TF-IDF and MESH.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows how to use a part of tfidf_mesh module. Not all methods are displayed here, however, all methods are documented."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Dermatology': 'Deri ve Zührevi Hastalıkları (Cildiye)', 'Internal Medicine': 'İç Hastalıkları (Dahiliye)', 'Neurology': 'Nöroloji', 'Obstetrics & Gynecology': 'Kadın Hastalıkları ve Doğum', 'Ophthalmology': 'Göz Hastalıkları', 'Orthopaedic Surgery': 'Ortopedi ve Travmatoloji', 'Otolaryngology': 'Kulak Burun Boğaz Hastalıkları', 'Pediatrics': 'Çocuk Sağlığı ve Hastalıkları', 'Psychiatry': 'Ruh Sağlığı ve Hastalıkları', 'Radiology-Diagnostic': 'Radyoloji', 'Surgery-General': 'Genel Cerrahi', 'Urology': 'Üroloji'}\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tfidf_mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get data and seperate classes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select data either use old iCliniq data (7100 instances) or new one (9800~ instances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# old data\n",
    "# dataColumn = \"question\"\n",
    "# fold0trainRaw = pandas.read_csv(\"Data/fold_0_train_tr.csv\", encoding=\"utf-8\")\n",
    "# fold0testRaw = pandas.read_csv(\"Data/fold_0_test_tr.csv\")\n",
    "# fold0trainData = np.hstack((fold0trainRaw[dataColumn].values.reshape(-1,1),fold0trainRaw[\"category2\"].values.reshape(-1,1)))\n",
    "# fold0testData = np.hstack((fold0testRaw[dataColumn].values.reshape(-1,1),fold0testRaw[\"category2\"].values.reshape(-1,1)))\n",
    "# fold0ClassDict = DataLoader.DataHandler.getUniqueClassMapDict(fold0testData[:,1])\n",
    "# classList = [key for key,value in fold0ClassDict.items()]\n",
    "\n",
    "\n",
    "# new data that is larger with 9800~ data instances\n",
    "trainData = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_train_questions.npy\")\n",
    "trainTarget = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_train_target.npy\")\n",
    "testData = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_test_questions.npy\")\n",
    "testTarget = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_test_target.npy\")\n",
    "trainData_raw = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_train_questions_raw.npy\")\n",
    "testData_raw = np.load(\"data//iCliniq//iCliniq_14K//icliniq_14k_test_questions_raw.npy\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "classDict = tfidf_mesh.classDict\n",
    "classList = tfidf_mesh.classList\n",
    "reverse_class_dict = tfidf_mesh.reverse_class_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train data finished\n",
      "test data finished6\n"
     ]
    }
   ],
   "source": [
    "# Get data_dict for data. \n",
    "data_dict = tfidf_mesh.get_data_dict(trainData_raw, trainTarget, testData_raw, testTarget, reverse_class_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = tfidf_mesh.get_word_counts()\n",
    "tfidf_mesh.plot_confusion_matrix(results.astype(\"uint8\"), classes=classList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['      any enlargement of the abdomen ( belly, stomach area); abdomen may feel tight, swollen, hard, or bloated',\n",
       "       '      sensation of discomfort, distress, or agony in the abdominal region; generally associated with functional disorders, tissue injuries, or diseases.',\n",
       "       '      any change in the skin, including color change, texture change, bumps or blisters, peeling, easy bruising, scaling, etc. ',\n",
       "       '      any changes to the tongue&#x27;s appearance, including change in color ( white patches on tongue, red tongue) or texture  ( rough appearing tongue)',\n",
       "       '      any change in the desire to eat; appetite may be increased or decreased, or you may have cravings for unusual foods or objects (such as ice or dirt)',\n",
       "       '      a significant increase or decrease in body temperature; when measured with an oral thermometer, a temperature above 100.4°f (38°c) or below 95°f (35°c) is considered abnormal',\n",
       "       '      any new sounds heard when breathing in or out, including wheezing (high pitched whistling), clicking, crackling, rattling, bubbling, or stridor (a harsh, vibrating sound)',\n",
       "       '      any change in the natural color of the lips, including paleness, blue tint, redness or irritation, or areas of white plaques overlying skin',\n",
       "       '      any change in the appearance of the eyeball itself or the eye socket; or any changes in vision or strange objects in your visual field',\n",
       "       '      any unusually delayed or early signs of development in a child, including height, weight, signs of puberty (periods, pubic hair, breast development), speech, crawling/walking, socializing, etc.',\n",
       "       '      regularly making movements that are unwanted but difficult to stop, such as sudden jerks, twisting or squirming of the hands, tensing of the muscles, shaking, twitching, grimacing, or lip smacking',\n",
       "       '      any new changes in eyelid movement, including non-purposeful spasms or twitching, loss of ability to move the eyelids, drooping eyelids, etc.',\n",
       "       '      ',\n",
       "       '      a major change in the shape of the ears compared to the average shape of ears; may be born with it  ( abnormally small ears) or acquire it later ( piece of ear cut off)',\n",
       "       '      unusual appearing sputum ( phlegm) produced when coughing or from runny nose (sputum is normally clear or straw colored and sticky); may be green, blood-tinged, foul smelling, etc. ',\n",
       "       '      any change in the color, smell, or consistency of urine ( red or bloody, dark yellow or brown, foul or sweet smelling, watery, containing mucus or blood clots, etc.)',\n",
       "       '      either never having a menstrual period ( the period) in a girl over the age of 15 or missing a period for 3 months in a row after having had a regular period for the previous 9 months in a row',\n",
       "       '      continuing to drink alcohol despite it causing problems in your life ( arrests, problems in your career or relationships, health)',\n",
       "       '      pain or discomfort across most of the body, often described as throbbing or aching of the muscles, or generally feeling fatigued or tired',\n",
       "       '      skin condition occurring in all ages, appearing as raised, oily red bumps, sometimes with scaling, whiteheads, or blackheads; typically on the face, upper chest, or back',\n",
       "       '      the immune system abnormally responding to something you ate, touched, or were bitten by; typically appears as skin rash, runny nose, itchiness, red or swollen eyes, throat swelling, etc. ',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the ankles that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the ankle; may appear as a defined lump inside of the ankle when pressing down, or one ankle appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt where the leg meets the foot; often worse when walking',\n",
       "       '      either pain when moving or inability to move ankles to the normal degree in all the usual directions of movement',\n",
       "       '      enlargement of the ankle joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the ankle joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the ankle, including pain or soreness, weakness, visible bleeding in the joint, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength or feeling of instability in the ankles; often noticed as the ankle suddenly giving way when walking or getting up',\n",
       "       '      recurrently acting in a way that lacks consideration for other people or society, either intentionally or negligently; includes breaking the law, lying, stealing, manipulating others, disregarding others&#x27; safety, not showing remorse',\n",
       "       '      overly intense feeling of worry, nervousness, or unease, often described as feeling trapped. may cause other symptoms, like sweating, irritability, sleep problems, nausea, or trouble breathing',\n",
       "       '      a short period of not breathing on your own, often occurring during sleep and causing you to wake up gasping for air',\n",
       "       '      loss of ability to perform certain organized, purposeful movements, despite full muscle strength and desire to carry them out; examples include difficulty forming words, dressing, tapping fingers, grasping objects, or opening eyelids',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the arms that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the arm; may appear as a defined lump inside of the arm when pressing down, or one arm appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt above the wrist and below the shoulder',\n",
       "       '      either pain when moving or inability to move the arms to the normal degree in all the usual directions of movement',\n",
       "       '      swelling under the skin of the arms, wrists, or hands; area may be red, warm, or throbbing; skin may feel stretched and a white imprint may remain temporarily when the skin is pressed down upon',\n",
       "       '      any new change in feeling or function of the upper limbs (from shoulder to wrist), including pain or soreness, weakness, numbness, tingling, misshapenness, enlargement, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease or lack of muscle strength in the arm or arms. often noticed when lifting, pulling, or pushing objects',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the back that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the back; may appear as a defined lump inside of the back when pressing down, or one side of the back appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( pounding, pressure, throbbing, sharp, piercing, achy) felt anywhere on the back from the shoulders to the buttocks',\n",
       "       '      either pain when moving or inability to move the back to the normal degree in all the usual directions of movement',\n",
       "       '      increased size of all or part of the back; may be due to swelling of the skin (may feel tight, red, warm, or throbbing) or the spine (enlargement of spinal joints), or from lumps inside of the back felt when pressing down',\n",
       "       '      any new change in feeling or function of the back (from shoulders to buttocks), including pain or soreness, weakness, spasms, cramps, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength in the back; may be noticed as tiring out when sitting or standing up straight or difficulty doing pull-ups',\n",
       "       '      non-purposeful urination while sleeping after age 6 or 7 or after a sustained period of not wetting the bed',\n",
       "       '      an unexplained change in a person&#x27;s normal behavior, such as unusual outbursts, not performing usual responsibilities, hallucinations, depression, wandering around lost, aggression, confusion, etc. ',\n",
       "       '      abnormal collection of tissue originating from the bladder; may sometimes be felt as a lump when pressing externally on the lower belly or internally through the rectum or vagina',\n",
       "       '      blood coming from the ear, either from a cut or scratch on the outside of the ear, or from within the ear canal',\n",
       "       '      any blood either coming out of the eye socket and dripping down the face or within the eyeball itself',\n",
       "       '      any bleeding coming from the gums (soft tissue surrounding teeth), either in large quantities or noticed after spitting out water following flossing or brushing teeth',\n",
       "       '      any bleeding coming from within the mouth (teeth, gums, inside of cheeks, tongue, roof of mouth), either in large quantities or noticed when spitting out water',\n",
       "       '      any fluid coming out of a woman&#x27;s nipple (except for milk when pregnant or breast-feeding); may be milky, bloody, yellow, brown, or green',\n",
       "       '      any bleeding coming from a mole (a small growth on the skin, usually pink, tan, or brown, with a distinct edge)',\n",
       "       '      lack of vision or inability to see, either totally (no perception of light) or partially (able to see some blurred light but not discrete objects), either in all or part of your field of vision',\n",
       "       '      blood clots coming from the vagina during menstrual period ( the period); clots often appear as clumps of solid, red or black jelly',\n",
       "       '      blood found in stool ( feces or poop); may appear as bright red streaks in stool, red or maroon colored liquid stool, blood clots (appear as clumps of solid red or black jelly), or even dark, thick, and sticky stool',\n",
       "       '      blood found in the urine; may appear as diffusely pink or red urine or as clots (appear as clumps of solid red or black jelly) or streaks of red',\n",
       "       '      pain originating from the bones due to disease may feel deep, dull or achy, and difficult to locate; bone pain caused by an injury may feel sharp and the pain may worsen when putting pressure on that area',\n",
       "       '      condition in which, when attempting to stand straight with the ankles touching, either the knees point inwards and touch each other, or the legs bow outwards away from each other',\n",
       "       '      a feeling that breathing is more rapid than usual when at rest; by definition taking in more than 20 breaths per minute',\n",
       "       \"      dyspnea (/d?sp'ni??/ disp-nee-?; also dyspnoea; latin: dyspnoea; greek: ????????, dyspnoia), shortness of breath (sob), or air hunger, is the subjective symptom of breathlessness.\",\n",
       "       '      a common symptom and usually harmless, though often a cause of concern for sexually-transmitted disease in affected men. the appearance of the bumps help to determine its cause.',\n",
       "       '      an unpleasant feeling or discomfort felt in the belly or belly, typically right around the bottom of the rib cage on the front; may feel like burning or heat; often occurs with indigestion',\n",
       "       '      an unpleasant feeling or discomfort felt in the chest, typically right around the bottom of the rib cage or under the breastbone; may feel like burning or heat, often occurs with indigestion',\n",
       "       '      any recent change in a pre-existing mole ( a darkened spot of skin, often slightly raised), either in size, color, or texture',\n",
       "       '      any changes in bowel movements, including the number of movements per day, frequent urges, inability to control bowel movements, increased straining or pain during bowel movements, etc. ',\n",
       "       '      stool ( feces or poop) looking different than usual, either in color ( red or green), consistency ( more liquid or solid), or contents ( mucus)',\n",
       "       '      any new change in feeling or function of the chest, including pain, pressure, tightness, heaviness, congestion, difficulty breathing,  tingling,  numbness, swelling, redness, itching, warmth, etc. ',\n",
       "       '      an uncomfortable feeling of pressure or squeezing in the chest, typically felt under the breastbone; often described as an elephant sitting on my chest',\n",
       "       '      sudden feeling of being cold when others do not feel cold; often leads to shivering or pale skin; often occurs with fever, despite actual body temperature being elevated',\n",
       "       '      loss of transparency of the colored portion of the eyeball; may appear as a hazy, cloudy, or smudged appearance of the colored portion of the eyeball',\n",
       "       '      a feeling of stuffiness in the chest due to built up mucus or phlegm in the lungs; chest may feel like a rubber band is tied around it and that it is difficult to breath; coughing up mucus or phlegm is a related symptom',\n",
       "       '      bowel movements that occur less often than usual or are harder to pass',\n",
       "       '      feeling of stuffiness or congestion within the nose and back of the throat, often caused by mucus or phlegm from the common cold',\n",
       "       '      a quick burst of air from the lungs usually in an attempt by the body to clear out mucus ( phlegm) or something blocking the airways',\n",
       "       '      sticky fluid (white, clear, light green, light yellow, or light brown) coming from the back of your throat after coughing',\n",
       "       '      a sudden, non-purposeful contraction or tensing of muscles that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      the eyes not being aligned with each other when looking at an object (one eye may be looking at the object while the other eye may be aiming somewhere else); may cause double vision',\n",
       "       '      a decrease in hunger or desire to eat even after not eating for long periods of time; may be due to nausea, fatigue, low mood (and inability to enjoy things you normally do), etc.',\n",
       "       '      feeling a heartbeat or pulse that is slower than usual. by definition, a heartbeat under 60 beats per minute is slow (though not necessarily dangerous)',\n",
       "       '      seeing, hearing, or feeling things that others cannot or that do not exist ( hearing voices); or, having strong beliefs that no one else believes ( people out to get you, people reading your thoughts)',\n",
       "       '      a feeling of low mood that won&#x27;t go away, often described as sad, empty, hopeless, helpless, or worthless; often accompanied by decreased energy and inability to feel pleasure',\n",
       "       '      a long-standing feeling of lowered mood ( sad or worthless) or elevated mood ( giddy or on top of the world), as well as strange ( seeing or hearing things that others don&#x27;t) or disordered thoughts ',\n",
       "       '      patches of red, puffy, tender-looking, often scaly skin on areas underlying the diaper in infants; if severe, rash may have pustules or discharge',\n",
       "       '      a condition in which stool ( feces or poop) is either liquid or very loose and bowel movements are more frequent (typically 3 or more times per day)',\n",
       "       '      often described as shortness of breath, this is the feeling of not getting enough air and needing to breath harder or faster, sometimes accompanied by sounds such as wheezing',\n",
       "       '      any difficulty with eating food, including trouble swallowing, trouble chewing, recurrent vomiting, pain when eating, sore throat, reflux or indigestion, decreased appetite, or eating disorders',\n",
       "       '      any problems related to swallowing, including feeling of food getting stuck, pain with swallowing, difficulty initiating swallowing, difficulty controlling food or saliva in the mouth, and coughing or choking when swallowing',\n",
       "       '      any trouble with speech, including extreme hoarseness or lack of voice, trouble understanding language, slurred speech, understanding language but attempts to speak being broken or unclear, etc.',\n",
       "       '      decreased ability to hear in one or both ears ( television needs to be louder, frequently asking others to repeat themselves especially on the telephone, not hearing the phone or doorbell ring)',\n",
       "       '      objects you see appear blurrier than usual, either close up ( reading a book) or far away ( reading a sign)',\n",
       "       '      any fluid in the stool that is not feces or blood ( mucus, pus, sticky light colored material)',\n",
       "       '      any new and unusual problems with memory, including difficulty remembering recent or past events, forgetfulness ( of where you left your keys), etc. ',\n",
       "       '      any change in the sense of smell or taste, such as decreased or inability to smell or taste, or regularly experiencing tastes or smells that do not have a clear source ( constant metallic taste)',\n",
       "       '      often difficult to describe, dizziness may be a feeling of lightheartedness, instability, head spinning, room spinning, or loss of balance',\n",
       "       '      perceiving a single object in the field of vision as two separate objects either overlapping or next to each other',\n",
       "       '      a feeling of excess mucus dripping in the back of the throat, often leading to wanting to clear the  throat or coughing (typically worse at night), ',\n",
       "       '      continuing to use drugs (alcohol, marijuana, inhalants, prescription, heroin) despite it causing problems in your life ( arrests, problems in your career or relationships, health)',\n",
       "       '      a condition in which the skin of the lips loses moisture and begins to crack, flake, or peel; common symptoms include: lips feeling tight, lips cracking, burning or pain, etc. ',\n",
       "       '      also known as dandruff, scalp may be: dry, itchy, and flaking; red, greasy, itchy, scaling, and flaking; covered in thick silvery scales; or red, swollen, crusty, and itchy',\n",
       "       '      difficulty with learning to read or write despite normal intelligence; examples include reading words in the wrong order, skipping prepositions when reading, adding or deleting letters when spelling, mispronouncing words, etc. ',\n",
       "       '      a complete stop to menstruation ( the period) for an entire year occurring before age 40 or having not occurred by age 60',\n",
       "       '      also referred to as earache, this is an unpleasant feeling or discomfort ( pounding, pressure, throbbing, sharp, achy) originating from the ear (either felt to be inside the ear or outside)',\n",
       "       '      any unusual feeling in the ear, including pain, pressure, or clogging',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the elbows that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the elbow; may appear as a defined lump inside of the elbow when pressing down, or one elbow appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt between the arm and forearm; pain is often worse with movement at the joint',\n",
       "       '      either pain when moving or inability to move elbows to the normal degree in all the usual directions of movement',\n",
       "       '      enlargement of the elbow joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the elbow joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the elbows, including pain or soreness, weakness, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength in the elbow; may be noticed as tiring out when flexing or unflexing the arm at the elbow, often during activities like tennis or golf',\n",
       "       '      any recent change in emotional state, including mood swings, decreased mood or depression, elevated mood or euphoria, anger or irritation, etc.',\n",
       "       '      enlargement of the prostate (internal sexual structure in men) often presents as weak urinary stream, frequent urge to urinate, difficulty starting urination or frequent starts and stops while urinating, and/or dribbling at the end of urination',\n",
       "       '      a recent increase in feelings of anger, frustration, or irritability (either in response to situations that should not warrant it, or excessively in response to situations that do warrant it), often exhibited by outbursts of anger',\n",
       "       '      a recently increased desire to eat or lack of fullness after eating',\n",
       "       '      any unusual or exaggerated increase in height in a child or young adult',\n",
       "       '      preoccupation with masturbation that interferes with your life ( work or relationships); signs include masturbating numerous times in a row as escape from life, avoiding sex with your partner to masturbate, regularly skipping out on responsibilities to masturbate, etc.',\n",
       "       '      waking up two or more times in the middle of the night in order to urinate',\n",
       "       '      an unpleasant feeling of stinging or burning originating from the eyes, often accompanied by itchiness',\n",
       "       '      the eyes not being aligned with each other when looking at an object (one eye may be looking at the object while the other eye may be looking somewhere else); may cause double vision',\n",
       "       '      excess or unusual fluid oozing from the eye (other than normal tears during crying and normal crustiness when waking); may be clear and tear-like, bloody, cloudy, or yellow and sticky',\n",
       "       '      any change in the skin of the eyelid, including a color change, texture change, bump, blister, or growth. may be itchy, warm, or painful',\n",
       "       '      the upper or lower eyelids moving further upwards or downwards, respectively, leading to an increased visibility of the eyeball itself (may be noticed as the whites of the eyes being increasingly visible above and below the colored portion)',\n",
       "       '      increased size of all or part of the eyelid; may be due to swelling of the skin (may feel tight and puffy, red, warm, or throbbing) or from lumps inside of the eyelid felt when pressing down',\n",
       "       '      any change in eye movements, including ticking when moving eyes in a specific direction, both eyes not being properly aligned with each other, or easy fatigue when moving eyes ',\n",
       "       '      forward bulging of one or both eyeballs from the eye socket',\n",
       "       '      increased redness in the white part of the eye. the redness is often due to enlarged blood vessels',\n",
       "       '      feeling of tired or sore eyes after extensive use ( reading, driving, or working on a computer); symptoms include watery or dry eyes, blurred vision, light sensitivity, and difficulty focusing',\n",
       "       '      ',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt anywhere on the front side of the head, including the forehead, cheeks, and jaw',\n",
       "       '      a brief loss of consciousness ( passing out); fainting is usually the end result of not enough blood reaching the brain, the cause of which may vary',\n",
       "       '      a feeling throughout the entire body of weakness, lack of energy, malaise, tiredness, exhaustion, or lethargy',\n",
       "       '      a fear of or anxiety about a particular object or situation that does not go away, leading to avoidance; this fear is typically more than what would be expected from the actual threat',\n",
       "       '      feeling of coldness felt throughout the body, even at rest, despite outside temperature being mild',\n",
       "       '      a feeling of warmth felt throughout the body, even at rest, despite outside temperature being mild',\n",
       "       '      feeling of alternating coldness and warmness felt throughout the body despite outside temperature being mild',\n",
       "       '      often referred to as feeling sick or feeling out of it; an uncomfortable feeling throughout most of the body, such as fatigue, tiredness, decreased energy, weakness, or feeling lightheaded or woozy',\n",
       "       '      condition in which the feet and toes point inwards (towards each other) when walking (rather than pointing straight)',\n",
       "       '      a high body temperature above 101 °f. fever is commonly in response to infection, but may also be due to autoimmune diseases, drugs, or cancers',\n",
       "       '      feeling of being bloated due to buildup of gas in the bowels, leading to gas being expelled through the anus (commonly known as breaking wind or farting) ',\n",
       "       '      ',\n",
       "       '      either the feeling of wetness or fullness inside of the ear or actual liquid discharge coming from the ears',\n",
       "       '      holding on to too much water in the body, often causing symptoms such as swelling of the legs, ankles, feet, or belly, as well as cough and shortness of breath',\n",
       "       '      having multiple symptoms similar to influenza, including fever, muscle aches, fatigue, cough, runny nose, sore throat, headache, chills, nausea/vomiting, and loss of appetite',\n",
       "       '      the skin on the face or upper chest feeling warm or changing color to pink, red, or purple, lasting anywhere from minutes to hours (except for normal blushing when embarrassed or stressed)',\n",
       "       '      a decrease or lack of muscle strength in a specific area of the body ( left leg, half of the face drooping, etc.) ',\n",
       "       '      any changes in the feeling, function, or appearance of the feet or toes, including pain or soreness, weakness, numbness, tingling, misshappenness, enlargement, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the foot or toe that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the foot or toe; may appear as a defined lump inside of the foot or toe when pressing down, or one foot or toe appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt anywhere beneath the ankles, often worse when walking or applying pressure to the foot',\n",
       "       '      either pain when moving or inability to move the foot or toes to the normal degree in all the usual directions of movement',\n",
       "       '      any new change in feeling or function of your foot or toes, including pain, loss of sensation, tingling, weakness, rigidity, or misshapenness',\n",
       "       '      a recent decrease or lack of muscle strength in the foot or toes; often noticed when stepping on tip toes, pressing down on a gas pedal, or tripping when walking',\n",
       "       '      feeling that something is stuck in the eye socket, irritating the eyeball',\n",
       "       '      menstrual cycles ( the period) lasting less than 21 days between the first day of bleeding for one cycle to the first day of bleeding of the next cycle',\n",
       "       '      an increase in the number of times you urinate each day. this may be due to an increased total amount of urine or because of an urge to urinate without a full bladder',\n",
       "       '      a unpleasant feeling or discomfort ( throbbing, sharp, achy) felt directly behind the forehead lasting for awhile',\n",
       "       '      gastroenteritis or infectious diarrhea is a medical condition characterized by inflammation (-itis) of the gastrointestinal tract that involves both the stomach (gastro-) and the small intestine (entero-), resulting in some combination ...',\n",
       "       '      ', '      ',\n",
       "       '      any abnormal collection of tissue originating from the groin (where the thigh meets the belly); may be bulging or throbbing; may be visible or noticed when pressing down on the area',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the area where the thigh meets the belly',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the gums (soft tissue surrounding teeth); gums may be red or swollen as well',\n",
       "       '      any new change in feeling or function of your hands or fingers, including pain, loss of feeling, tingling, weakness, stiffness, or misshapenness',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the hands or fingers that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the hand or fingers; may appear as a defined lump inside of the hand or fingers when pressing down, or one hand or finger appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt anywhere beneath the wrist, often worse when grasping objects or making a fist',\n",
       "       '      either pain when moving or inability to move the hands or fingers in all the ways you usually can',\n",
       "       '      enlargement of the hand or finger due to fluid buildup; the area may be red, warm, or throbbing; skin may feel tight, hard, or pressured; may be due to injury, infection, bleeding, or edema',\n",
       "       '      a recent decrease or lack of muscle strength in the hand or fingers; often noticed when writing, typing, or gripping',\n",
       "       '      pain ( pounding, pressure, throbbing, sharp, piercing, achy) anywhere in the head or neck',\n",
       "       '      any change in hearing, including decreased ability to hear in one or both ears ( frequently asking others to repeat themselves of not hearing the doorbell ring), ringing of the ears, etc.',\n",
       "       '      ',\n",
       "       '      an unpleasant feeling or discomfort felt in the belly or chest, typically right around the bottom of the rib cage on the front; may feel like burning or heat; often occurs with indigestion',\n",
       "       '      abnormally heavy flow during one or more menstrual periods ( the period); signs include soaking of one or more pads or tampons per hour for several hours in a row or needing to use twice the regular number of pads',\n",
       "       '      the feeling that you are able to hear sounds more clearly than before, or that you now hear soft or high pitched sounds that you could not hear before',\n",
       "       '      coughing up blood or blood-streaked sputum',\n",
       "       '      difficulty in beginning flow of urine despite having had an urge to urinate',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the hip that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the hip; may appear as a defined lump inside of the hip when pressing down, or one hip appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt where the outside of the leg meets the torso; often worse with walking',\n",
       "       '      either pain when moving or inability to move hips to the normal degree in all the usual directions of movement',\n",
       "       '      enlarged of the hip joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the hip joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the hips, including pain or soreness, weakness, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength in the hip; may be noticed as the opposite hip sagging when standing on one leg, difficulty walking, or difficulty lifting up the thigh',\n",
       "       '      a change in the quality of the voice sounding harsh, raspy, strained, or croaky',\n",
       "       '      any aggressive behavior (including angry outbursts, physical violence, confrontation) towards a person or group of people ',\n",
       "       '      a sudden feeling of warmth without actual temperature change; often felt in the face, neck, or chest; skin may redden and begin to sweat',\n",
       "       '      pain during inspiration (breathing air in) due to irritation of the lining of the lungs; pain is often sharp and in a specific location; may also occur during coughing',\n",
       "       '      change in the quality or sound of the voice due to how the sound waves travel through the back of the throat ( voice sounding nasally)',\n",
       "       '      behavior caused by an uncontrollable excess of emotion, such as fear or panic; examples include screaming, running around wildly, pleading or begging needlessly, and speaking wildly, rapidly, and incoherently',\n",
       "       '      also known as erectile dysfunction, this is the inability to develop or maintain an erect penis during sexual activity',\n",
       "       '      lack of control over bowel movements leading to unintended loss of bowel contents (also known as feces or poop)',\n",
       "       '      feeling your heartbeat or pulse being faster than usual. by definition, a heartbeat over 100 beats per minute is fast (though not necessarily dangerous)',\n",
       "       '      an increase in the sensitivity to stimuli from one or more of the senses ( more pronounced feeling of textures or pain, increased sense of taste or smell, light sensitivity, increased ability to hear soft noises)',\n",
       "       '      any issues with feeding an infant, including lack of desire to eat, difficulty swallowing, regurgitating or spitting up food, inability to grasp or suck during breast feeding, as well as gagging, choking, or coughing during feeding',\n",
       "       '      spitting up, regurgitating, or vomiting by a baby either during or immediately following feedings',\n",
       "       '      a child between 1 and 23 months of age.',\n",
       "       '      inability to conceive a child despite 12 months of regular, contraceptive-free intercourse',\n",
       "       '      menstrual cycles ( the period) lasting more than 35 days between the first day of bleeding for one cycle to the first day of bleeding of the next cycle',\n",
       "       '      difficulty falling asleep, difficulty staying asleep as long as desired, frequently waking up in the middle of the night, or poor sleep quality',\n",
       "       '      vaginal bleeding that does not occur during a woman&#x27;s regular menstrual cycle ( the period, which typically occurs every 25-35 days)',\n",
       "       '      any unintentional leakage of urine, such as: during sleep, after feeling the urge to urinate and being unable to hold it in, or after finding your underwear soiled without realizing you had urinated',\n",
       "       '      any change in the appearance of the nails of the fingers or toes, including bleeding, color change, texture change or breakdown, pitting or rippling, or bulging of the tips of the fingers',\n",
       "       '      any change in the appearance of the scalp, including color change, texture change or breakdown, scaling, bleeding, growths, dryness, bumps, etc.',\n",
       "       '      any change in the appearance of the area around the belly button, including redness, bumps, blisters, peeling, bulging out of the belly button, etc.',\n",
       "       '      the feeling that your heart is fluttering, skipping a beat, or beating either too hard, too fast, or with an abnormal rhythm; this may be felt on its own or when checking your pulse or putting a hand on your chest',\n",
       "       '      a woman&#x27;s menstrual period ( the period) occurring at seemingly unpredictable times, rather than the typical pattern of recurring every 25-35 days; or, bleeding between regularly cycles',\n",
       "       '      a young child that is more fussy or whiny than usual despite attempts to comfort him or her',\n",
       "       '      a feeling or urge to scratch or rub the area around the eyes (often by rubbing over closed eyelids) that does not go away',\n",
       "       '      a feeling or urge, that does not go away, to scratch or rub the skin of the scrotum (also known as the ball sack)',\n",
       "       '      a feeling or urge to scratch or rub an area of skin more than usual',\n",
       "       '      a feeling or urge to scratch or rub either inside of the anus or the area surrounding the anus, that does not go away',\n",
       "       '      a feeling or urge, that does not go away, to scratch or rub either the outside of the ears or the inside of the ears ( with a cotton swab)',\n",
       "       '      a feeling or urge, that does not go away, to scratch or rub the area around the eyes or the outside of the eyelid directly',\n",
       "       '      a feeling or urge to scratch or rub the scalp (the skin covering the top and back of the head) that does not go away',\n",
       "       '      a newly yellow appearance of the skin or whites of the eyes',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in or around the jaw; may be worse when pressing on the area or when eating',\n",
       "       '      increased size of all or part of the jaw; may be due to swelling of the skin (may feel tight, red, warm, or throbbing) or from lumps inside of the jaw felt when pressing down',\n",
       "       '      a sudden, non-purposeful tensing of muscles around a joint ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine) that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from a joint ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine); may appear as a defined lump felt within the joint, or the joint on one side appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the joints ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine); often worse with movement at that joint',\n",
       "       '      either pain when moving or inability to move at a joint ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine) to the normal degree in all the usual directions of movement',\n",
       "       '      enlarged of a joint ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine) due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function in any of the joints ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine), including pain or soreness, weakness, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength around or a feeling of instability in one of the joints, such as the knee, ankle, wrist, shoulder, or elbow',\n",
       "       '      abnormal collection of tissue originating from the kidney may sometimes be felt as a lump when pressing on the side or lower back',\n",
       "       '      ',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the knee that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the knee; may appear as a defined lump inside of the knee when pressing down, or one knee appearing bigger than the other',\n",
       "       '      this is an unpleasant feeling or discomfort ( pressure, throbbing, sharp, achy) coming from either inside of the knee joint itself or on the surface between the thigh and the leg',\n",
       "       '      either pain when moving or inability to move knees to the normal degree in all the usual directions of movement',\n",
       "       '      enlargement of the knee joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the knee joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the knee joint, including pain or soreness, weakness, numbness, tingling, misshapenness, enlargement, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength or a feeling of instability in the knee joint; often noticed as the knee suddenly giving way when getting up or walking',\n",
       "       '      inappropriately small weight or height gain in developing infants or children based upon clinical growth charts',\n",
       "       '      excessive or unusual amount of tears flowing from the eyes without a clear reason ( situations other than crying during emotional moments or when something obvious is irritating the eye)',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the leg or thigh that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the leg; may appear as a defined lump inside of the leg when pressing down or one leg appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( pounding, pressure, throbbing, sharp, piercing, achy) felt anywhere between the hip and the foot',\n",
       "       '      either pain when moving or inability to move legs to the normal degree in all the usual directions of movement',\n",
       "       '      swelling under the skin of the legs, ankles, or feet; skin often feels stretched and a white imprint may remain temporarily where the skin is pressed down upon',\n",
       "       '      any new change in feeling or function of the lower limbs (from thighs to ankle), including pain or soreness, weakness, numbness, tingling, misshapenness, enlargement, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease or lack of muscle strength in the leg or legs. often noticed when rising from a seated position or as a limp when walking',\n",
       "       '      a crater-like sore or break of the normal tissue of the lip; may be red, swollen, and painful',\n",
       "       '      enlargement of the lips due to fluid buildup; the area may be red, warm, or throbbing; skin may feel tight, hard, or pressured',\n",
       "       '      abnormally prolonged menstrual period ( the period) with bleeding lasting for 7 days or longer',\n",
       "       '      partial or complete loss of the sense of touch, often feels like numbness or tingling in part of the body, or an inability to feel texture, temperature, pressure, or pain on the skin',\n",
       "       '      a decreased or absent desire to engage in sexual activity in men or women',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the lower back that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the lower back; may appear as a defined lump inside of the lower back when pressing down, or one side of the lower back appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( pressure, throbbing, sharp, achy) felt on the back between the buttocks and the waist; may be associated with tingling or shooting pains as well',\n",
       "       '      either pain when moving or inability to move the lower back to the normal degree in all the usual directions of movement',\n",
       "       '      increased size of all or part of the lower back; may be due to swelling of the skin (may feel tight, red, warm, or throbbing), the spine (enlargement of spinal joints), or from lumps inside of the lower back felt when pressing down',\n",
       "       '      any new change in feeling or function of the lower back, including pain or soreness, weakness, spasms, cramps, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength in the lower back; may be noticed as difficulty sitting or standing up straight for long periods of time',\n",
       "       '      an unpleasant feeling or discomfort felt in the belly or belly, anywhere below the level of the belly button to the crotch; may be one sided',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt from the hips downwards, particularly in the buttocks and thighs',\n",
       "       '      unfavorable evaluation by a person of his or her own worth; signs include frequent self-criticism, reacting poorly to criticism, guilt, jealousy, hostility, and depression',\n",
       "       '      decreased amount of urine produced over the past day or longer; may notice decreased frequency of urination, decreased amount of urine when urinating, or very dark yellow urine',\n",
       "       '      feeling of having something stuck in the throat; feeling like there is something taking up space in the back of the throat, often noticed when swallowing',\n",
       "       '      an abnormal growth inside the breast (in men and women); may be noticed as a bump or bulge felt when pressing down, a thickened area, one of the breasts being a different size, redness or dimpling of the skin, etc. ',\n",
       "       '      any abnormal collection of tissue originating from the jaw; may appear as a defined lump over the jaw when you press down, or one side of the jaw appearing bigger than the other',\n",
       "       '      fluid retention, typically in the arms or legs, due to blockage of the lymphatic system; symptoms include swelling, feeling of heaviness or tightness, aching or discomfort, and hardening of the skin',\n",
       "       '      any abnormal collection of tissue originating inside of the scrotum ( ball sack); may be felt as a new growth or bump on a testicle, or a separate collection of tissue inside of the scrotum',\n",
       "       '      any abnormal collection of tissue originating from the ear; may only be visible or felt as a bump under the skin or may appear a different color and texture as surrounding skin',\n",
       "       '      any abnormal collection of tissue originating from the eyelid; may only be visible or felt as a bump under the skin or may appear a different color and texture as surrounding skin',\n",
       "       '      any abnormal collection of tissue originating from the vulva (the outside of the vagina, commonly called the vaginal lips); may appear a different color and texture as surrounding tissue or as a lump inside the tissue',\n",
       "       '      abnormal collection of tissue or swelling from the anus; may be felt as an obstruction or fullness in the anus at baseline or when having a bowel movement; or may be felt as a lump when pressing on the anus',\n",
       "       '      dark or black, thick, and sticky appearing stool that is often foul smelling and associated with certain types of bleeding; often described as looking like tar',\n",
       "       '      symptoms of perimenopause (time leading up to menopause) include irregular or absent periods, vaginal dryness, hot flashes, poor sleep, low energy, mood changes, weight gain, thinning hair, etc. ',\n",
       "       '      variations of menstruation which may be indicative of disease.',\n",
       "       '      feeling of a loss of moisture in the mouth, often leading to thirst',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) arising from the lips, teeth, tongue, gums, inside of the cheeks, roof of the mouth, or back of the throat',\n",
       "       '      any change in a specific area of the surface of the gums, including sores or ulcers, blisters, white spots or white patches, cuts, growths, bumps, nodules, areas or raised skin, etc.',\n",
       "       '      a crater-like sore or break in the normal tissue inside of the mouth ( on the gums, inside of the cheeks, tongue, or roof of the mouth)',\n",
       "       '      a sudden, non-purposeful contraction of muscles that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from a muscle; may appear as a defined lump felt just under the skin when pressing down, or the muscle on one side appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt either in a specific muscle location (often due to injury) or whole body aches (often due to infection or other systemic disease)',\n",
       "       '      feeling of tension or tightness in a muscle even when trying to relax it or stretch it out; leads to a limited ability to move at the related joint to the normal degree in all the usual directions of movement',\n",
       "       '      increased size of all or part of a muscle; area may feel tight, red, warm, or throbbing; lumps may be felt when pressing down on the area',\n",
       "       '      any problems related to the muscles, such as stiffness, pain, weakness, misshapenness, muscle loss or shrinking, lumps, etc.',\n",
       "       '      a decrease or lack of muscle strength in a specific area of the body ( left leg, facial droop) or a feeling throughout the entire body of weakness, lack of energy, malaise, tiredness, etc.',\n",
       "       '      a major change in the shape of a body part compared to what is normal in the rest of the population; you may be born with it ( clef palate, crooked back) or acquire it later ( broken nose, cut off finger)',\n",
       "       '      ',\n",
       "       '      a compulsive habit of biting or chewing on fingernails, often when anxious or nervous, that the person finds undesirable but still continues doing',\n",
       "       '      also referred to as stuffy nose, blocked nose, or plugged nose, this is the feeling that there is something (often phlegm or mucus) blocking the flow of air in and out of the nose',\n",
       "       '      an unsettled feeling in the stomach that is usually accompanied by an urge to vomit ( throw up). the sight or smell of food or any other strong smells often makes the feeling worse',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the neck that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the neck; may appear as a defined lump inside of the neck when you press down, or one side of the neck appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt internally below the head and above the shoulders; discomfort is often increased with movement',\n",
       "       '      feeling of tension in the muscles of the neck leading to decreased ability to move at the neck to the normal degree in all the usual directions of movement',\n",
       "       '      increased size of all or part of the neck; may be due to swelling of the skin (causing skin to feel tight, red, warm, or throbbing) or from lumps inside of the neck felt when pressing down',\n",
       "       '      any new change in feeling or function of the neck, including pain or soreness, weakness, numbness, tingling, swelling, redness, itching, warmth, lumps or growths, etc. ',\n",
       "       '      a recent decrease in muscle strength in the neck; may be noticed as the head suddenly dropping or the neck quickly becoming fatigued when having to hold the head upright',\n",
       "       '      any problem involving the brain or nerves, including an area of loss of strength or feeling, loss of coordination, seizures, loss of memory, abnormal movements or muscle contractions, etc.',\n",
       "       '      frequent or a recent increase in unpleasant dreams causing emotions such as fear, horror, terror, anxiety, or despair, often causing the person to awaken in distress',\n",
       "       '      bleeding from the nose to the point of dripping (not streaks of blood or dried blood that could be due to a small scratch inside the nose); may also come out as clots (appear as clumps of solid red or black jelly) of blood',\n",
       "       '      a major change in the shape of the nose compared to the average shape of noses; may be born with it ( deviated septum) or acquire it later ( crooked nose after breaking it)',\n",
       "       '      any new problems relating to the nose, including bleeding, runny nose, pain or swelling, misshapenness, congestion or blocked feeling, numbness or tingling, redness or itchiness, etc. ',\n",
       "       '      obsessions are intrusive thoughts, fears, or worries that preoccupy a person and outweigh other thoughts; compulsions are time-consuming, unnecessary, repetitive behaviors ( washing hands, counting)',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy, burning) felt anywhere in the body',\n",
       "       '      recurrent pain in the genitals, pelvis, lower belly, or lower back, in either men or women, immediately before, during, or immediately after sexual intercourse',\n",
       "       '      any unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the belly, pelvis, or back during pregnancy',\n",
       "       '      a new or unusually unpleasant feeling or discomfort occurring in the lower belly, back, or pelvis during menstrual periods ( the period), often described as bloating, achy, crampy, or even sharp pain',\n",
       "       '      pain originating from the prostate (an internal sexual structure in men); often noticed as pain when urinating or ejaculating; pain in the belly, groin, or lower back; or pain in the area between the penis and the anus',\n",
       "       '      an unpleasant feeling or discomfort (often dull, throbbing, achy, or pressure-like) felt anywhere in the face, from the cheeks to the forehead',\n",
       "       '      an unpleasant feeling or discomfort (often burning) felt during urination (often in the genitals or internally behind the pubic bone)',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the eye or eye socket. often feels worse with eye movement or when focusing on objects',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the gums (soft tissue surrounding teeth); gums may be red or swollen as well',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt inside of the scrotum (commonly known as the ball sack)',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt outside or inside of the anus, often worse during or after bowel movements',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in or on the breast (in men or women), either on its own or when lightly pressing on it',\n",
       "       '      a recent loss of color to the skin (especially on the face, lining of the eyes, or nail beds) leading to an unnaturally pale complexion',\n",
       "       '      the feeling that your heart is beating with an abnormal rhythm, skipping a beat, fluttering, or beating too hard or fast; this may be felt in the chest or neck',\n",
       "       '      when a part of your body feels as though it has fallen asleep; this typically means disruption or damage to some of the nerves. the symptom may be completely temporary or permanent depending on the process underlying it.',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt internally in the middle of the lowest portion of the belly or in the crotch region',\n",
       "       '      discomfort in the pelvis or lower belly that feels like pressure, heaviness, fullness, or bloating',\n",
       "       '      any new problems related to the pelvis (area inside of the hips); often refers specifically to problems with the female sex organs, including pain, feeling of pressure, sores or lumps, irregular menses, discharge, bladder or bowel incontinence, etc. ',\n",
       "       '      dripping of fluid from the tip of the penis that is not urine or semen',\n",
       "       '      any unpleasant feeling or discomfort ( throbbing, sharp, achy, burning) arising from the penis; commonly from skin lesions, during erections, or during urination',\n",
       "       '      any increased redness of skin color either on the shaft or the tip of the penis; may be associated with itching, often due to an infection',\n",
       "       '      any new problems related to the penis, including erectile dysfunction, pain, rash, blisters, growths, misshapenness, erection that won&#x27;t go away, etc.',\n",
       "       '      swelling under the skin of the legs, ankles, feet, arms, wrists, or hands; skin often feels stretched and a white imprint may remain temporarily when you press down on the skin',\n",
       "       '      feeling as though something is blocking the ear passage or that there is pressure in the ear; often due to ear wax, infection, allergies, or pressure changes; hearing may be impaired on that side.',\n",
       "       '      increased amount of urine produced over the past day or longer; may notice increased frequency of urination, increased amount of urine when urinating, frequently waking from sleep to urinate, light or clear urine, etc.',\n",
       "       '      any symptoms caused by poor circulation of blood, including cold feet or hands, numbness in feet or hands, hair loss on toes or fingers, paleness or blueness in feet or hands, etc.',\n",
       "       '      any symptoms related to the breast in the 6 month period after birth, including pain, redness or swelling of nipple or breast, or abnormal non-milk discharge from the breast',\n",
       "       '      any issues relating to posture, including inability to sit or stand upright due to weakness, pain, or lack of balance',\n",
       "       '      when a man regularly ejaculates during sexual activity before either he or his partner desire, often defined as within one minute of penetration',\n",
       "       '      feeling of irritability, unhappiness, stress, anxiety, mood swings, or changes in sex drive occurring within the 10 days before periods but not occurring for at least a week after periods',\n",
       "       '      dysfunctional and recurrent sexual urges, fantasies, or behaviors leading to pursuit of casual sex, pornography, strip clubs, online or telephone sex, or compulsive masturbation',\n",
       "       '      any health complications related to pregnancy experienced during pregnancy (including, miscarriage, gestational diabetes, maternal high blood pressure, early labor, vaginal bleeding)',\n",
       "       '      any symptoms relating to lymph nodes (small round organs found behind the ears, under the jaw, on either side of the neck, above the collarbone, in the armpits, or in the groin), such as swelling or tenderness',\n",
       "       '      any problem with movement, including slowed movement, poor balance, difficulty walking, muscles tensing up abnormally, and sudden jerks',\n",
       "       '      difficulty reaching or inability to reach sexual climax during sexual activity, in men or women, despite adequate stimulation',\n",
       "       '      any recent change in the shape or size of breasts (in men or women), including enlargement, shrinking, one breast being a different shape or size than the other, etc. ',\n",
       "       '      ',\n",
       "       '      the prostate (from greek ????????? – prostates, literally one who stands before, protector, guardian) is a compound tubuloalveolar exocrine gland of the male reproductive system in most mammals. it differs considerably ...',\n",
       "       '      ',\n",
       "       '      any changes in sexual function not caused by an underlying medical problem; this includes paraphilias (arousal by unusual objects, situations, or individuals), gender identity disorders, and problems with sexual arousal or ability to achieve sexual satisfaction',\n",
       "       '      when small children or people with speech or mental difficulties tug at their ear lobes; this sometimes means the person is having ear pain or discomfort',\n",
       "       '      the pupil (the central black area of the eyeball that is surrounded by a colored area) of one eye appearing larger or smaller than the other',\n",
       "       '      thick, white-yellow fluid coming from either the outside of the ears or within the ear canal',\n",
       "       '      thick, white-yellow, often foul-smelling fluid found in sputum or phlegm that is either coughed up or sneezed out',\n",
       "       '      thick, sticky, white-yellow, often foul-smelling fluid found in urine',\n",
       "       '      having been pregnant any time within the previous six months',\n",
       "       '      a recent, significant, unintentional loss of weight (either noticed visually or on a scale) in a relatively short period of time (more than two weeks but less than a year)',\n",
       "       '      blood coming from the rectum; may be seen as bright red streaks in the stool, red or maroon colored liquid stool, blood clots (appear as clumps of solid red or black jelly), or even dark, thick, and sticky stool',\n",
       "       '      any increased redness of skin color either on the outside of the ear (ear lobe) or the inside (ear canal); may be associated with itching, often due to an infection',\n",
       "       '      any increased redness of skin color either on the outside of the nose or inside (nasal canal); may be associated with itching, often due to an infection',\n",
       "       '      when stomach contents come back up the throat, either forcefully when vomiting or throwing up, or slowly during indigestion (leading to a foul taste or burning in the back of the throat after eating)',\n",
       "       '      inability to relax, be calm, sit still, or sleep; often associated with fidgeting, pacing, and feelings of anxiety',\n",
       "       '      inability to urinate despite a full bladder; patients generally feel the urge to urinate or built up pressure or pain from not urinating but cannot empty their bladder',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt along the rib cage (either front, side, or back); pain is worse when pressed upon or when twisting the body',\n",
       "       '      perception of sound coming from one or both ears when there is no sound; sound is described as ringing, buzzing, humming, whistling, ticking, clicking, crickets, beeping, etc.',\n",
       "       '      abnormally light flow during menstrual period ( the period); may only have light spotting on pad or tampon',\n",
       "       '      caused by abnormal electrical activity in the brain, seizures often present as a blackout along with uncontrollable shaking, stiffness, or jerking of part or all of the body, though symptoms may vary widely',\n",
       "       '      unpleasant or unusual sensations felt on the body ( tingling, numbness, crawling, pins and needles, electric sensation) or changes in smell or taste ( loss of smell or taste, or regularly experiencing unusual smells or tastes)',\n",
       "       '      an unpleasant, piercing or knife-like feeling, felt internally in the belly or stomach area',\n",
       "       '      an unpleasant, sharp or piercing feeling, felt internally in the area within the rib cage',\n",
       "       '      a feeling of not getting enough air or breathing unusually fast for the level of activity in which you are currently engaged ( severely out of breath after climbing just a few stairs)',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the shoulder that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the shoulder; may appear as a defined lump inside of the shoulder when pressing down, or one shoulder appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt internally between the top of the arm and the neck, on one or both sides; may be associated with tingling, a crackling sound, or weakness of the joint',\n",
       "       '      either pain when moving or inability to move at the shoulder joint to the normal degree in all the usual directions of movement',\n",
       "       '      enlarged of the shoulder joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the shoulder joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the shoulders (from the base of the neck to the arms), including pain or soreness, weakness, spasms, cramps, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease or lack of muscle strength in the shoulders; often noticed when trying to lift up or rotate the entire arm, carrying something over the head, or during activities like throwing',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt on the side of the belly',\n",
       "       '      the stuffy, pressured feeling of phlegm or mucus in the nose and back of the throat; may cause pain or pressure in the forehead or around the cheeks and green or yellow discharge from the throat or nose',\n",
       "       '      any sinus-related symptoms, including pain or pressure in the forehead or around the cheeks, nasal congestion, green or yellow discharge from the throat or nose, night time coughing, etc. ',\n",
       "       '      a condition in which skin loses moisture and begins to crack, flake, or peel; common symptoms include: sink feeling tight, skin looking shrunken or dehydrated, skin looking rough, itchiness, etc. ',\n",
       "       '      any abnormal mass of tissue originating from the skin, often raised and a different color and texture than surrounding skin; may be normal ( skin tags, moles, freckles, liver spots) or abnormal ( skin cancers)',\n",
       "       '      irritated skin may be painful to touch and may appear dry, red, itchy, scaly or peeling, and may have blisters or bumps',\n",
       "       '      any change in the skin on a specific spot of the body, including color change, bumps, blisters, or growths; may be itchy, warm, or painful',\n",
       "       '      signs of infection of the skin include a diffuse red rash, warmth, swelling, tenderness, crusting, oozing pus, blistering, and sometimes shedding of the skin, holes in the skin, or a black charcoal-like appearance',\n",
       "       '      a small growth on the skin or inside the mouth, usually pink, tan, or brown, with a distinct edge; may sometimes be raised and may be harmless or a sign of disease',\n",
       "       '      skin that feels or appears to be excessively greasy; skin may feel thick or heavy',\n",
       "       '      signs of infection of the skin of the arm or hand, including a diffuse red rash, warmth, swelling, tenderness, crusting, oozing pus, blistering and sometimes shedding of the skin, holes in the skin, or a black charcoal-like appearance',\n",
       "       '      signs of infection of the skin of the head or neck, including a diffuse red rash, warmth, swelling, tenderness, crusting, oozing pus, blistering, and sometimes shedding of the skin, holes in the skin, or a black charcoal-like appearance',\n",
       "       '      signs of infection of the skin of the leg or foot, including a diffuse red rash, warmth, swelling, tenderness, crusting, oozing pus, blistering, shedding of the skin, holes in the skin, or a black charcoal-like appearance',\n",
       "       '      an unpleasant sensation or discomfort ( throbbing, sharp, achy) felt anywhere on the skin',\n",
       "       '      any change in the color, appearance, or texture of an area of skin, often appearing as many spots, bumps, or blisters. rashes are often (but not always) red and may be itchy, warm, or painful',\n",
       "       '      any area of skin that is enlarged due to fluid buildup; the area may be red, warm, or throbbing; skin may feel tight, hard, or pressured; may be due to injury, infection, bleeding, or edema',\n",
       "       '      any problems during or related to sleep, including difficulty falling or staying asleep, waking up gasping for breath, waking up in a state of terror or panic, sleep walking, kicking or jerking during sleep, etc.',\n",
       "       '      excessive feeling of a need to sleep outside of normal sleep times, leading to drowsiness during the day',\n",
       "       '      getting up and moving about while still asleep, such as sitting up in bed with open eyes, walking around the house opening doors, getting dressed, or eating; all done typically with a glassy-eyed expression and clumsy movement and speech',\n",
       "       '      difficulty controlling or weakness in the muscles of speech leading to slow speech or speaking unclearly with sounds running into each other',\n",
       "       '      any problems arising from smoking tobacco, including addiction, bad breath, coughing, excess sputum production, high blood pressure, heart disease, stroke, and cancer',\n",
       "       '      a sudden, forceful, semi-purposeful burst of air from the lungs through the nose or mouth, often accompanied by mucus',\n",
       "       '      a crater-like sore or break of the normal tissue either on the nose or inside the nasal cavity; may be red, swollen, and painful',\n",
       "       '      discomfort when pressing on the lymph nodes (small round organs found behind the ears, under the jaw, on either side of the neck, above the collarbone, in the armpits, or in the groin)',\n",
       "       '      a common physical symptom usually caused by inflammation of the throat. it is worse with swallowing and may range from a mild scratching to extreme pain',\n",
       "       '      ',\n",
       "       '      also known as floaters, these are see-through circles or blobs that overlie whatever you are seeing; they often move around ',\n",
       "       '      light bleeding from the vagina that is not during or different than your usual menstrual periods; may often appear as small pink or brown stains on underwear or pad',\n",
       "       '      either pain when moving or inability to move all joints of the body ( knees, elbows, ankles, wrist, knuckles, shoulders, hips, spine) to the normal degree in all the usual directions of movement',\n",
       "       '      swelling or increase in the size of the belly, typically due to gas; symptoms include a feeling of fullness or tightness of the belly, pain, or gas',\n",
       "       '      a speech problem in which the flow of speech is interrupted by unwanted repetition of certain sounds or words and by unwanted periods of silence in which it is difficult to produce the desired sounds or words',\n",
       "       '      pain felt internally in the crotch region; pain is typically worsened when pressing down just above the bone you can feel a few inches above the genitals',\n",
       "       '      excessive sweating that is not usual for you based on the circumstances ( cold sweats, drenched clothing with mild activity, night sweats)',\n",
       "       '      swelling within the scrotum (commonly known as the ball sack); area may be enlarged, red, warm, or throbbing, and the skin of the scrotum may feel stretched',\n",
       "       '      enlargement of the abdomen or belly, often with feeling of tightness or bloating in the area',\n",
       "       '      also known as puffy eyes, this is a swelling and enlargement of tissues around the eye (not the eyeball itself), such as the eyelid and eye socket; the area may also be red, dark, or itchy',\n",
       "       '      enlargement of the lymph nodes (small round organs found behind the ears, under the jaw, on either side of the neck, above the collarbone, in the armpits, or in the groin)',\n",
       "       '      enlargement or redness of the tonsils (small collections of tissue found on either side of the back of the throat at the root of the tongue)',\n",
       "       '      enlargement of the size of the tongue; may be noticed as less space in the mouth, or if severe, difficulty speaking, swallowing, or even breathing',\n",
       "       '      any problems arising from the bladder, potentially including lower abdominal pain, frequent urges to urinate, difficulty emptying the bladder, urinating unintentionally, blood in the urine, etc. ',\n",
       "       '      any problems in or around the eyes, including: lost, decreased, or blurry vision; redness or itching; swelling or pain; cloudy areas in the lens; dry eyes; seeing spots; etc.',\n",
       "       '      any new symptoms in a baby less than 1 year old, including crying despite attempts to console, increased sleepiness, spitting up food, fever, runny nose, change in urination or bowel movements, etc.',\n",
       "       '      any new problems relating to the prostate (internal sexual gland in men), including difficulty urinating or dribbling at end of urination, pain when urinating or ejaculating, blood in urine or ejaculate, erectile dysfunction, or pelvic pain',\n",
       "       '      ',\n",
       "       '      any new problems with the anus, including redness, itchiness, pain, pressure, feeling of fullness, lumps, cuts, growths or warts, bleeding, inability to hold bowels, etc.',\n",
       "       '      any new problems relating to the breast, including lumps, discharge, redness or itchiness, pain, or swelling',\n",
       "       '      any new change in feeling or function of the face, including pain, weakness or facial droop, numbness or tingling, rash or other skin problem, etc.',\n",
       "       '      any problems with a woman&#x27;s external genitalia or internal sex organs; these include changes in menstrual cycle ( the period), rash or sores on the external genitalia, vaginal discharge, pelvic pain, inability to conceive, etc.',\n",
       "       '      ',\n",
       "       '      common problems caused by kidney issues include changes in urine frequency or appearance ( color, smell) or pain in the sides or back',\n",
       "       '      ',\n",
       "       '      any problems related to the scrotum ( the ball sack) or testes ( the balls), including pain, swelling, lumps, redness, itchiness, etc.',\n",
       "       '      any new problems related to the skin, including rashes, color change, itchiness, pain, bumps, texture change, peeling, scaling, oiliness, blisters, growths, etc. ',\n",
       "       '      ',\n",
       "       '      a recent increase in feelings of anger, frustration, or irritability (either in response to situations that should not warrant it, or excessively in response to situations that do warrant it)',\n",
       "       '      a recent increase in desire or a craving to drink fluids ( water, lemonade) despite having already drunk normal amounts of fluids',\n",
       "       '      feeling of pressure, tightness, or squeezing in the throat, often described as not being able to breath or throat closing up',\n",
       "       '      an unpleasant, though typically non-painful, feeling in the throat that may be described as a dry cough, scratchy feeling in the back of the throat, or the feeling of a lump or something stuck in the back of the throat',\n",
       "       '      any increased redness of color seen in the back of the throat when looking through the mouth; may be associated with sore throat, cough, swelling, or pus',\n",
       "       '      fluid retention causing expansion of the tissues of the neck and throat, often rapidly, leading to feeling of choking or inability to breathe',\n",
       "       '      ',\n",
       "       '      a compulsive habit of placing the thumb or other fingers in the mouth and repeatedly sucking; typically stops by age 5',\n",
       "       '      any bleeding coming from the tongue, either in large quantities or noticed after spitting out water',\n",
       "       '      any change in a specific area of the surface of the tongue, including sores or ulcers, blisters, white spots or areas, cuts, growths, bumps, nodules, areas or raised skin, etc.',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy, burning) felt in or on the tongue',\n",
       "       '      loss or thinning of hair on the scalp or body',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt either in a tooth or in the gums or jaw surrounding a tooth',\n",
       "       '      a person&#x27;s body weight being significantly below normal for their given age and height; in adults, this may be calculated as a bmi under 18.5 (using online calculators) in adults or using growth charts for children',\n",
       "       '      a woman&#x27;s menstrual period ( the period) occurring at seemingly random, unpredictable times rather than following the typical pattern of recurring every 25-35 days',\n",
       "       '      any recent change in the usual color (urine is typically pale yellow to deep amber) or odor ( sweet smelling, pungent) of urine ',\n",
       "       '      any hair growth in an area that is undesirable and out of the ordinary ( dark, thick hair on the face or chest of a woman)',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt inside of you, beneath the rib cage and above the belly button',\n",
       "       '      during pregnancy, a feeling of hardness in the belly that comes and goes due to tensing of uterine muscles, often in a wave-like pattern; may be normal or a sign of upcoming childbirth',\n",
       "       '      any bleeding from the vagina that is not the same as your normal period or menstrual cycle; blood found on underwear may often be due to vaginal bleeding',\n",
       "       '      any bleeding (including light spotting) occurring after menopause (defined as going 12 months in a row with no vaginal bleeding)',\n",
       "       '      any blood coming from the vagina after or during penetrative sexual activity when not menstruating or having your period',\n",
       "       '      any non-bloody fluid originating from the vagina that is not typical for you, including fluid that is thick and white, green and  frothy, bad smelling, or thin and grey',\n",
       "       '      a feeling of dryness in or around the vagina, often noticed as itching, stinging, or burning in the vaginal opening; or as pain or lack of lubrication during sexual activity',\n",
       "       '      a feeling or urge, that does not go away, to scratch or rub either inside of the vagina or the area surrounding the vagina (the vulva, also called the vaginal lips)',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt either inside of the vagina or in the area surrounding the vagina ( the vulva, also called the vaginal lips)',\n",
       "       '      an appearance of redness either inside of the vagina or the area surrounding the vagina (the vulva, also called the vaginal lips)',\n",
       "       '      any new change in feeling or function of the vagina, including redness, discharge or oozing, itchiness, swelling, pain, dryness, bulging, blisters or warts',\n",
       "       '      any recent change in normal sight, including double vision, blurred vision, tunnel vision, partial or total blindness, colorblindness; or seeing unusual objects in your visual field, such as halos, bright dots, translucent waves, zig-zags, etc.',\n",
       "       '      also referred to as throwing up or puking, this is when stomach contents forcefully come out through the mouth',\n",
       "       '      vomiting ( puking or throwing up) up stomach contents that are either fully blood, streaked with blood, containing clots of blood (appear as clumps of solid red or black jelly), or have the appearance of coffee grounds',\n",
       "       '      when the vulva (external genitalia in females, also called the vaginal lips) becomes irritated, it may appear dry, red, itchy, swollen, or thickened',\n",
       "       '      a crater-like sore or break of the normal tissue of the vulva (external genitalia in females, also called the vaginal lips); may be red, swollen, and painful',\n",
       "       '      any problems with the vulva (external genitalia in females, also called the vaginal lips), including pain, redness, bumps, sores, blisters, or growths',\n",
       "       '      small, rough, often cauliflower-appearing, solid, raised growth with a distinct edge',\n",
       "       '      a feeling throughout the entire body of fatigue, lack of energy, malaise, tiredness, or lack of physical strength',\n",
       "       '      a recent, significant, gain in weight (either noticed visually or on a scale) in a relatively short period of time (more than two weeks, less than a year)',\n",
       "       '      a recent, significant, unintentional loss of weight (either noticed visually or on a scale) occurring over a long period of time (6 months to years)',\n",
       "       '      a prolonged, hoarse, often whistling-like sound occurring each time you breath in or out; common in asthma',\n",
       "       '      white fluid coming from the eye socket, either coating the eyeball or dripping out of the eye socket',\n",
       "       '      any recent increase in skin wrinkling that is not due to aging ( not wrinkling that slowly occurs over years)',\n",
       "       '      a sudden, non-purposeful tensing of muscles in the wrists that lasts a short period of time and then goes away, sometimes leading to brief but severe pain',\n",
       "       '      any abnormal collection of tissue originating from the wrist; may appear as a defined lump inside of the wrist when pressing down, or one wrist appearing bigger than the other',\n",
       "       '      an unpleasant feeling or discomfort ( throbbing, sharp, achy) felt in the area between the arm and the hand; often worse when moving the hand',\n",
       "       '      either pain when moving or inability to move the wrists to the normal degree in all the usual directions of movement',\n",
       "       '      enlargement of the wrist joint due to fluid buildup; the area may be red, warm, throbbing, or pressure-like; swelling may be inside the wrist joint or in the surrounding tissues',\n",
       "       '      any new change in feeling or function of the wrists, including pain or soreness, weakness, visible bleeding in the joint, numbness, tingling, swelling, redness, itching, warmth, etc. ',\n",
       "       '      a recent decrease in muscle strength in the wrist; wrist may appear limp or may cause difficulty when carrying groceries or gripping objects'],\n",
       "      dtype='<U275')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cosine_similarities, descriptions = tfidf_mesh.setup_symcat()\n",
    "tfidf_mesh.get_most_relevant_symcat(0, descriptions, cosine_similarities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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