Drug Performance Review and Drug Recommendation .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6890168",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing libraries\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('fivethirtyeight')\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a56eda21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=e5556f72-f488-4abb-b337-3c37b7cbbbd9 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('e5556f72-f488-4abb-b337-3c37b7cbbbd9').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Condition</th>\n",
       "      <th>Drug</th>\n",
       "      <th>Indication</th>\n",
       "      <th>Type</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "      <th>Information</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994 Reviews</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>\\r\\n\\t\\t\\t\\t\\tLevofloxacin is used to treat a variety of bacterial infections. This is a generic drug. The average cash price for 10 Tablet(s), 500mg each of the generic (levofloxacin) is $172.99. You can buy levofloxacin at the discounted price of $47.08 by using the WebMDRx coupon, a savings of 73%. Even if this drug is covered by Medicare or your insurance, we recommend you compare prices. The WebMDRx coupon or cash price may be less than your co-pay.\\r\\n\\t\\t\\t\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994 Reviews</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>\\r\\n\\t\\t\\t\\t\\tLevofloxacin is used to treat a variety of bacterial infections. This is a generic drug. The average cash price for 10 Tablet(s), 500mg each of the generic (levofloxacin) is $172.99. You can buy levofloxacin at the discounted price of $47.08 by using the WebMDRx coupon, a savings of 73%. Even if this drug is covered by Medicare or your insurance, we recommend you compare prices. The WebMDRx coupon or cash price may be less than your co-pay.\\r\\n\\t\\t\\t\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Moxifloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>755 Reviews</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>\\r\\n\\t\\t\\t\\t\\t This is a generic drug. The average cash price for 1 Bottle, 3ml of 0.5% each of the generic (moxifloxacin hcl) is $74.99. You can buy moxifloxacin hcl at the discounted price of $34.89 by using the WebMDRx coupon, a savings of 53%. Even if this drug is covered by Medicare or your insurance, we recommend you compare prices. The WebMDRx coupon or cash price may be less than your co-pay.\\r\\n\\t\\t\\t\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584 Reviews</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>\\r\\n\\t\\t\\t\\t\\tAzithromycin is an antibiotic (macrolide-type). This is a generic drug. The average cash price for 1 Disp Pack, 6 tablets each of the generic (azithromycin) is $32.10. You can buy azithromycin at the discounted price of $12.48 by using the WebMDRx coupon, a savings of 61%. Even if this drug is covered by Medicare or your insurance, we recommend you compare prices. The WebMDRx coupon or cash price may be less than your co-pay.\\r\\n\\t\\t\\t\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584 Reviews</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>\\r\\n\\t\\t\\t\\t\\tAzithromycin is an antibiotic (macrolide-type). This is a generic drug. The average cash price for 1 Disp Pack, 6 tablets each of the generic (azithromycin) is $32.10. You can buy azithromycin at the discounted price of $12.48 by using the WebMDRx coupon, a savings of 61%. Even if this drug is covered by Medicare or your insurance, we recommend you compare prices. The WebMDRx coupon or cash price may be less than your co-pay.\\r\\n\\t\\t\\t\\t</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                   Condition          Drug Indication Type      Reviews  \\\n",
       "0  Acute Bacterial Sinusitis  Levofloxacin   On Label   RX  994 Reviews   \n",
       "1  Acute Bacterial Sinusitis  Levofloxacin   On Label   RX  994 Reviews   \n",
       "2  Acute Bacterial Sinusitis  Moxifloxacin   On Label   RX  755 Reviews   \n",
       "3  Acute Bacterial Sinusitis  Azithromycin   On Label   RX  584 Reviews   \n",
       "4  Acute Bacterial Sinusitis  Azithromycin   On Label   RX  584 Reviews   \n",
       "\n",
       "   Effective  EaseOfUse  Satisfaction  \\\n",
       "0       2.52       3.01          1.84   \n",
       "1       2.52       3.01          1.84   \n",
       "2       2.78       3.00          2.08   \n",
       "3       3.21       4.01          2.57   \n",
       "4       3.21       4.01          2.57   \n",
       "\n",
       "                                         Information  \n",
       "0  \\r\\n\\t\\t\\t\\t\\tLevofloxacin is used to treat a ...  \n",
       "1  \\r\\n\\t\\t\\t\\t\\tLevofloxacin is used to treat a ...  \n",
       "2  \\r\\n\\t\\t\\t\\t\\t This is a generic drug. The ave...  \n",
       "3  \\r\\n\\t\\t\\t\\t\\tAzithromycin is an antibiotic (m...  \n",
       "4  \\r\\n\\t\\t\\t\\t\\tAzithromycin is an antibiotic (m...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the data\n",
    "\n",
    "df = pd.read_csv('./Drug Performance Evaluation.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a9bbcba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=660b9933-08c6-4399-a8e5-302e0c10d60f style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('660b9933-08c6-4399-a8e5-302e0c10d60f').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2219.000000</td>\n",
       "      <td>2219.000000</td>\n",
       "      <td>2219.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.557972</td>\n",
       "      <td>3.958824</td>\n",
       "      <td>3.218774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.113128</td>\n",
       "      <td>1.037877</td>\n",
       "      <td>1.230933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.540000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.680000</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>3.130000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.330000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "         Effective    EaseOfUse  Satisfaction\n",
       "count  2219.000000  2219.000000   2219.000000\n",
       "mean      3.557972     3.958824      3.218774\n",
       "std       1.113128     1.037877      1.230933\n",
       "min       1.000000     1.000000      1.000000\n",
       "25%       3.000000     3.540000      2.400000\n",
       "50%       3.680000     4.100000      3.130000\n",
       "75%       4.330000     5.000000      4.000000\n",
       "max       5.000000     5.000000      5.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "87bbc562",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Condition        object\n",
       "Drug             object\n",
       "Indication       object\n",
       "Type             object\n",
       "Reviews          object\n",
       "Effective       float64\n",
       "EaseOfUse       float64\n",
       "Satisfaction    float64\n",
       "Information      object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking the feature data types\n",
    "\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "74c3c979",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Condition', 'Drug', 'Indication', 'Type', 'Reviews', 'Effective',\n",
       "       'EaseOfUse', 'Satisfaction', 'Information'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a7ec8a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Checking value counts of each feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ec82a117",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fever                                        308\n",
       "hypertension                                 236\n",
       "Atopic Dermatitis                            209\n",
       "endometriosis                                163\n",
       "gastroesophageal reflux disease              131\n",
       "Bacterial Urinary Tract Infection            131\n",
       "back pain                                    123\n",
       "gout                                         110\n",
       "Pharyngitis due to Streptococcus Pyogenes     83\n",
       "vertigo                                       81\n",
       "flatulence                                    76\n",
       "Acute Bacterial Sinusitis                     65\n",
       "hypercholesterolemia                          59\n",
       "hemorrhoids                                   53\n",
       "diverticulitis of gastrointestinal tract      48\n",
       "Bacterial Conjunctivitis                      42\n",
       "edema                                         41\n",
       "prevention of cerebrovascular accident        38\n",
       "depression                                    32\n",
       "vulvovaginal candidiasis                      29\n",
       "fibromyalgia                                  27\n",
       "sore throat                                   23\n",
       "adenocarcinoma of pancreas                    15\n",
       "oral candidiasis                              13\n",
       "genital herpes simplex                        11\n",
       "impetigo                                      10\n",
       "Infantile Autism                              10\n",
       "pyelonephritis                                 9\n",
       "scabies                                        7\n",
       "furunculosis                                   7\n",
       "meniere's disease                              6\n",
       "herpes zoster                                  6\n",
       "Influenza                                      4\n",
       "chickenpox                                     4\n",
       "Sleepiness Due To Obstructive Sleep Apnea      4\n",
       "biliary calculus                               4\n",
       "colorectal cancer                              1\n",
       "Name: Condition, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Condition.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e64cf2c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Acetaminophen                                             114\n",
       "Ibuprofen                                                  73\n",
       "Diphenhydramine Hcl                                        58\n",
       "Aspirin                                                    42\n",
       "Sulfamethoxazole-Trimethoprim                              40\n",
       "                                                         ... \n",
       "Pramoxine-Zinc Oxide                                        1\n",
       "Hydrocortisone Acetate, Bismuth Subg-Balsam-Znox-Resor      1\n",
       "Fluocinolone-Skin Clnsr28                                   1\n",
       "Starch, Pramoxine-Mineral Oil-Zinc                          1\n",
       "Zinc Oxide                                                  1\n",
       "Name: Drug, Length: 470, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Drug.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4902d950",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "On Label     1723\n",
       "Off Label     465\n",
       "\\r\\n           31\n",
       "Name: Indication, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Indication.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bc4f0f7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "On Label     1723\n",
       "Off Label     465\n",
       "Unknown        31\n",
       "Name: Indication, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replacing '\\r\\n' with 'Unknown' values in 'Indication' column\n",
    "\n",
    "df['Indication'] = df['Indication'].str.replace('\\r\\n', 'Unknown')\n",
    "df['Indication'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f4c68a63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RX         1401\n",
       "OTC         737\n",
       "RX/OTC       74\n",
       "Unknown       7\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replacing '\\r\\n' with 'Unknown' values in 'Type' column\n",
    "\n",
    "df['Type'] = df['Type'].str.replace('\\r\\n', 'Unknown')\n",
    "df['Type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5f83f0b4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1 Reviews       563\n",
       "2 Reviews       238\n",
       "3 Reviews       120\n",
       "4 Reviews       100\n",
       "5 Reviews        77\n",
       "               ... \n",
       "3066 Reviews      1\n",
       "4647 Reviews      1\n",
       "51 Reviews        1\n",
       "62 Reviews        1\n",
       "123 Reviews       1\n",
       "Name: Reviews, Length: 241, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Reviews.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2db72968",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1        563\n",
       "2        238\n",
       "3        120\n",
       "4        100\n",
       "5         77\n",
       "        ... \n",
       "3066       1\n",
       "4647       1\n",
       "51         1\n",
       "62         1\n",
       "123        1\n",
       "Name: Reviews, Length: 241, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removing 'Reviews' word from the feature\n",
    "\n",
    "df['Reviews'] = df['Reviews'].str.replace('Reviews', '')\n",
    "df['Reviews'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "05900ce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting dtype of 'Reviews' from 'object' to 'int'\n",
    "\n",
    "df['Reviews'] = df['Reviews'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "44bc59f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Condition       0\n",
       "Drug            0\n",
       "Indication      0\n",
       "Type            0\n",
       "Reviews         0\n",
       "Effective       0\n",
       "EaseOfUse       0\n",
       "Satisfaction    0\n",
       "Information     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking for null values\n",
    "\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c7e7019c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping 'Information' feature from the datset\n",
    "\n",
    "df.drop('Information', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "19624ad1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2219, 8)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a600c146",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=fd0c150b-ddae-4b84-89bc-4dbf097b3a61 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('fd0c150b-ddae-4b84-89bc-4dbf097b3a61').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Condition</th>\n",
       "      <th>Drug</th>\n",
       "      <th>Indication</th>\n",
       "      <th>Type</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Moxifloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>755</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                   Condition          Drug Indication Type  Reviews  \\\n",
       "0  Acute Bacterial Sinusitis  Levofloxacin   On Label   RX      994   \n",
       "1  Acute Bacterial Sinusitis  Levofloxacin   On Label   RX      994   \n",
       "2  Acute Bacterial Sinusitis  Moxifloxacin   On Label   RX      755   \n",
       "3  Acute Bacterial Sinusitis  Azithromycin   On Label   RX      584   \n",
       "4  Acute Bacterial Sinusitis  Azithromycin   On Label   RX      584   \n",
       "\n",
       "   Effective  EaseOfUse  Satisfaction  \n",
       "0       2.52       3.01          1.84  \n",
       "1       2.52       3.01          1.84  \n",
       "2       2.78       3.00          2.08  \n",
       "3       3.21       4.01          2.57  \n",
       "4       3.21       4.01          2.57  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c5c9cd7",
   "metadata": {},
   "source": [
    "### EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "17143985",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Effective'].plot.hist()\n",
    "plt.title('Distribution of Effective')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "de72ebf7",
   "metadata": {},
   "outputs": [],
   "source": [
    "effectiveness = []\n",
    "for value in df['Effective']:\n",
    "    if value < 1.0 : effectiveness.append('Very Uneffective')\n",
    "    elif value < 2.0 : effectiveness.append('Uneffective')\n",
    "    elif value < 3.0 : effectiveness.append('Neutral')\n",
    "    elif value < 4.0 : effectiveness.append('Effective')\n",
    "    elif value <= 5.0 : effectiveness.append('Very Effective')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b8a211fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Effectiveness'] = effectiveness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "82862b03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['EaseOfUse'].plot.hist()\n",
    "plt.title('Distribution of EaseToUse')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ba2d7a99",
   "metadata": {},
   "outputs": [],
   "source": [
    "EaseToUse = []\n",
    "for value in df['EaseOfUse']:\n",
    "    if value < 1.0 : EaseToUse.append('Very Difficult')\n",
    "    elif value < 2.0 : EaseToUse.append('Difficult')\n",
    "    elif value < 3.0 : EaseToUse.append('Moderate')\n",
    "    elif value < 4.0 : EaseToUse.append('Easy')\n",
    "    elif value <= 5.0 : EaseToUse.append('Very Easy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "62d98575",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['EaseToUse'] = EaseToUse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b4867173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Satisfaction'].plot.hist()\n",
    "plt.title('Distribution of Satisfaction')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "12d8a6b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "satisfaction = []\n",
    "for value in df['Satisfaction']:\n",
    "    if value < 1.0 : satisfaction.append('Highly Unsatisifed')\n",
    "    elif value < 2.0 : satisfaction.append('Unsatisifed')\n",
    "    elif value < 3.0 : satisfaction.append('Partly Satisfied')\n",
    "    elif value < 4.0 : satisfaction.append('Satisfied')\n",
    "    elif value <= 5.0 : satisfaction.append('Very Satisfied')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "98dea130",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['satisfied'] = satisfaction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fe09bed8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=25df9524-5d8f-43d9-a761-740ef4373dbd style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('25df9524-5d8f-43d9-a761-740ef4373dbd').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Condition</th>\n",
       "      <th>Drug</th>\n",
       "      <th>Indication</th>\n",
       "      <th>Type</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "      <th>Effectiveness</th>\n",
       "      <th>EaseToUse</th>\n",
       "      <th>satisfied</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Moxifloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>755</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>2</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2216</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2217</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Miconazole-Skin Clnsr17</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>Uneffective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                      Condition                     Drug Indication Type  \\\n",
       "0     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "1     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "2     Acute Bacterial Sinusitis             Moxifloxacin   On Label   RX   \n",
       "3     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "4     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "...                         ...                      ...        ...  ...   \n",
       "2214   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2215   vulvovaginal candidiasis     Butoconazole Nitrate   On Label   RX   \n",
       "2216   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2217   vulvovaginal candidiasis     Butoconazole Nitrate   On Label  OTC   \n",
       "2218   vulvovaginal candidiasis  Miconazole-Skin Clnsr17   On Label  OTC   \n",
       "\n",
       "      Reviews  Effective  EaseOfUse  Satisfaction   Effectiveness  EaseToUse  \\\n",
       "0         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "1         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "2         755       2.78       3.00          2.08         Neutral       Easy   \n",
       "3         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "4         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "...       ...        ...        ...           ...             ...        ...   \n",
       "2214        2       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2215        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2216        1       5.00       4.00          5.00  Very Effective  Very Easy   \n",
       "2217        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2218        1       1.00       4.00          1.00     Uneffective  Very Easy   \n",
       "\n",
       "             satisfied  \n",
       "0          Unsatisifed  \n",
       "1          Unsatisifed  \n",
       "2     Partly Satisfied  \n",
       "3     Partly Satisfied  \n",
       "4     Partly Satisfied  \n",
       "...                ...  \n",
       "2214    Very Satisfied  \n",
       "2215    Very Satisfied  \n",
       "2216    Very Satisfied  \n",
       "2217    Very Satisfied  \n",
       "2218       Unsatisifed  \n",
       "\n",
       "[2219 rows x 11 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d293fb71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2219, 11)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3ca22dd9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=c5dc8869-1767-44a1-8550-6f7784f34a1f style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('c5dc8869-1767-44a1-8550-6f7784f34a1f').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Condition</th>\n",
       "      <th>Drug</th>\n",
       "      <th>Indication</th>\n",
       "      <th>Type</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "      <th>Effectiveness</th>\n",
       "      <th>EaseToUse</th>\n",
       "      <th>satisfied</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Moxifloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>755</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>2</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2216</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2217</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Miconazole-Skin Clnsr17</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>Uneffective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                      Condition                     Drug Indication Type  \\\n",
       "0     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "1     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "2     Acute Bacterial Sinusitis             Moxifloxacin   On Label   RX   \n",
       "3     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "4     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "...                         ...                      ...        ...  ...   \n",
       "2214   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2215   vulvovaginal candidiasis     Butoconazole Nitrate   On Label   RX   \n",
       "2216   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2217   vulvovaginal candidiasis     Butoconazole Nitrate   On Label  OTC   \n",
       "2218   vulvovaginal candidiasis  Miconazole-Skin Clnsr17   On Label  OTC   \n",
       "\n",
       "      Reviews  Effective  EaseOfUse  Satisfaction   Effectiveness  EaseToUse  \\\n",
       "0         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "1         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "2         755       2.78       3.00          2.08         Neutral       Easy   \n",
       "3         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "4         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "...       ...        ...        ...           ...             ...        ...   \n",
       "2214        2       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2215        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2216        1       5.00       4.00          5.00  Very Effective  Very Easy   \n",
       "2217        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2218        1       1.00       4.00          1.00     Uneffective  Very Easy   \n",
       "\n",
       "             satisfied  \n",
       "0          Unsatisifed  \n",
       "1          Unsatisifed  \n",
       "2     Partly Satisfied  \n",
       "3     Partly Satisfied  \n",
       "4     Partly Satisfied  \n",
       "...                ...  \n",
       "2214    Very Satisfied  \n",
       "2215    Very Satisfied  \n",
       "2216    Very Satisfied  \n",
       "2217    Very Satisfied  \n",
       "2218       Unsatisifed  \n",
       "\n",
       "[2219 rows x 11 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates()\n",
    "df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cc10ac12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2219, 11)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9e127625",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 10 Most Common Drugs\n",
    "\n",
    "plt.figure(figsize = (20,10))\n",
    "df['Drug'].value_counts().nlargest(10).plot(kind='bar')\n",
    "plt.title('Top 10 Most Common Drugs based on Counts')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dcaa7a9f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 10 Drugs based on 5/5 Satisfactory Score\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "rating = dict(df.loc[df.Satisfaction == 5.0, 'Drug'].value_counts())\n",
    "drug = list(rating.keys())\n",
    "drug_rating = list(rating.values())\n",
    "\n",
    "sns_rating = sns.barplot(x = drug[0:10], y = drug_rating[0:10], palette = 'spring')\n",
    "\n",
    "for i in sns_rating.containers:\n",
    "    sns_rating.bar_label(i, )\n",
    "    \n",
    "plt.title('Top 10 Drugs based on 5/5 Satisfaction Score')\n",
    "plt.xlabel('Drug Name')\n",
    "plt.ylabel('Number of 5/5 ratings')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6776c3a",
   "metadata": {},
   "source": [
    "##### Acetaminophen, Diphenhydramine Hcl, ibuprofen are the drugs with highest Satisfactory Rating of 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "99ca83e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Least 10 Drugs based on 1/5 Satisfactory Score\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "rating = dict(df.loc[df.Satisfaction <= 1.0, 'Drug'].value_counts())\n",
    "drug = list(rating.keys())\n",
    "drug_rating = list(rating.values())\n",
    "\n",
    "sns_rating = sns.barplot(x = drug[0:10], y = drug_rating[0:10], palette = 'mako')\n",
    "\n",
    "for i in sns_rating.containers:\n",
    "    sns_rating.bar_label(i, )\n",
    "    \n",
    "plt.title('Least 10 Drugs based on 1/5 Satisfaction Score or lower')\n",
    "plt.xlabel('Drug Name')\n",
    "plt.ylabel('Number of 1/5 ratings')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a5b6de0",
   "metadata": {},
   "source": [
    "##### Acetaminophen, Diphenhydramine HCl, ASpirin are the drugs with least Satisfactory Scores i.e less than 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "bbf94792",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(), annot=True, cmap='Spectral')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ddc528e",
   "metadata": {},
   "source": [
    "##### It mostly shows positive Correlation among the features.\n",
    "##### But, Satisfaction and Effective have higher Correlation Score, that means if a drug is more effective, then the patient is highly satisfied."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e12d56e",
   "metadata": {},
   "source": [
    "#### How many Conditions are suffered by patients?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ebe7706c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Conditions suffered by patients:  37\n"
     ]
    }
   ],
   "source": [
    "print(\"Total Conditions suffered by patients: \",len(df['Condition'].unique().tolist()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8e3a4c0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Most commonest Conditions\n",
    "cond = df['Condition'].value_counts().nlargest(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "49b47bc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=8be63f55-72c9-4fe0-8fb9-b4a8195e6ac4 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('8be63f55-72c9-4fe0-8fb9-b4a8195e6ac4').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>conds</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>fever</td>\n",
       "      <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hypertension</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atopic Dermatitis</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>endometriosis</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gastroesophageal reflux disease</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bacterial Conjunctivitis</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>edema</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>prevention of cerebrovascular accident</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>depression</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                                        conds  counts\n",
       "0                                       fever     308\n",
       "1                                hypertension     236\n",
       "2                           Atopic Dermatitis     209\n",
       "3                               endometriosis     163\n",
       "4             gastroesophageal reflux disease     131\n",
       "5           Bacterial Urinary Tract Infection     131\n",
       "6                                   back pain     123\n",
       "7                                        gout     110\n",
       "8   Pharyngitis due to Streptococcus Pyogenes      83\n",
       "9                                     vertigo      81\n",
       "10                                 flatulence      76\n",
       "11                  Acute Bacterial Sinusitis      65\n",
       "12                       hypercholesterolemia      59\n",
       "13                                hemorrhoids      53\n",
       "14   diverticulitis of gastrointestinal tract      48\n",
       "15                   Bacterial Conjunctivitis      42\n",
       "16                                      edema      41\n",
       "17     prevention of cerebrovascular accident      38\n",
       "18                                 depression      32\n",
       "19                   vulvovaginal candidiasis      29"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_cond = pd.DataFrame({'conds':cond.index,'counts':cond.values})\n",
    "common_cond"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "635099cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "sns_1 = sns.barplot(data=common_cond, x = 'conds', y = 'counts', palette = 'winter_r')\n",
    "sns_1\n",
    "\n",
    "for i in sns_1.containers:\n",
    "    sns_1.bar_label(i, )\n",
    "    \n",
    "plt.title('Most Common Conditions')\n",
    "plt.xlabel('Conditions')\n",
    "plt.ylabel('Counts')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fec90587",
   "metadata": {},
   "source": [
    "##### Fever, Hypertension, Atopic Dermatitis are the most common conditions suffered by patients, followed by others."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a171ccac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drug\n",
       "ASA-Acetaminophen-Salicyl-Caff                                    2.287500\n",
       "ASA-Acetaminophen-Salicyl-Caff, Mg Salicylat-Acetaminophen-Caf    2.800000\n",
       "Acebutolol                                                        4.200000\n",
       "Acetaminophen                                                     3.380439\n",
       "Acetaminophen-Caffeine                                            4.880000\n",
       "                                                                    ...   \n",
       "Vit E-Glycerin-Dimethicone                                        5.000000\n",
       "Vit E-Glycerin-Dimethicone, Glycerin-Dimethicone-Petro, Wh        2.500000\n",
       "Vit E-Grape-Hyaluronate Sodium                                    3.770000\n",
       "Zanamivir                                                         2.000000\n",
       "Zinc Oxide                                                        1.000000\n",
       "Name: Satisfaction, Length: 470, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average Rating of Drugs\n",
    "avg_rating = (df['Satisfaction'].groupby(df['Drug']).mean())\n",
    "avg_rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "96d127f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "\n",
    "avg_rating.hist()\n",
    "plt.title('Distribution of Average Rating of all Drugs')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0083e6b3",
   "metadata": {},
   "source": [
    "##### Most of the Satisfaction score is between 3.0 to 3.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e4ce88f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=754bbe23-6bfe-4915-a24e-d1499675aa62 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands?.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('754bbe23-6bfe-4915-a24e-d1499675aa62').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Condition</th>\n",
       "      <th>Drug</th>\n",
       "      <th>Indication</th>\n",
       "      <th>Type</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Effective</th>\n",
       "      <th>EaseOfUse</th>\n",
       "      <th>Satisfaction</th>\n",
       "      <th>Effectiveness</th>\n",
       "      <th>EaseToUse</th>\n",
       "      <th>satisfied</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Levofloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>994</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.84</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Moxifloxacin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>755</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acute Bacterial Sinusitis</td>\n",
       "      <td>Azithromycin</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>584</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2.57</td>\n",
       "      <td>Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Partly Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>2</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>RX</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2216</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Clotrimazole</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2217</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Butoconazole Nitrate</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Very Effective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Very Satisfied</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>vulvovaginal candidiasis</td>\n",
       "      <td>Miconazole-Skin Clnsr17</td>\n",
       "      <td>On Label</td>\n",
       "      <td>OTC</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>Uneffective</td>\n",
       "      <td>Very Easy</td>\n",
       "      <td>Unsatisifed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "                      Condition                     Drug Indication Type  \\\n",
       "0     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "1     Acute Bacterial Sinusitis             Levofloxacin   On Label   RX   \n",
       "2     Acute Bacterial Sinusitis             Moxifloxacin   On Label   RX   \n",
       "3     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "4     Acute Bacterial Sinusitis             Azithromycin   On Label   RX   \n",
       "...                         ...                      ...        ...  ...   \n",
       "2214   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2215   vulvovaginal candidiasis     Butoconazole Nitrate   On Label   RX   \n",
       "2216   vulvovaginal candidiasis             Clotrimazole   On Label  OTC   \n",
       "2217   vulvovaginal candidiasis     Butoconazole Nitrate   On Label  OTC   \n",
       "2218   vulvovaginal candidiasis  Miconazole-Skin Clnsr17   On Label  OTC   \n",
       "\n",
       "      Reviews  Effective  EaseOfUse  Satisfaction   Effectiveness  EaseToUse  \\\n",
       "0         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "1         994       2.52       3.01          1.84         Neutral       Easy   \n",
       "2         755       2.78       3.00          2.08         Neutral       Easy   \n",
       "3         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "4         584       3.21       4.01          2.57       Effective  Very Easy   \n",
       "...       ...        ...        ...           ...             ...        ...   \n",
       "2214        2       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2215        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2216        1       5.00       4.00          5.00  Very Effective  Very Easy   \n",
       "2217        1       5.00       5.00          5.00  Very Effective  Very Easy   \n",
       "2218        1       1.00       4.00          1.00     Uneffective  Very Easy   \n",
       "\n",
       "             satisfied  \n",
       "0          Unsatisifed  \n",
       "1          Unsatisifed  \n",
       "2     Partly Satisfied  \n",
       "3     Partly Satisfied  \n",
       "4     Partly Satisfied  \n",
       "...                ...  \n",
       "2214    Very Satisfied  \n",
       "2215    Very Satisfied  \n",
       "2216    Very Satisfied  \n",
       "2217    Very Satisfied  \n",
       "2218       Unsatisifed  \n",
       "\n",
       "[2219 rows x 11 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6247a4f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns_1a = sns.countplot(data=df, x='satisfied')\n",
    "\n",
    "for i in sns_1a.containers:\n",
    "    sns_1a.bar_label(i, )\n",
    "    \n",
    "plt.title('Level Of Satisfaction')\n",
    "sns_1a.set(xlabel=None, ylabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "05e10309",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zPf3002Y35fr7++uDDz6Ql5eXunXrpubNm6tJkyYqWbJkTm8NAACwYPd7ze3s7KzExERduXLFrFBomOfQoUP39JoeNxQJHxEXL15U69atdeLECTVp0kQtW7aUg4ODrK2ttXv3bsXExJhs2tm1a1eFh4drxowZ+u677zRnzhxZWVmpefPmmjBhgurWrWucV1KuT/alpKTkOdfk5OQc78J0dXU1xhgY+gHntNH6rWO39g5u1KiRfvnlF33++edaunSpcaP5Bg0aaNy4ccZHiA3XuHLlSq1cuTLHc+TnGgEAwOPh/PnzkqQZM2aoXr16io2NVfXq1bVr1y4NGTJE06dPl4eHh4KCgvTMM8+oZMmSio6O1s6dO02eXPn444+Nn9/6S9rsGFqN9unT5z5cEQBYhvyuZQ1PFP63fee9FBAQoGXLlmnx4sXGIuHChQtlbW2t7t27G+MMue/bt0/79u3Lcb7s1qj29vZmxwxP/2VkZJicIz09XSEhIXmaf/LkyapYsaLCw8M1ZcoUTZkyRba2turatasmTpxo/KXdoEGD5OTkpO+++07Tp0/XtGnTZGNjo/bt2+vjjz++621FAADA4+V+r7nbtm2r8PBwhYSE6KOPPjIe37Ztm7EWkNsa3dJRJHxEzJs3TydOnND777+vYcOGmYyFhoYqJibG7DV+fn7y8/NTcnKytmzZoqioKM2bN0/dunXTH3/8IUdHR+MCY+HChXr22WfvSa729vbGf/z/de7cOWOMgeGOw1v3Ofgvw94G/7070dvbW97e3rp27Zq2bdumFStW6Ntvv1VAQIDi4+NVqVIl47ly2vgdAABYLsONSEWKFFF4eLjxl8fe3t764Ycf1KxZM02fPl1BQUEqUaKEJkyYoLfeekvt27fXc889p9KlS+uPP/7Qjh07VL16dR04cOC2G6InJCRo06ZNqlixInsiAMBdyO9a1sHBQZJ0+vTp+5ZT27ZtVapUKUVERGj8+PE6fvy4Nm/erDZt2hhvmJX+l3uXLl0UFhZ2X3Kxt7eXlZWVWRuvnNjY2GjQoEEaNGiQTp8+rbi4OIWHh2vhwoU6d+6cIiMjJd1sV9q7d2/17t1bFy5c0KZNmxQREaFly5YpISFBcXFx2bYsBQAAlul+r7lHjRqltWvXatq0adq6dasaNWqks2fPavny5apRo4b+7//+77ZrdNzBnoTh4eHG/q85fXTp0sXkNZcvX9aoUaNUp04dlS5dWp6enhozZoyuXLmS7TkyMzM1e/ZseXt7q0yZMqpSpYqCgoJy3d/lcXb48GFJUseOHc3G4uPjb/tae3t7tW3bVl988YUCAwN17tw5Y6uVRo0aSZK2bt16z3KtW7eurl69ajzHrTZu3ChJxrsqJal27dqSbm5MmhPDmCH2v4oVK6bmzZtr4sSJevvtt3Xt2jX99ttvku7PNQIAgMeD4Qakp556yuzpklq1aqlSpUo6fPiwsa1Jnz59tGTJEjVu3FgxMTH69ttvZWNjo+XLlxvbnZQqVSrH882fP19ZWVl66aWXTPagAgDkT37XeYbtMGJjY3ONze7JvLywsbHRCy+8oFOnTmnDhg1asmSJsrKy1KNHD5O4GjVqqGTJkvrrr7+UlpaWr3PkVaNGjXThwoU7aq9VtmxZdevWTREREapcubLWrVtntt2JdHMPwk6dOun7779XixYttH///jwXJQEAgGW432vu8uXLKzY2Vr1799bRo0c1e/Zsbd26VaNGjdI777xjFg9z+S4Senp6asSIEdl+GDbh9vHxMcanpKTIz89PM2fOVPXq1TVw4EBVq1ZN06ZNU5cuXXT9+nWzcwwZMkQjRoxQVlaWBgwYIB8fH0VFRal169YW2z/Wzc1NkrR582aT40uWLNGqVavM4uPi4rJd0CQmJkqSihYtKulm0bFChQqaMWOG4uLizOLT0tJyLUL+V8+ePSVJ48ePN1nwnDhxQjNmzJCNjY3JIqlSpUry8vLSrl27jC1Db7Vu3TqtWLFC7u7u8vb2Nh7/448/sv3++e81NmzYUI0aNdLSpUuNdz/eKjMz01i8BAAAlqVatWqS/veEyX8Zjt/6M0e7du30yy+/6MSJEzp9+rRiYmLk5eWlffv2qVChQiYtUW6VkZGhBQsWyNraWr169brHVwIAliW/a9kOHTqofPnyWrx4sdauXWsWf+rUKePnhv1iT548me+8XnzxRUk3n3BctGiR7Ozs1KlTJ5MYGxsb9evXT8ePH9fo0aOzLRTu3bvXuLa9EwMGDJAkvfnmm8bOPLc6e/as/v77b0lSamqqtmzZYhaTkpKilJQUFS5c2HgH/oYNG5SVlWUSl5aWZuwMZFiHAwAASA9mzV2uXDlNmzZN+/btU2Jionbs2KEhQ4YYf9apX7/+/bi0x0a+243WrVvXuJ/drW7cuKE5c+bIxsbGWCSSpC+++EK7d+/WkCFDNG7cOOPxcePGaerUqZo5c6befvtt4/Hff/9dYWFh8vb21k8//aQiRYpIkrp3767u3btr2LBh2RZ6HmUJCQnZbrRuMHToUAUEBGjq1KkaPny4NmzYIDc3N+3Zs0fr169X586dFRUVZfKaESNG6MyZM2rSpInc3d1lZWWlzZs3a/v27WrcuLG8vLwk3fwBPiwsTN26dZOfn59atGihWrVqycrKSsePH1d8fLyeeOKJfD2F9+KLLyoqKkoxMTFq2rSpfH19dfXqVUVGRurixYuaMGGC2T4FX375pTp27Kg33nhDP/74oxo2bChra2v93//9n9asWaPixYtr9uzZsrH537fs1KlTtXHjRnl5ealixYqytbXVzp07tX79elWqVMlkIfbNN9+oc+fO6tevn7766ivVq1dPtra2OnHihLZu3arz58/r7Nmzeb5GAADweGjevLkk6cCBA2ZjaWlpSkhIkJ2dXa53Hm7evFnHjh1T+/btc1z8rFq1SqdPn5avr6/KlSt398kDuCPh4eF64403bhvTokUL/fzzz8avL1++rMmTJ+vnn3/WuXPn5Orqqq5du2rEiBEqUaKE2eszMzM1Z84czZ071/jfkVatWmnMmDEWtWdbXta6tra2dzR3fteyRYsW1ffff69u3bqpW7duatu2rerUqaPk5GTt3r1bV69e1YYNGyRJ1atXV9myZRUZGamiRYuqXLlysrKyUv/+/XP8b7xBgwYNVK1aNS1dulRpaWkKCAiQnZ2dWdzIkSO1c+dOzZ49W6tWrZK3t7dcXFx06tQp7d27V3v27NHq1avl4uJyR+9P27ZtNWzYMH366aeqX7++2rZtKzc3N124cEEJCQmKj4/X6NGjVaNGDV27dk2+vr6qWrWqnnrqKVWoUEEpKSlasWKFzp49q0GDBhmLf7169VLJkiXVqFEjubm5KS0tTevWrdP+/fv13HPPyd3d/Y7yBQAAj6cHuea+VUZGhiIjI2VjY2PW+RKm7tmehNHR0bpw4YL8/PxUunRpSVJWVpbmzZunEiVKmO2jN2zYMH3zzTcKCwszKRIa+vG///77xgKhdLN63KxZM8XGxur48ePGJ+seB4cPH77tZuLBwcEqX768oqOjNXbsWK1bt04ZGRmqW7euli1bphMnTpgVCd9++21FRUVpx44dio2NlY2Njdzd3TV+/HgFBQWZ7BHQoEEDbdy4UV9++aVWr16tLVu2qGjRoipbtqz8/Pzk7++fr+uxsrJSWFiYvvrqKy1YsEBff/21ihQporp16+qNN97ItmVqtWrVtGHDBk2bNk2rV6/WnDlzlJmZqbJly6pPnz566623VLlyZZPXBAUFqWTJktq+fbs2bdqkrKwsVahQQe+8844GDhxosn9hpUqVtGHDBk2fPl0xMTEKDw+XtbW1XF1d5e3tzX8oAACwUB4eHmrTpo1iY2MVFhamPn36GMdCQ0N16dIl9ejRw3ij0uXLl832SD59+rTeeust2djYaNSoUTmea968eZKkl1566T5cCYC8MnTHyc7PP/+sffv2ZdsdZ/fu3WrTpo26deumXbt2adq0aYqLi1NMTIxZoWvIkCEKCwvTk08+qQEDBuj06dP66aefFBsbqzVr1qhKlSr39RofFnlZ695pkVDK/1r26aef1vr16/X5558rNjZW69atk6Ojo2rUqGFSOLa2tta8efM0duxYRUREKDk5WZLUo0ePPP1SKiAgQBMmTDB+np2iRYtq6dKlmjdvnhYuXKioqCilpqbKxcVFNWvWVL9+/VSrVq07fWsk3fy9StOmTTVr1iytX79ely5d0hNPPKGKFSvqvffeU/fu3SVJdnZ2Gj9+vNavX6/4+HglJibK0dFRVatW1dixY03ex7Fjx2rNmjXavn27VqxYoeLFi8vDw0Off/65evfufVf5AgCAx8/9XnOnpaUpPT1dxYoVMx7LzMzU6NGjdfDgQQ0cONCszSlMWSUlJWXlHpa7559/Xr/99psWLVokX19fSdI///yjRo0aycfHRxEREWav8ff319q1a7Vnzx5VqFBBklSzZk0lJyfr2LFjZptdh4aGavz48Zo1a5axhUdOsmtDeatLly7d8R15wP2QmJiYpwUnAAC4t44cOaJOnTrp/Pnzatu2rapWrao9e/Zo48aNqlChgmJiYow3wYWGhioiIkJPP/20SpUqpVOnTmnFihW6du2aPv/88xx/GZyYmKj69evLyclJf/31l0l3BDx87qZogUfXjRs3VLNmTV2+fFl79+41/rv/+OOP9cknn+TYHeeDDz4w647TpUsXs+44q1evVvfu3dWmTZt70h0nMTGRNS2QD/ybAQCgYBw+fFjt27dXYmKifH19Va1aNe3atUu///673NzctGbNGrm6ukqSPv30Uy1evFhNmjSRi4uLTpw4oV9//VVXr17VtGnTFBgYaDL3yZMn5eXlpdatW6tixYq6ceOGYmNjdeDAAfn6+iosLIx26Lm4J7+dOHbsmNavX6/y5curbdu2xuOG/QP/+wSYQeXKlbV27VodOnTI2M7izJkzqlWrllmB8NZ58rIv4alTp267yXiRIkV048aNXOcBHpTr16/r8uXLBZ0GAAAWx9raWt9//71mz56t+Ph4rVu3Ts7OzurevbteffVVpaam6vjx45KkihUr6oknntCKFSt0+fJlOTg4yMvLS3379lWNGjWMcf8VFham9PR0dejQQadPn36Ql4d8sra2znH9gscb3XEAAACAe8/Dw0O//fabPv74Y61du1axsbFydXXVa6+9puHDh5vcxPP0008rLi5OK1asUFJSkp544gm1a9dOgwcPNtuLUJJKliypDh06aMuWLVq5cqUKFy6sJ598Ul9++aVeeukl477KyNk9KRKGh4crMzNTPXv2NCnuGQoeOT0dZXhs1BBn+PO/j5PmFH87ue3zcunSJZMFG1DQbG1tjXdMAACAB8vNzU2NGzfOU9wLL7yQ7/nff/99vf/++3eSGoAHxFDcu7UF0qFDh3T69Gn5+PiY7StnZ2enZ555RmvXrtWJEyeM3XE2btwoOzs7NWnSxOwcPj4+2rhxo+Li4nLtjgMAAAA8LipUqKCZM2fmGteyZUu1bNkyz/Pa29tr9uzZd5OaxbvrImFmZqbCw8NlZWX1UO2vkluLoOTkZKrIeKgUKlSI1lYAAABAAXgYu+PktoVGZmamMjMzc50HwE2ZmZm5/rsCAAB4HOSnznDXRcJ169bpxIkTatmypSpVqmQyZnjy79KlS9m+9r9PDub2pGBuTxoCAAAAAJBfD2N3HLbQAO4ttvgAAACWIL9baNx1kTC7liwGVapUkSQlJCRk+1rDcUOcnZ2dypQpo6NHjyojI8Pszsv/xgMAAAD5lTy0Z0GncFv2oQsKOgXAojys3XHYQgO4t9jiAwCAB+N0bP+CTuG2yrb5uqBTeKjcVZHwwoULiomJkZOTkzp16mQ2XqVKFZUtW1ZbtmxRSkqKyR4OKSkp2rJliypWrGjcu0GSmjZtqoiICG3evFlNmzY1mW/t2rWSJG9v77tJGwAAAAAASQ9vdxy20ADuLbb4AAAAUv5acVqCu1pRLFy4UDdu3FCPHj1UtGhRs3ErKyv17t1bV65c0aeffmoy9umnn+rKlSvq27evyXHD1xMnTjRpnbJ69Wpt3LhRbdq0kbu7+92kDQAAAACApPvbHSe3eAAAAAAoSHf1JOH8+fMlZb+YMhg8eLBiYmI0depU7dq1S/Xq1dPOnTsVGxurBg0aKDg42CS+RYsW6tOnj8LCwtSyZUu1b99eZ86c0bJly+Tk5KRPPvnkblIGAAAAAEAS3XEAAAAAWLY7fpJw+/bt2rt3rxo2bKjatWvnGGdnZ6fo6GgFBwfrwIEDmj59ug4cOKA333xTy5cvV7FixcxeM3XqVE2ePFmSNGvWLK1evVqdOnVSbGysqlateqcpAwAAAABgRHccAAAAAJbMKikpKaugkygIiYmJcnFxKeg0ACO+JwEAeDCSh/Ys6BRuyz50QUGnAFgMb29v7d27V3FxcTne/JqSkiJfX1/t2bNHbdq0MeuOEx0dbXbz61tvvaWwsDA9+eSTJt1x7OzstHr16nty8yvrByB/+DcDAMCDcTgm586TDwOPjmEFncJDhV3OAQAAAAAWh+44AAAAACwdTxICDwm+JwEAeDB4khDA44D1A5A//JsBAODB4EnCRwtPEgIAAAAAADyC/Pz85OjoWNBpAAAA4BFlU9AJPIxqz/yjoFPI0f8NfPqezHP06FHVq1fvtjFubm7avXv3PTkfAAAAAODBsLQ1bZs2bRQZGWkWs3XrVrVr1049e/bUV199dU/Om5tJkyYpJCREUVFRat68+QM5JwAAAHCnKBJaOA8PD/Xo0SPbMQcHhwecDQAAAAAA+RMbG6v169erZcuWBZ0KAAAA8EihSGjhKleurJEjRxZ0GgAAAAAA5Ju7u7tOnDihcePGKTY2VlZWVgWdEgAAAPDIYE9C5ElUVJSCgoJUv359lS1bVu7u7urQoYOWL1+ebfzvv/+ubt26qWbNmipdurSqVaumDh066IcffpAkXbp0SeXKlVOTJk2yfX1mZqY8PT1VsWJFXbt27X5dFgAAAADgEVatWjUFBATor7/+0rJly/L0muTkZH388cdq0qSJypQpI3d3d73wwguKj483i/X09JSnp2e28/x3P0A/Pz+FhIRIkjp37ixHR0c5OjqavN4wX1JSkoYNG6batWvL2dlZ4eHhkqQdO3Zo2LBh8vLykru7u8qUKSNvb2+FhoYqLS0tr28LAAAAkCc8SYg8+fDDD1W4cGHjIur8+fP69ddf1bdvX4WEhGjAgAHG2JUrV+rFF1+Ug4ODOnbsaIzfs2ePFi1apJdfflkODg564YUXNH/+fG3ZskXPPPOMyfl+++03HT9+XK+99pqKFSv2oC8XAAAAAPCIGDVqlCIjIzVhwgR17txZhQsXzjH24sWL6tixo/bt26cmTZrolVdeUXJysmJiYtS5c2f98MMP6tSp0x3lERgYKEmKi4tTz5495e7uLsl8K48bN26oS5cuSklJUYcOHWRtba3SpUtLkubOnasVK1bI29tb7dq107Vr17Rx40aNHz9ef/75p+bNm3dHuQEAAADZoUho4RISEjRp0qRsxxo3bqy2bdtKkpYsWaJKlSqZjF+5ckXt27fXxIkT1bt3bxUvXlySNH/+fGVlZSkqKsrsjssLFy4YP3/llVc0f/58zZ0716xIGBYWJknq06fPXV0fAAAAAODx5ubmpv79+2vatGn6/vvv1b9//xxjhw8frn379unLL780WW8mJiaqdevWGjJkiNq2bStbW9t859GrVy8dO3ZMcXFxCgwMVPPmzbONO3v2rOrUqaOVK1ea3RT79ttva8qUKbK2tjYey8rK0qBBgzR//nxt3rw5x448AAAAQH7RbtTCHT58WCEhIdl+rFmzxhj33wKhJJUoUUKBgYG6fPmy/vzzT7Px7J4AfOKJJ4yfN2zYUHXr1tXy5ct1+fJl43HDU4oNGjTIsa0LAAAAAAAG77zzjhwcHPTpp5/qypUr2cb8+++/ioyMVIsWLcxuSHVxcdGgQYN0/vx5rVu37r7nO378+GzXzG5ubiYFQkmysrLSq6++KkkPJDcAAABYDp4ktHA+Pj6KiIjINS4xMVGhoaFas2aNjh8/brZP4JkzZ4yf+/v7KyoqSm3btlX37t3VokULeXt7y9nZ2WzeV155RUOHDtXSpUvVr18/SdKCBQt048YN9e3b9y6vDgAAAABgCRwdHTV06FCNGzdO06ZN08iRI81i/vzzT2VkZOjGjRvZdtRJSEiQJB08eFDPPvvsfcvV1tZWtWvXznbsxo0b+vrrrxUZGamDBw/qypUrysrKMo7fuvYGAAAA7hZFQuTq4sWLat26tU6cOKEmTZqoZcuWcnBwkLW1tXbv3q2YmBilpqYa47t27arw8HDNmDFD3333nebMmSMrKys1b95cEyZMUN26dY2x3bp105gxYxQWFmYsEs6fP18lSpSQv7//A79WAAAAAMCjacCAAZozZ45mzJhhfPLuVhcvXpQkbd68WZs3b85xnpSUlPuWoySVKlVKVlZW2Y716dNHK1asUNWqVfX888/LxcVFNjY2unTpkmbNmmWy9gYAAADuFkVC5GrevHk6ceKE3n//fQ0bNsxkLDQ0VDExMWav8fPzk5+fn5KTk7VlyxZFRUVp3rx56tatm/744w85OjpKkuzt7dW9e3d9//332rVrl65evaq///5bffr0UYkSJR7E5QEAAAAAHgPFihXTe++9p0GDBikkJEQBAQEm4/b29pKkN998UxMmTMjTnIUKFVJaWlq2Y7dum5EfORUI//zzT61YsUI+Pj5avHixSdvRrVu3atasWXd0PgAAACAn7EmIXB0+fFiS1LFjR7Ox+Pj4277W3t5ebdu21RdffKHAwECdO3dO27dvN4l5+eWXJUlhYWEKCwuTJFqNAgAAAADyLTAwUE8++aTmzp1rbB9q0KBBA1lZWWnr1q15ns/R0VGJiYlKT083OZ6SkmI2vyRjYS8zMzPfuRvW3u3btzfblzC3tTcAAABwJygSIldubm6SZNaOZcmSJVq1apVZfFxcnDIyMsyOJyYmSpKKFi1qcrxevXpq0KCBFi9erOXLl6t27dpq2LDhvUofAAAAAGAhrK2tNWbMGKWlpWny5MkmY66urnr++ee1ZcsWffnllyZ7/Rls27ZNV69eNX7doEEDpaWlafHixcZjWVlZGj9+fLZtSZ2cnCRJJ06cyHfuOa299+3bp88//zzf8wEAAAC5od2ohUtISMh2w3aDoUOHKiAgQFOnTtXw4cO1YcMGubm5ac+ePVq/fr06d+6sqKgok9eMGDFCZ86cUZMmTeTu7i4rKytt3rxZ27dvV+PGjeXl5WV2nldeeUWDBg2SxFOEAAAAAIA717FjR3l5eWX79N1nn32mgwcP6oMPPtDChQv19NNPy8HBQSdPntRff/2lQ4cO6e+//1bx4sUlSa+99prCw8P11ltvad26dXJ2dlZ8fLwuXbqkOnXqaM+ePSbzN2/eXFZWVvroo4+0f/9+lSxZUg4ODurfv3+ueTds2FANGzbUsmXLdObMGTVu3FgnTpzQr7/+qvbt22v58uX35g0CAAAA/j+KhNn4v4FPF3QKD8zhw4cVEhKS43hwcLDKly+v6OhojR07VuvWrVNGRobq1q2rZcuW6cSJE2ZFwrfffltRUVHasWOHYmNjZWNjI3d3d40fP15BQUFmbVMkyd/fX++++64KFSqkHj163PPrBAAAAABLYUlr2pyMGzdOvr6+ZsednJy0atUqzZkzR5GRkVqyZIkyMzNVunRp1alTR8OGDZOzs7MxvlatWlq6dKk+/PBDLV++XHZ2dmrXrp0mTJhg3DrjVjVr1tSMGTM0ffp0ff3110pNTZWbm1ueioTW1tZatGiRxo0bp7Vr1+qvv/5S5cqV9dFHH6lt27YUCQEAAHDPWSUlJZn317AAiYmJcnF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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sns_1a = sns.countplot(data=df, x='satisfied', hue = 'EaseToUse')\n",
    "for i in sns_1a.containers:\n",
    "    sns_1a.bar_label(i, )\n",
    "sns_1a.set(xlabel=None, ylabel=None)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sns_1a = sns.countplot(data=df, x='satisfied', hue = 'Effectiveness')\n",
    "for i in sns_1a.containers:\n",
    "    sns_1a.bar_label(i, )\n",
    "\n",
    "sns_1a.set(xlabel=None, ylabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4ef0aa1",
   "metadata": {},
   "source": [
    "##### Most of the patients who are 'Very Satisfied' felt the Drugs are 'Very Easy' to use and 'Very Effective' in use.\n",
    "##### 'Unsatisfied' category have felt the Drugs are 'Difficult' to use and 'Uneffective'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9cb89592",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns_1b = sns.countplot(data=df, x='Effectiveness')\n",
    "\n",
    "for i in sns_1b.containers:\n",
    "    sns_1b.bar_label(i, )\n",
    "    \n",
    "plt.title('Level Of Effectiveness')\n",
    "sns_1b.set(xlabel=None, ylabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b9dea6b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns_1c = sns.countplot(data=df, x='EaseToUse')\n",
    "\n",
    "for i in sns_1c.containers:\n",
    "    sns_1c.bar_label(i, )\n",
    "    \n",
    "plt.title('Level Of Ease To Use')\n",
    "sns_1c.set(xlabel=None, ylabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ce8dc9d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d1ef0671",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fever                                        308\n",
       "hypertension                                 236\n",
       "Atopic Dermatitis                            209\n",
       "endometriosis                                163\n",
       "gastroesophageal reflux disease              131\n",
       "Bacterial Urinary Tract Infection            131\n",
       "back pain                                    123\n",
       "gout                                         110\n",
       "Pharyngitis due to Streptococcus Pyogenes     83\n",
       "vertigo                                       81\n",
       "flatulence                                    76\n",
       "Acute Bacterial Sinusitis                     65\n",
       "hypercholesterolemia                          59\n",
       "hemorrhoids                                   53\n",
       "diverticulitis of gastrointestinal tract      48\n",
       "Bacterial Conjunctivitis                      42\n",
       "edema                                         41\n",
       "prevention of cerebrovascular accident        38\n",
       "depression                                    32\n",
       "vulvovaginal candidiasis                      29\n",
       "fibromyalgia                                  27\n",
       "sore throat                                   23\n",
       "adenocarcinoma of pancreas                    15\n",
       "oral candidiasis                              13\n",
       "genital herpes simplex                        11\n",
       "impetigo                                      10\n",
       "Infantile Autism                              10\n",
       "pyelonephritis                                 9\n",
       "scabies                                        7\n",
       "furunculosis                                   7\n",
       "meniere's disease                              6\n",
       "herpes zoster                                  6\n",
       "Influenza                                      4\n",
       "chickenpox                                     4\n",
       "Sleepiness Due To Obstructive Sleep Apnea      4\n",
       "biliary calculus                               4\n",
       "colorectal cancer                              1\n",
       "Name: Condition, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Condition'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "13c20f7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "condition = 'hypertension'\n",
    "\n",
    "# Define the features to be used in the model\n",
    "features = ['EaseOfUse', 'Effective', 'Satisfaction']\n",
    "\n",
    "# Create a new column with the combined features\n",
    "df['combined_features'] = df[features].apply(lambda x: ' '.join(x.dropna().astype(str)), axis=1)\n",
    "\n",
    "# Filter the dataset by the input condition\n",
    "df_condition = df[df['Condition'] == condition]\n",
    "\n",
    "# Define the TF-IDF vectorizer\n",
    "tfidf = TfidfVectorizer(stop_words='english')\n",
    "\n",
    "# Fit and transform the combined features\n",
    "tfidf_matrix = tfidf.fit_transform(df_condition['combined_features'])\n",
    "\n",
    "# Calculate the cosine similarity between the documents\n",
    "cosine_sim = cosine_similarity(tfidf_matrix, tfidf_matrix)\n",
    "\n",
    "# Get the indices of the top 5 drugs with the highest cosine similarity\n",
    "drug_indices = np.argsort(cosine_sim[-1])[:-6:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "e18fc2d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recommended drugs for hypertension:\n",
      "- Azilsartan Medoxomil\n",
      "- Nifedipine\n",
      "- Doxazosin\n",
      "- Terazosin\n"
     ]
    }
   ],
   "source": [
    "# Print the recommended drugs\n",
    "print('Recommended drugs for {}:'.format(condition))\n",
    "for idx in drug_indices[1:]:\n",
    "    print('- {}'.format(df_condition.iloc[idx]['Drug']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4d98504",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b6a4b0da",
   "metadata": {},
   "source": [
    "## FINAL OBSERVATIONS:\n",
    "\n",
    "##### 1. Acetaminophen, Diphenhydramine Hcl, ibuprofen are the drugs with highest Satisfactory Rating of 5\n",
    "##### 2. Acetaminophen, Diphenhydramine HCl, ASpirin are the drugs with least Satisfactory Scores i.e less than 1.0\n",
    "##### 3. Satisfaction and Effective have higher Correlation Score, that means if a drug is more effective, then the patient is  highly satisfied.\n",
    "##### 4. Total Conditions suffered by patients:  37\n",
    "##### 5. Fever, Hypertension, Atopic Dermatitis are the most common conditions suffered by patients, followed by others.\n",
    "##### 6. Most of the Satisfaction score is between 3.0 to 3.5\n",
    "##### 7. Most of the patients who are 'Very Satisfied' felt the Drugs are 'Very Easy' to use and 'Very Effective' in use.\n",
    "##### 8. 'Unsatisfied' category have felt the Drugs are 'Difficult' to use and 'Uneffective'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a27c923b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
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