerenone","Vicoprofen","Albiglutide",
+"Nexavar","Ortho-Cept","Pamabrom","Aspirin / caffeine / orphenadrine","Ryzolt","Jencycla","Xalkori","Dexamethasone / neomycin / polymyxin b",
+"Loteprednol / tobramycin","Eribulin","Equetro","Docusate / senna","Coartem","Evista","Ibandronate","Sumavel DosePro","Follicle stimulating hormone",
+"FreshKote","Heme iron polypeptide","Chlorpheniramine / dextromethorphan / pseudoephedrine","Cloderm","Ipratropium","Albendazole","Betamethasone",
+"Carafate","Pamine Forte","Phenol","Magnesium oxide","Megace","Azilect","Darvon","Pegasys","Adenosine","Metolazone","Privine","Plecanatide",
+"R-Tanna","Evamist","Aflibercept","Sitavig","Lomedia 24 Fe","Trusopt","Chromium picolinate","Parathyroid hormone","Flolan","Thioridazine",
+"Flurandrenolide","MetroGel-Vaginal","Sorbitol","Calcium carbonate","Prenatabs FA","Nyamyc","Pepto-Bismol","Bextra","Addyi","Cortisporin Otic",
+"Desoxyn","Clobazam","Fenoprofen","Desoximetasone","Dextromethorphan / guaifenesin / phenylephrine","Fluorometholone","Ammonium lactate",
+"Polymyxin b / trimethoprim","Sustiva","Nicotrol NS","Exparel","Uricalm","Valerian","VisRx Dose Pack","Naphazoline","Dobutamine","Tolnaftate",
+"Avapro","Benzphetamine","Sancuso","Protopic","Firazyr","Zinc oxide","Uribel","Qvar","Zymar","Combivent","Trilipix","Incruse Ellipta",
+"Insulin isophane","Amitriptyline / perphenazine","OsmoPrep","Balziva","Tobramycin","Orudis KT","Deblitane","Norflex","EpiCeram","Siliq",
+"Azo-Standard","Codimal DM","Fulvicin U / F","Fluocinolone / hydroquinone / tretinoin","Calci-Chew","Norpace","Crizotinib","Evzio",
+"Rebif Rebidose","Collagenase Santyl","Anacin","Zaroxolyn","GlipiZIDE XL","Dronedarone","Loxapine","Derma-Smoothe / FS (Scalp)","Gemfibrozil",
+"Invega Trinza","Clarinex","Systane","Dolutegravir","Necon 7 / 7 / 7","GaviLyte-G","Cartia XT","Humulin R U-500 (Concentrated)","Sebulex",
+"Fidaxomicin","Repaglinide","Toujeo","Methergine","Romiplostim","Atovaquone","Bazedoxifene / conjugated estrogens","Esomeprazole / naproxen",
+"Clozaril","Sarafem","Florinef Acetate","Insulin regular","Nystatin / triamcinolone","Cosopt PF","Hydrocortisone / pramoxine","Fenofibric acid",
+"Bactroban","Vestura","Orapred","Toujeo Solostar","Zovia 1 / 50","Bensal HP","Chlorpheniramine / dextromethorphan","Quinapril","Deconamine",
+"Intal","Vidaza","Tranxene SD","Ferric citrate","Aerobid","Alirocumab","Amitriptyline / chlordiazepoxide","Stromectol","Loestrin Fe 1 / 20",
+"TussiCaps","Vicks Sinex Nasal Spray (old formulation)","Isoniazid","Onfi","Nimotop","Mycolog II","Trimethobenzamide","Ospemifene",
+"Acetaminophen / aspirin / caffeine / salicylamide","Exemestane","Elestrin","Lenalidomide","Urispas","Prevnar 13","Uristat","Doxy 100",
+"Allegra-D 24 Hour","Lidocaine / prilocaine","Zometa","Psoriasin","Metozolv ODT","Glucophage XR","Dexamethasone Intensol","Tetracycline",
+"Volumen","Loprox","Angiomax","Acetaminophen / pamabrom","Neupogen","Ortho-Novum 7 / 7 / 7","Timolol","Vytorin","Lindane","Bayer Aspirin",
+"Kalbitor","Tudorza Pressair","Habitrol","Cefpodoxime","Xtampza ER","Gentamicin","Amcinonide","Sildec-PE DM","Eslicarbazepine",
+"Aspirin / meprobamate","Drixoral Cold and Allergy","Noritate","Ortho-Novum 1 / 35","Caverject","Penicillin g benzathine","Duavee",
+"Mefloquine","ProAir HFA","Dyanavel XR","Influenza virus vaccine, inactivated","Prascion RA","Cardizem","Moderiba","Levsin","Tigan",
+"Magnesium amino acids chelate","Voltaren-XR","NuOx","Oxistat","Altace","Excedrin PM","DynaCirc CR","Lo / Ovral-28","Lesinurad","Alvesco",
+"Darifenacin","Klor-Con","Glycerin","Tekturna HCT","Malathion","Ginseng","Edecrin","Gabarone","Ziac","Levorphanol","Racepinephrine",
+"Mucinex Fast-Max Severe Congestion & Cough","B & O Supprettes","Aromasin","Bupivacaine liposome","Artane","Slow Fe","Gamunex","Valturna",
+"Choline salicylate / magnesium salicylate","Dalmane","Vitamin D3","Tri-Estarylla","Edarbi","Lactic acid","Felodipine","Enalapril",
+"Mestranol / norethindrone","Hydrocortisone / neomycin / polymyxin b","Gentian violet","TheraTears","Inapsine","Marinol","Magnesium aspartate",
+"MG217 Medicated Tar","Rytary","Tolectin DS","Orudis","Nystop","Aggrenox","Tenofovir","Disalcid","Ferrous fumarate / iron polysaccharide",
+"Metaproterenol","Dutasteride","Iressa","Chlorpheniramine / dextromethorphan / phenylephrine","Doans Pills Extra Strength",
+"Saccharomyces boulardii lyo","Vitafol Ultra","Atrovent Nasal","Quillivant XR","Zanamivir","Dutasteride / tamsulosin","Diflorasone",
+"Magnesium sulfate","Claritin-D 12 Hour","Lupron Depot-PED","Carbamide peroxide",
+"Hyoscyamine / methenamine / methylene blue / phenyl salicylate / sodium biphosphate","Difluprednate","Dextromethorphan / guaifenesin / pseudoephedrine",
+"Nizatidine","Condylox","Travatan","Sandostatin LAR Depot","Icatibant","Collagenase clostridium histolyticum","Cardura XL",
+"Medrol Dosepak","Oxaydo","Amlodipine / telmisartan","Combivir","Berinert","Benzoyl peroxide","Adipost","Perindopril","Vibramycin",
+"Tryptophan","Axert","Augmentin XR","Cisapride","Coricidin HBP Cough & Cold","Robitussin Cough + Chest Congestion DM",
+"Meningococcal conjugate vaccine","Acetaminophen / aspirin","Tinzaparin","Triptorelin","Dallergy","Methamphetamine","Fludrocortisone",
+"Chondroitin / glucosamine / methylsulfonylmethane","Relenza","Prevalite","Insulin aspart","Nafcillin","Arformoterol","SMZ-TMP DS","Acnex",
+"Onexton","Ginger","Doripenem","Lidocaine Viscous","Felbamate","DesOwen","Ethmozine","Epogen","Depo-Provera Contraceptive","Mepolizumab",
+"Ilevro","Acetaminophen / chlorpheniramine","Prolensa","Revatio","Hydrochlorothiazide / telmisartan","Acetaminophen / caffeine / isometheptene mucate",
+"Viread","Maxaron Forte","Premarin Vaginal","Hexachlorophene","Vigamox","Sevelamer","Stelazine","Guaifenesin / phenylephrine",
+"Magaldrate / simethicone","Fluphenazine","Vanoxide-HC","Nimodipine","Selsun Blue","Nizoral","Aspirin / oxycodone","Zarontin","Cefzil",
+"Sucroferric oxyhydroxide","Iloperidone","Systane Ultra","Salagen","Sprix","Ogestrel-28","Lariam","Coumadin","Nembutal Sodium",
+"Metoprolol Tartrate","Femcon Fe","Androderm","Isentress","Drixoral Decongestant Non-Drowsy","Saw palmetto","Elidel","Entacapone",
+"Tylenol Cold","Zegerid OTC","Ex-Lax Regular Strength Pills","Kalydeco","Zelapar","Cromolyn","Kyprolis","Acarbose",
+"Acetaminophen / caffeine / magnesium salicylate","Chlor-Trimeton","Forfivo XL","Vitamin B2","Symax Duotab","Azelex","Degarelix",
+"Eylea","Westhroid","Mucomyst-10","Nutropin","Cordran Tape","Locoid Lipocream","Everolimus","Epzicom","Prandin","Alahist LQ",
+"Oxtellar XR","Trezix","Gynazole-1","Anaprox","Olysio","Tylenol Allergy Multi-Symptom Nighttime","Doxidan Tablet","Xgeva","Fosinopril",
+"Emend","Terazol 3","Nostrilla","Reprexain","Arava","Opcicon One-Step","Fenugreek","Parafon Forte DSC","Vagistat-1","Lovastatin / niacin",
+"Vienva","Spinosad","Revia","Tykerb","Zovia 1 / 35","Sodium ferric gluconate complex","Ritalin LA","Caffeine / ergotamine","Vasotec",
+"Arnuity Ellipta","Nateglinide","Magnacet","Hyzaar","Solaraze","Feosol Original","Capzasin-P","Anucort-HC","Guaifenesin / hydrocodone",
+"Excedrin Tension Headache","ActoPlus Met","Actiq","Belladonna / opium","Triamterene","Konsyl","Miacalcin Nasal","Zegerid",
+"Soma Compound with Codeine","Cinacalcet","Prosom","Butabarbital","Osphena","Flovent HFA","Prezista","Testopel","Evening Primrose Oil",
+"Promethazine DM","Pneumococcal 23-polyvalent vaccine","Noroxin","Simethicone","Azurette","Somatropin","Vanspar","Egrifta",
+"Aspirin / butalbital / caffeine / codeine","Apidra","Levacet","Dolobid","Solarcaine Burn Relief","Dasetta 7 / 7 / 7","Aliskiren",
+"TriLyte","Tilmanocept","ClearLax","Imodium","Carbinoxamine","Excedrin Quick Tab","X-Viate","Bioflavonoids / zinc glycinate","Glucotrol","Abstral",
+"Topicort","TriNessa Lo","Clocortolone","Zirgan","GaviLyte-C","Didrex","Doribax","Aristospan","Axid AR","Azopt","PEG-3350 with Electolytes",
+"Naftifine","Prozac Weekly","Dextromethorphan / promethazine","Silver nitrate","Novolin 70 / 30","Ventolin","Disopyramide","WP Thyroid",
+"Chloromycetin","Felbatol","Xopenex HFA","Insulin isophane / insulin regular","Norel SR","Coreg CR","Miglitol","Nplate","Advicor","Unasyn",
+"Ethambutol","Ozurdex","Vosol HC","Neo-Synephrine Nasal","Chlorpheniramine / hydrocodone / phenylephrine","Brodalumab","Megace ES","Cetuximab",
+"Rifampin","Kerydin","Tylenol 8 Hour","Dorzolamide / timolol","Odefsey","Darunavir","Atelvia","Danocrine","Junel 1 / 20","Aristocort A",
+"Chlorthalidone","Novolog","Calmoseptine","Decadron","Bicillin L-A","Daypro","Umeclidinium","Cylert","Acetic acid / hydrocortisone","Generlac",
+"Carbidopa / entacapone / levodopa","Cardura","Bimatoprost","Olux","Pacerone","Enjuvia","Afrin 4 Hour Extra Moisturizing","Colyte",
+"Atropine / difenoxin","Proctosol-HC","Acular LS","Remeron SolTab","Kionex","Arcalyst","Iron polysaccharide","Ornex","Pentazocine","Trelstar",
+"Emoquette","Alprazolam Intensol","Lumigan","Norepinephrine","Tears Again","Luvox CR","Vicodin HP","Prinivil","Nitrolingual Pumpspray",
+"Benztropine","Pemetrexed","Pulmozyme","ConZip","Methimazole","Children's Claritin Allergy","Saxagliptin","Glyxambi","Caltrate 600+D","Zantac",
+"Potassium citrate","Nikki","Children's Motrin","Migergot","Calcitonin","Natesto","Ribasphere","Unisom SleepGels","Capzasin",
+"Hydrocodone / pseudoephedrine","Olodaterol","Femring","Dyazide","Amoxil","Carboplatin","Lapatinib","Tri-Lo-Marzia","Sulindac",
+"Travatan Z","Acuvail","Amethia Lo","Hydroxyamphetamine / tropicamide","Capsaicin / menthol / methyl salicylate","Erythrocin","Mebaral",
+"Sarna Sensitive","Risperdal Consta","E.E.S.-400","Hydroxocobalamin","Sipuleucel-T","Acitretin","Estratest H.S.","Tolak","Bethanechol",
+"Piperacillin / tazobactam","Taxol","Deltasone","Oxaprozin","Sandostatin","Claritin","Bupivacaine",
+"Chlorpheniramine / methscopolamine / pseudoephedrine","Fluoride","AmLactin","Depo-Medrol","Pexeva","Novantrone","Nuvessa","Griseofulvin",
+"Antihemophilic factor","Rosiglitazone","Bosutinib","Dapagliflozin / metformin","Pyrithione zinc","Tiagabine","Estrace","Norgesic","Dilaudid-HP",
+"Lamisil AT","Alka-Seltzer Plus Cold","Aspirin / carisoprodol / codeine","Zestoretic","Eletone","Lacrisert","Flonase Sensimist","Zebeta",
+"Cefepime","Primatene","Rajani","Ivacaftor","Norpace CR","Flurbiprofen","Antara","Opdivo","Doxorubicin","Edoxaban","Mycophenolic acid","Peridex",
+"Septra","Xalatan","Ribavirin","Eskalith","Deoxycholic acid","Rydapt","Procyclidine","Patanol","Torsemide","Myobloc","Gris-PEG","Halfan",
+"Lonox","Rythmol SR","Cyclafem 7 / 7 / 7","Luxiq","KneeRelief","CamreseLo","Avalide","Striverdi Respimat","Phenylephrine / pramoxine",
+"Cortizone-10","Capecitabine","Selexipag","Aluminum hydroxide / magnesium hydroxide / simethicone","Kemadrin","Esterified estrogens",
+"Ascorbic acid","Rogaine Men's Extra Strength","Plegridy","Zolpimist","Zorvolex","Junel Fe 24","Niacin / simvastatin",
+"Children's Dimetapp Decongestant Infant","Furadantin","Omnaris","Dextromethorphan / phenylephrine / pyrilamine","Sublimaze",
+"Rho (d) immune globulin","Yellow fever vaccine","Oxydose","Vectibix","Slo-Niacin","Bismuth subgallate","Renvela","Vospire ER","Caziant",
+"Humalog KwikPen","Pentoxifylline","depo-subQ provera 104","Ceritinib","Diphenhydramine / ibuprofen","Citrate of Magnesia","Xeloda","Venofer",
+"Coricidin HBP Cold & Flu","Uroxatral","Cefditoren","RadiaPlexRx","Zantryl","NovoLog Mix 70 / 30","Asthmanefrin","Lymphoseek","Prometrium",
+"Ceftibuten","Miltown","Allegra-D 12 Hour","Orajel","Maxifed DM","SalivaMAX","Propecia","Glucose","Tribenzor","Rythmol","Tev-Tropin","Cyclessa",
+"Epiduo Forte","Lamivudine / zidovudine","Cortef","Trilisate","Kerafoam","Latisse","Isoproterenol","Factive","Amikacin","Senokot S",
+"Calcium acetate","Cyclizine","Jakafi","Xeomin","BenzEFoam","Rosac","Coagulation factor ix","Olodaterol / tiotropium","Flagyl IV","Colace",
+"Ferrous gluconate","Halaven","Arixtra","Kaletra","Carmol 20","Moxeza","Navane","Rowasa","Motofen","Tyvaso","Apokyn","Sinequan","Fosamax",
+"Lovaza","Symlin","Urso","Prevident 5000 Plus","Salofalk","Vantin","Vicks Sinex 12-Hour Decongestant Nasal Spray","Risperdal M-Tab","Calan SR",
+"Mimvey","Rezira","AbobotulinumtoxinA","Brivaracetam","Stimate","Sterapred DS","Divigel","Axid","Tasimelteon","Cyklokapron",
+"Influenza virus vaccine, live, trivalent","Accolate","Enfuvirtide","Pegloticase","Florinef","Immune globulin intravenous","Nortrel 7 / 7 / 7",
+"Pletal","Mevacor","Zemaira","Menopur","Ritonavir","Adoxa","Levocarnitine","Methylin ER","Aspirin / caffeine","Feen-A-Mint","Coal tar","Eldepryl",
+"ZzzQuil","Temodar","Succinylcholine","Aliskiren / hydrochlorothiazide","Hydrochlorothiazide / irbesartan","Pemoline","Triple Antibiotic","Zaditor",
+"Pegaptanib","Afinitor","FiberCon","Cobicistat / darunavir","Calamine","Humalog","Dermatop","Pramlintide","Acetaminophen / phenylephrine","CoQ10",
+"Atacand","H.P. Acthar Gel","Naftin","Rozex","Blistex","Lactase","Meprobamate","Zecuity","Empagliflozin / metformin","Allergy DN PE","Guarana",
+"Maprotiline","FluMist",