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October 3, 2024 13:45
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5 AIML Hons: Natural Language Entity Extraction from Medical Reports.ipynb
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/Yugsolanki/8aff8da854f280bb48d40f65da487359/5-aiml-hons-natural-language-entity-extraction-from-medical-reports.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "Experiment 5<br>\n", | |
| "Yug Solanki<br>\n", | |
| "BE-4, 58<br>\n", | |
| "21UF16526CM057<br>\n", | |
| "[Colab Link🔗](https://colab.research.google.com/drive/1c_G59b7qCrfNi_xOA3bYpXNGsQaQKYM2?usp=sharing)" | |
| ], | |
| "metadata": { | |
| "id": "m17pc9btmA59" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "sQ6bU-jm5smo", | |
| "outputId": "e6654417-369e-4bf2-ec23-28adb7baa5a8" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Dataset URL: https://www.kaggle.com/datasets/tboyle10/medicaltranscriptions\n", | |
| "License(s): CC0-1.0\n", | |
| "Downloading medicaltranscriptions.zip to /content\n", | |
| " 0% 0.00/4.85M [00:00<?, ?B/s]\n", | |
| "100% 4.85M/4.85M [00:00<00:00, 57.3MB/s]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!kaggle datasets download -d tboyle10/medicaltranscriptions" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "7ITA3IQk5yZl", | |
| "outputId": "5dd143d4-6625-4102-d648-b81666426dac" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Archive: medicaltranscriptions.zip\n", | |
| " inflating: mtsamples.csv \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!unzip medicaltranscriptions.zip" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "u6oSTvdpEnjO" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Import necessary libraries\n", | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "from sklearn.model_selection import train_test_split\n", | |
| "from sklearn.metrics import classification_report\n", | |
| "import spacy\n", | |
| "from spacy import displacy\n", | |
| "import nltk\n", | |
| "from nltk.corpus import stopwords\n", | |
| "from wordcloud import WordCloud" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "xMXy9mA2EpFW", | |
| "outputId": "dcc4e1b4-e45e-4ad9-f098-975e1fdc7a5f" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", | |
| "[nltk_data] Unzipping corpora/stopwords.zip.\n", | |
| "[nltk_data] Downloading package punkt to /root/nltk_data...\n", | |
| "[nltk_data] Unzipping tokenizers/punkt.zip.\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "True" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Download necessary NLTK data\n", | |
| "nltk.download('stopwords')\n", | |
| "nltk.download('punkt')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "KZ16g7DOEpgu" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Load spaCy model\n", | |
| "nlp = spacy.load(\"en_core_web_sm\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "3z3R0QYREsCQ" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df = pd.read_csv('/content/mtsamples.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "jn06BB5TEzuG" | |
| }, | |
| "source": [ | |
| "# Display basic information about the dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "rsz6u3rxEuA1", | |
| "outputId": "939b80a6-888e-41c2-877e-e4711314ee70" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "RangeIndex: 4999 entries, 0 to 4998\n", | |
| "Data columns (total 6 columns):\n", | |
| " # Column Non-Null Count Dtype \n", | |
| "--- ------ -------------- ----- \n", | |
| " 0 Unnamed: 0 4999 non-null int64 \n", | |
| " 1 description 4999 non-null object\n", | |
| " 2 medical_specialty 4999 non-null object\n", | |
| " 3 sample_name 4999 non-null object\n", | |
| " 4 transcription 4966 non-null object\n", | |
| " 5 keywords 3931 non-null object\n", | |
| "dtypes: int64(1), object(5)\n", | |
| "memory usage: 234.5+ KB\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df.info()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "UeL6LcfsEwB_", | |
| "outputId": "36fa03b9-10ad-49c2-a6c0-76840c8fd289" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.google.colaboratory.intrinsic+json": { | |
| "summary": "{\n \"name\": \"df\",\n \"rows\": 4999,\n \"fields\": [\n {\n \"column\": \"Unnamed: 0\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1443,\n \"min\": 0,\n \"max\": 4998,\n \"num_unique_values\": 4999,\n \"samples\": [\n 84,\n 2470,\n 2804\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2348,\n \"samples\": [\n \" MRI left shoulder.\",\n \" Left heart catheterization with left ventriculography and selective coronary angiography. Percutaneous transluminal coronary angioplasty and stent placement of the right coronary artery.\",\n \" Iron deficiency anemia. She underwent a bone marrow biopsy which showed a normal cellular marrow with trilineage hematopoiesis.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"medical_specialty\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 40,\n \"samples\": [\n \" Ophthalmology\",\n \" Pediatrics - Neonatal\",\n \" Physical Medicine - Rehab\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sample_name\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2377,\n \"samples\": [\n \" Revocation Admission \",\n \" Bilateral Hip Pain \",\n \" Inguinal Hernia Repair - 4 \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"transcription\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2357,\n \"samples\": [\n \"SUBJECTIVE:, Patient presents with Mom and Dad for her 5-year 3-month well-child check. Family has not concerns stating patient has been doing well overall since last visit. Taking in a well-balanced diet consisting of milk and dairy products, fruits, vegetables, proteins and grains with minimal junk food and snack food. No behavioral concerns. Gets along well with peers as well as adults. Is excited to start kindergarten this upcoming school year. Does attend daycare. Normal voiding and stooling pattern. No concerns with hearing or vision. Sees the dentist regularly. Growth and development: Denver II normal passing all developmental milestones per age in areas of fine motor, gross motor, personal and social interaction and speech and language development. See Denver II form in the chart.,ALLERGIES:, None.,MEDICATIONS: , None.,FAMILY SOCIAL HISTORY:, Unchanged since last checkup. Lives at home with mother, father and sibling. No smoking in the home.,REVIEW OF SYSTEMS:, As per HPI; otherwise negative.,OBJECTIVE:,Vital Signs: Weight 43 pounds. Height 42-1/4 inches. Temperature 97.7. Blood pressure 90/64.,General: Well-developed, well-nourished, cooperative, alert and interactive 5-year -3month-old white female in no acute distress.,HEENT: Atraumatic, normocephalic. Pupils equal, round and reactive. Sclerae clear. Red reflex present bilaterally. Extraocular muscles intact. TMs clear bilaterally. Oropharynx: Mucous membranes moist and pink. Good dentition.,Neck: Supple, no lymphadenopathy.,Chest: Clear to auscultation bilaterally. No wheeze or crackles. Good air exchange.,Cardiovascular: Regular rate and rhythm. No murmur. Good pulses bilaterally.,Abdomen: Soft, nontender. Nondistended. Positive bowel sounds. No masses or organomegaly.,GU: Tanner I female genitalia. Femoral pulses equal bilaterally. No rash.,Extremities: Full range of motion. No cyanosis, clubbing or edema.,Back: Straight. No scoliosis.,Integument: Warm, dry and pink without lesions.,Neurological: Alert. Good muscle tone and strength. Cranial nerves II-XII grossly intact. DTRs 2+/4+ bilaterally.,ASSESSMENT/PLAN:,1. Well 5-year 3-month-old white female.,2. Anticipatory guidance for growth and diet development and safety issues as well as immunizations. Will receive MMR, DTaP and IPV today. Discussed risks and benefits as well as possible side effects and symptomatic treatment. Gave 5-year well-child check handout to mom. Completed school pre-participation physical. Copy in the chart. Completed vision and hearing screening. Reviewed results with family.,3. Follow up in one year for next well-child check or as needed for acute care.\",\n \"PREOPERATIVE DIAGNOSES: , Erythema of the right knee and leg, possible septic knee.,POSTOPERATIVE DIAGNOSES:, Erythema of the right knee superficial and leg, right septic knee ruled out.,INDICATIONS: , Mr. ABC is a 52-year-old male who has had approximately eight days of erythema over his knee. He has been to multiple institutions as an outpatient for this complaint. He has had what appears to be prepatellar bursa aspirated with little to no success. He has been treated with Kefzol and 1 g of Rocephin one point. He also reports, in the emergency department today, an attempt was made to aspirate his actual knee joint which was unsuccessful. Orthopedic Surgery was consulted at this time. Considering the patient's physical exam, there is a portal that would prove to be outside of the erythema that would be useful for aspiration of the knee. After discussion of risks and benefits, the patient elected to proceed with aspiration through the anterolateral portal of his knee joint.,PROCEDURE: ,The patient's right anterolateral knee area was prepped with Betadine times two and a 20-gauge spinal needle was used to approach the knee joint approximately 3 cm anterior and 2 cm lateral to the superolateral pole of the patella. The 20-gauge spinal needle was inserted and entered the knee joint. Approximately, 4 cc of clear yellow fluid was aspirated. The patient tolerated the procedure well.,DISPOSITION: , Based upon the appearance of this synovial fluid, we have a very low clinical suspicion of a septic joint. We will send this fluid to the lab for cell count, crystal exam, as well as culture and Gram stain. We will follow these results. After discussion with the emergency department staff, it appears that they tend to try to treat his erythema which appears to be cellulitis with IV antibiotics.\",\n \"REASON FOR CONSULT:, Depression.,HPI:, The patient is an 87-year-old white female admitted for low back pain status post hip fracture sustained a few days before Thanksgiving in 2006. The patient was diagnosed and treated for a T9 compression fraction with vertebroplasty. Soon after discharge, the patient was readmitted with severe mid low back pain and found to have a T8 compression fracture. This was also treated with vertebroplasty. The patient is now complaining of back pain that fluctuates at time, acknowledging her pain medication works but not all the time. Her pain is in her upper back around her shoulder blades. The patient says lying down with the heated pad lessens the pain and that any physical activity increases it. MRI on January 29, 2007, was positive for possible meningioma to the left of anterior box.,The patient reports of many depressive symptoms, has lost all interest in things she used to do (playing cards, reading). Has no energy to do things she likes, but does participate in physical therapy, cries often and what she believes for no reason. Does not see any future for herself. Reports not being able to concentrate on anything saying she gets distracted by thoughts of how she does not want to live anymore. Admits to decreased appetite, feeling depressed, and always wanting to be alone. Claims that before her initial hospitalization for her hip fracture, she was highly active, enjoyed living independently at Terrace. Denies suicidal ideations and homicidal ideations, but that she did not mind dying, and denies any manic symptoms including decreased need to sleep, inflated self-worth, and impulsivity. Denies auditory and visual hallucinations. No paranoid, delusions, or other abnormalities of thought content. Denies panic attacks, flashbacks, and other feelings of anxiety. Does admit to feeling restless at times. Is concerned with her physical appearance while in the hospital, i.e., her hair looking \\\"awful.\\\",PAST MEDICAL HISTORY:, Hypertension, cataracts, hysterectomy, MI, osteoporosis, right total knee replacement in April 2004, hip fracture, and newly diagnosed diabetes. No history of thyroid problems, seizures, strokes, or head injuries.,CURRENT MEDICATIONS:, Norvasc 10 mg p.o. daily, aspirin 81 mg p.o. daily, Lipitor 20 mg p.o. daily, Klonopin 0.5 mg p.o. b.i.d., digoxin 0.125 mg p.o. daily, Lexapro 10 mg p.o. daily, TriCor 145 mg p.o. each bedtime, Lasix 20 mg p.o. daily, Ismo 20 mg p.o. daily, lidocaine patch, Zestril, Prinivil 40 mg p.o. daily, Lopressor 75 mg p.o. b.i.d., Starlix 120 mg p.o. t.i.d., Pamelor 25 mg p.o. each bedtime, polyethylene glycol 17 g p.o. every other day, potassium chloride 20 mEq p.o. t.i.d., Norco one tablet p.o. q.4h. p.r.n., Zofran 4 mg IV q.6h.,HOME MEDICATIONS:, Unknown.,ALLERGIES:, CODEINE (HALLUCINATIONS).,FAMILY MEDICAL HISTORY:, Unremarkable.,PAST PSYCHIATRIC HISTORY:, Unremarkable. Never taken any psychiatric medications or have ever had a family member with psychiatric illness.,SOCIAL/DEVELOPMENTAL HISTORY:, Unremarkable childhood. Married for 40 plus years, widowed in 1981. Worked as administrative assistant in UTMB Hospitals VP's office. Two children. Before admission, lived in the Terrace Independent Living Center. Was happy and very active while living there. Had friends in the Terrace and would not mind going back there after discharge. Occasional glass of wine at dinner. Denies ever using illicit drugs and tobacco.,MENTAL STATUS EXAM:, The patient is an 87-year-old white female with appropriate appearance, wearing street clothes while lying in bed with her eyes tightly closed. Slight decrease in motor activity. Normal eye contact. Speech, low volume and rate. Good articulation and inflexion. Normal concentration. Mood, labile, tearful at times, depressed, then euthymic. Affect, mood congruent, full range. Thought process, logical and goal directed. Thought content, no delusions, suicidal or homicidal ideations. Perception, no auditory or visual hallucinations. Sensorium, alert, and oriented x3. Memory, fair. Information and intelligence, average. Judgment and insight, fair.,MINI MENTAL STATUS EXAM,: A 28/30. Could not remember two out of the three recalled words.,ASSESSMENT:, The patient is an 87-year-old white female with recent history of hip fracture and two thoracic compression fractures. The patient reports being high functioning prior to admission and says her depression symptoms have occurred while being in the hospital.,Axis I: Major depression disorder.,Axis II: Deferred.,Axis III: Osteoporosis, hypertension, hip fracture, possible diabetes, meningioma, MI, and right total knee replacement.,Axis IV: Lives independently at Terrace, difficulty walking, hospitalization.,Axis V: 45.,PLAN:, Continue Lexapro 10 mg daily and Pamelor 25 mg each bedtime monitor for adverse effects of TCA and worsening of depressive symptoms. Discussed about possible inpatient psychiatric care.,Thank you for the consultation.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"keywords\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3849,\n \"samples\": [\n \"surgery, extensor tendon laceration, bier block, pip joint, extensor tendon, tendon, repair, finger, laceration, extensor,\",\n \"surgery, scrotal incision, right vas, bleeding, anesthesia, vasectomy\",\n \"radiology, i-125 implantation, tumor, prostate, prostate brachytherapy, implantationNOTE,: Thesetranscribed medical transcription sample reports and examples are provided by various users andare for reference purpose only. MTHelpLine does not certify accuracy and quality of sample reports.These transcribed medical transcription sample reports may include some uncommon or unusual formats;this would be due to the preference of the dictating physician. All names and dates have beenchanged (or removed) to keep confidentiality. Any resemblance of any type of name or date orplace or anything else to real world is purely incidental.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", | |
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| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Unnamed: 0</th>\n", | |
| " <th>description</th>\n", | |
| " <th>medical_specialty</th>\n", | |
| " <th>sample_name</th>\n", | |
| " <th>transcription</th>\n", | |
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| " <td>A 23-year-old white female presents with comp...</td>\n", | |
| " <td>Allergy / Immunology</td>\n", | |
| " <td>Allergic Rhinitis</td>\n", | |
| " <td>SUBJECTIVE:, This 23-year-old white female pr...</td>\n", | |
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| " <th>1</th>\n", | |
| " <td>1</td>\n", | |
| " <td>Consult for laparoscopic gastric bypass.</td>\n", | |
| " <td>Bariatrics</td>\n", | |
| " <td>Laparoscopic Gastric Bypass Consult - 2</td>\n", | |
| " <td>PAST MEDICAL HISTORY:, He has difficulty climb...</td>\n", | |
| " <td>bariatrics, laparoscopic gastric bypass, weigh...</td>\n", | |
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| " <th>2</th>\n", | |
| " <td>2</td>\n", | |
| " <td>Consult for laparoscopic gastric bypass.</td>\n", | |
| " <td>Bariatrics</td>\n", | |
| " <td>Laparoscopic Gastric Bypass Consult - 1</td>\n", | |
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| " <td>2-D Echocardiogram</td>\n", | |
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| " <td>2-D Echocardiogram - 2</td>\n", | |
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| " box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
| " filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
| " fill: #FFFFFF;\n", | |
| " }\n", | |
| " </style>\n", | |
| "\n", | |
| " <script>\n", | |
| " const buttonEl =\n", | |
| " document.querySelector('#df-f37b0964-b6a5-4321-83f4-bc6504a479a3 button.colab-df-convert');\n", | |
| " buttonEl.style.display =\n", | |
| " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
| "\n", | |
| " async function convertToInteractive(key) {\n", | |
| " const element = document.querySelector('#df-f37b0964-b6a5-4321-83f4-bc6504a479a3');\n", | |
| " const dataTable =\n", | |
| " await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
| " [key], {});\n", | |
| " if (!dataTable) return;\n", | |
| "\n", | |
| " const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
| " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
| " + ' to learn more about interactive tables.';\n", | |
| " element.innerHTML = '';\n", | |
| " dataTable['output_type'] = 'display_data';\n", | |
| " await google.colab.output.renderOutput(dataTable, element);\n", | |
| " const docLink = document.createElement('div');\n", | |
| " docLink.innerHTML = docLinkHtml;\n", | |
| " element.appendChild(docLink);\n", | |
| " }\n", | |
| " </script>\n", | |
| " </div>\n", | |
| "\n", | |
| "\n", | |
| "<div id=\"df-cbc00023-070c-4eca-b0e6-5e7abd3bfcad\">\n", | |
| " <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cbc00023-070c-4eca-b0e6-5e7abd3bfcad')\"\n", | |
| " title=\"Suggest charts\"\n", | |
| " style=\"display:none;\">\n", | |
| "\n", | |
| "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
| " width=\"24px\">\n", | |
| " <g>\n", | |
| " <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n", | |
| " </g>\n", | |
| "</svg>\n", | |
| " </button>\n", | |
| "\n", | |
| "<style>\n", | |
| " .colab-df-quickchart {\n", | |
| " --bg-color: #E8F0FE;\n", | |
| " --fill-color: #1967D2;\n", | |
| " --hover-bg-color: #E2EBFA;\n", | |
| " --hover-fill-color: #174EA6;\n", | |
| " --disabled-fill-color: #AAA;\n", | |
| " --disabled-bg-color: #DDD;\n", | |
| " }\n", | |
| "\n", | |
| " [theme=dark] .colab-df-quickchart {\n", | |
| " --bg-color: #3B4455;\n", | |
| " --fill-color: #D2E3FC;\n", | |
| " --hover-bg-color: #434B5C;\n", | |
| " --hover-fill-color: #FFFFFF;\n", | |
| " --disabled-bg-color: #3B4455;\n", | |
| " --disabled-fill-color: #666;\n", | |
| " }\n", | |
| "\n", | |
| " .colab-df-quickchart {\n", | |
| " background-color: var(--bg-color);\n", | |
| " border: none;\n", | |
| " border-radius: 50%;\n", | |
| " cursor: pointer;\n", | |
| " display: none;\n", | |
| " fill: var(--fill-color);\n", | |
| " height: 32px;\n", | |
| " padding: 0;\n", | |
| " width: 32px;\n", | |
| " }\n", | |
| "\n", | |
| " .colab-df-quickchart:hover {\n", | |
| " background-color: var(--hover-bg-color);\n", | |
| " box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
| " fill: var(--button-hover-fill-color);\n", | |
| " }\n", | |
| "\n", | |
| " .colab-df-quickchart-complete:disabled,\n", | |
| " .colab-df-quickchart-complete:disabled:hover {\n", | |
| " background-color: var(--disabled-bg-color);\n", | |
| " fill: var(--disabled-fill-color);\n", | |
| " box-shadow: none;\n", | |
| " }\n", | |
| "\n", | |
| " .colab-df-spinner {\n", | |
| " border: 2px solid var(--fill-color);\n", | |
| " border-color: transparent;\n", | |
| " border-bottom-color: var(--fill-color);\n", | |
| " animation:\n", | |
| " spin 1s steps(1) infinite;\n", | |
| " }\n", | |
| "\n", | |
| " @keyframes spin {\n", | |
| " 0% {\n", | |
| " border-color: transparent;\n", | |
| " border-bottom-color: var(--fill-color);\n", | |
| " border-left-color: var(--fill-color);\n", | |
| " }\n", | |
| " 20% {\n", | |
| " border-color: transparent;\n", | |
| " border-left-color: var(--fill-color);\n", | |
| " border-top-color: var(--fill-color);\n", | |
| " }\n", | |
| " 30% {\n", | |
| " border-color: transparent;\n", | |
| " border-left-color: var(--fill-color);\n", | |
| " border-top-color: var(--fill-color);\n", | |
| " border-right-color: var(--fill-color);\n", | |
| " }\n", | |
| " 40% {\n", | |
| " border-color: transparent;\n", | |
| " border-right-color: var(--fill-color);\n", | |
| " border-top-color: var(--fill-color);\n", | |
| " }\n", | |
| " 60% {\n", | |
| " border-color: transparent;\n", | |
| " border-right-color: var(--fill-color);\n", | |
| " }\n", | |
| " 80% {\n", | |
| " border-color: transparent;\n", | |
| " border-right-color: var(--fill-color);\n", | |
| " border-bottom-color: var(--fill-color);\n", | |
| " }\n", | |
| " 90% {\n", | |
| " border-color: transparent;\n", | |
| " border-bottom-color: var(--fill-color);\n", | |
| " }\n", | |
| " }\n", | |
| "</style>\n", | |
| "\n", | |
| " <script>\n", | |
| " async function quickchart(key) {\n", | |
| " const quickchartButtonEl =\n", | |
| " document.querySelector('#' + key + ' button');\n", | |
| " quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
| " quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
| " try {\n", | |
| " const charts = await google.colab.kernel.invokeFunction(\n", | |
| " 'suggestCharts', [key], {});\n", | |
| " } catch (error) {\n", | |
| " console.error('Error during call to suggestCharts:', error);\n", | |
| " }\n", | |
| " quickchartButtonEl.classList.remove('colab-df-spinner');\n", | |
| " quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", | |
| " }\n", | |
| " (() => {\n", | |
| " let quickchartButtonEl =\n", | |
| " document.querySelector('#df-cbc00023-070c-4eca-b0e6-5e7abd3bfcad button');\n", | |
| " quickchartButtonEl.style.display =\n", | |
| " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
| " })();\n", | |
| " </script>\n", | |
| "</div>\n", | |
| "\n", | |
| " </div>\n", | |
| " </div>\n" | |
| ], | |
| "text/plain": [ | |
| " Unnamed: 0 description \\\n", | |
| "0 0 A 23-year-old white female presents with comp... \n", | |
| "1 1 Consult for laparoscopic gastric bypass. \n", | |
| "2 2 Consult for laparoscopic gastric bypass. \n", | |
| "3 3 2-D M-Mode. Doppler. \n", | |
| "4 4 2-D Echocardiogram \n", | |
| "\n", | |
| " medical_specialty sample_name \\\n", | |
| "0 Allergy / Immunology Allergic Rhinitis \n", | |
| "1 Bariatrics Laparoscopic Gastric Bypass Consult - 2 \n", | |
| "2 Bariatrics Laparoscopic Gastric Bypass Consult - 1 \n", | |
| "3 Cardiovascular / Pulmonary 2-D Echocardiogram - 1 \n", | |
| "4 Cardiovascular / Pulmonary 2-D Echocardiogram - 2 \n", | |
| "\n", | |
| " transcription \\\n", | |
| "0 SUBJECTIVE:, This 23-year-old white female pr... \n", | |
| "1 PAST MEDICAL HISTORY:, He has difficulty climb... \n", | |
| "2 HISTORY OF PRESENT ILLNESS: , I have seen ABC ... \n", | |
| "3 2-D M-MODE: , ,1. Left atrial enlargement wit... \n", | |
| "4 1. The left ventricular cavity size and wall ... \n", | |
| "\n", | |
| " keywords \n", | |
| "0 allergy / immunology, allergic rhinitis, aller... \n", | |
| "1 bariatrics, laparoscopic gastric bypass, weigh... \n", | |
| "2 bariatrics, laparoscopic gastric bypass, heart... \n", | |
| "3 cardiovascular / pulmonary, 2-d m-mode, dopple... \n", | |
| "4 cardiovascular / pulmonary, 2-d, doppler, echo... " | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "K8UypuKJE9et" | |
| }, | |
| "source": [ | |
| "# Data Preprocessing" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "yaYBFl6YE2Rv" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Preprocess the text\n", | |
| "def preprocess_text(text):\n", | |
| " if pd.isna(text):\n", | |
| " return \"\"\n", | |
| " if not isinstance(text, str):\n", | |
| " text = str(text)\n", | |
| " doc = nlp(text)\n", | |
| " tokens = [token.text.lower() for token in doc if not token.is_stop and not token.is_punct]\n", | |
| " return \" \".join(tokens)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "YA0-xK1UFE93" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Apply preprocessing and handle errors\n", | |
| "df['processed_text'] = df['transcription'].apply(lambda x: preprocess_text(x) if pd.notna(x) else \"\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "XIZdspStFKJq" | |
| }, | |
| "source": [ | |
| "# Entity Extraction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "h3D7Fyq5FG4B" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def extract_entities(text):\n", | |
| " if pd.isna(text) or text == \"\":\n", | |
| " return []\n", | |
| " doc = nlp(text)\n", | |
| " entities = [(ent.text, ent.label_) for ent in doc.ents]\n", | |
| " return entities" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "mMKC3j_wFOXg" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Apply entity extraction to a sample of the dataset\n", | |
| "sample_size = min(100, len(df)) # Adjust sample size based on computational resources\n", | |
| "df_sample = df.sample(sample_size, random_state=42)\n", | |
| "df_sample['entities'] = df_sample['transcription'].apply(extract_entities)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "Zsde-igJFQ2x", | |
| "outputId": "ff9f1f94-f09a-4af7-b7df-6951ea1e0c8b" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " transcription \\\n", | |
| "84 OPERATIVE NOTE: ,The patient was taken to the... \n", | |
| "2470 VITAL SIGNS:, Reveal a blood pressure of *, t... \n", | |
| "2804 HISTORY: , Neurologic consultation was request... \n", | |
| "4987 ANATOMICAL SUMMARY,1. Sharp force wound of nec... \n", | |
| "4924 INDICATIONS FOR PROCEDURE:, The patient has pr... \n", | |
| "\n", | |
| " entities \n", | |
| "84 [(about 3 mm, QUANTITY), (8, CARDINAL), (12, C... \n", | |
| "2470 [(Funduscopic, GPE), (Tympanic, DATE), (Trache... \n", | |
| "2804 [(3-year 3 months old, DATE), (XYZ, ORG), (UCS... \n", | |
| "4987 [(wounds).,NOTES, PRODUCT), (PROCEDURES,1, ORG... \n", | |
| "4924 [(subclavian, NORP), (250 cm, QUANTITY), (seco... \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Display sample results\n", | |
| "print(df_sample[['transcription', 'entities']].head())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "RMvIDVYYFRRx" | |
| }, | |
| "source": [ | |
| "# Data Visualization" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "qvuO6KM3FT23" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Entity frequency visualization\n", | |
| "entity_freq = {}\n", | |
| "for entities in df_sample['entities']:\n", | |
| " for entity, label in entities:\n", | |
| " if label not in entity_freq:\n", | |
| " entity_freq[label] = 1\n", | |
| " else:\n", | |
| " entity_freq[label] += 1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "hZ3asfLkFVaP", | |
| "outputId": "47b4c182-cf56-4c9e-e94a-ada75ad2117a" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1200x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(12, 6))\n", | |
| "sns.barplot(x=list(entity_freq.keys()), y=list(entity_freq.values()))\n", | |
| "plt.title('Frequency of Entity Types')\n", | |
| "plt.xlabel('Entity Type')\n", | |
| "plt.ylabel('Frequency')\n", | |
| "plt.xticks(rotation=45)\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "HJrkDcw1FW5I", | |
| "outputId": "6051c26c-b710-4e5a-8dff-faf86f520e9e" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Word cloud of medical terms\n", | |
| "medical_text = \" \".join(df['processed_text'])\n", | |
| "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(medical_text)\n", | |
| "plt.figure(figsize=(10, 5))\n", | |
| "plt.imshow(wordcloud, interpolation='bilinear')\n", | |
| "plt.axis('off')\n", | |
| "plt.title('Word Cloud of Medical Terms')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "BJmAvw6tFYOq" | |
| }, | |
| "source": [ | |
| "# Data Analysis" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "Hn6xDYLnFbYi", | |
| "outputId": "00fe99b5-2a2c-481d-8f36-1dbe85d544e6" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Correlation between document length and number of entities: 0.79\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Analyze correlation between document length and number of entities\n", | |
| "df_sample['doc_length'] = df_sample['transcription'].apply(lambda x: len(str(x)) if pd.notna(x) else 0)\n", | |
| "df_sample['entity_count'] = df_sample['entities'].apply(len)\n", | |
| "\n", | |
| "correlation = df_sample['doc_length'].corr(df_sample['entity_count'])\n", | |
| "print(f\"Correlation between document length and number of entities: {correlation:.2f}\")\n", | |
| "\n", | |
| "plt.figure(figsize=(10, 6))\n", | |
| "sns.scatterplot(x='doc_length', y='entity_count', data=df_sample)\n", | |
| "plt.title('Document Length vs Number of Entities')\n", | |
| "plt.xlabel('Document Length')\n", | |
| "plt.ylabel('Number of Entities')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "RijSt3goFe47", | |
| "outputId": "4c147b61-24ae-415f-de31-a445a2b29ad1" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1200x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Analyze distribution of medical specialties\n", | |
| "specialty_counts = df['medical_specialty'].value_counts()\n", | |
| "plt.figure(figsize=(12, 6))\n", | |
| "sns.barplot(x=specialty_counts.index[:10], y=specialty_counts.values[:10])\n", | |
| "plt.title('Top 10 Medical Specialties')\n", | |
| "plt.xlabel('Medical Specialty')\n", | |
| "plt.ylabel('Count')\n", | |
| "plt.xticks(rotation=45)\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "jZ0vOR1cFhvC" | |
| }, | |
| "source": [ | |
| "# Entity Visualization" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "TP6YppN-FkKq", | |
| "outputId": "6515e7cc-a638-4658-bd7a-ef6f50177a61" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">OPERATIVE NOTE: ,The patient was taken to the operating room and was placed in the supine position on the operating room table. A general inhalation anesthetic was administered. The patient was prepped and draped in the usual sterile fashion. The urethral meatus was calibrated with a small mosquito hemostat and was gently dilated. Next a midline ventral type incision was made opening the meatus. This was done after clamping the tissue to control bleeding. The meatus was opened for \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " about 3 mm\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">QUANTITY</span>\n", | |
| "</mark>\n", | |
| ". Next the meatus was calibrated and easily calibrated from \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " 8\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n", | |
| "</mark>\n", | |
| " to \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " 12\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n", | |
| "</mark>\n", | |
| " \n", | |
| "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " French\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n", | |
| "</mark>\n", | |
| " with bougie sounds. Next the mucosal edges were everted and reapproximated to the glans skin edges with \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " approximately five\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n", | |
| "</mark>\n", | |
| " interrupted \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " 6\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n", | |
| "</mark>\n", | |
| "-0 \n", | |
| "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " Vicryl\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n", | |
| "</mark>\n", | |
| " sutures. The meatus still calibrated \n", | |
| "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " between 10 and 12\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n", | |
| "</mark>\n", | |
| " \n", | |
| "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " French\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LANGUAGE</span>\n", | |
| "</mark>\n", | |
| ". \n", | |
| "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n", | |
| " Antibiotic\n", | |
| " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n", | |
| "</mark>\n", | |
| " ointment was applied. The procedure was terminated. The patient was awakened and returned to the recovery room in stable condition.</div></span>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Visualize entities in a sample text\n", | |
| "sample_text = df_sample['transcription'].iloc[0]\n", | |
| "if pd.notna(sample_text):\n", | |
| " doc = nlp(sample_text)\n", | |
| " displacy.render(doc, style=\"ent\", jupyter=True)\n", | |
| "else:\n", | |
| " print(\"The selected sample text is empty or NaN. Please choose another sample.\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "9AX2_Jp-FmaL" | |
| }, | |
| "source": [ | |
| "# Conclusion and Next Steps" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "background_save": true | |
| }, | |
| "id": "9663l9GWFpcM", | |
| "outputId": "074d4e9d-061d-4028-f884-8d45c911bdd1" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Experiment Conclusions:\n", | |
| "1. We successfully extracted entities from medical reports using spaCy.\n", | |
| "2. The most common entity types were: QUANTITY, CARDINAL, NORP, ORG, LANGUAGE\n", | |
| "3. There is a 0.79 correlation between document length and number of entities.\n", | |
| "4. The word cloud reveals common medical terms in the dataset.\n", | |
| "5. The top medical specialty in the dataset is: Surgery\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(\"Experiment Conclusions:\")\n", | |
| "print(\"1. We successfully extracted entities from medical reports using spaCy.\")\n", | |
| "print(\"2. The most common entity types were: \", \", \".join(list(entity_freq.keys())[:5]))\n", | |
| "print(f\"3. There is a {correlation:.2f} correlation between document length and number of entities.\")\n", | |
| "print(\"4. The word cloud reveals common medical terms in the dataset.\")\n", | |
| "print(\"5. The top medical specialty in the dataset is: \", specialty_counts.index[0])" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "accelerator": "GPU", | |
| "colab": { | |
| "gpuType": "T4", | |
| "provenance": [], | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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