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"!pip install catboost"
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"Requirement already satisfied: catboost in /usr/local/lib/python3.11/dist-packages (1.2.7)\n",
"Requirement already satisfied: graphviz in /usr/local/lib/python3.11/dist-packages (from catboost) (0.20.3)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from catboost) (3.10.0)\n",
"Requirement already satisfied: numpy<2.0,>=1.16.0 in /usr/local/lib/python3.11/dist-packages (from catboost) (1.26.4)\n",
"Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.11/dist-packages (from catboost) (2.2.2)\n",
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"Requirement already satisfied: six in /usr/local/lib/python3.11/dist-packages (from catboost) (1.17.0)\n",
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"!pip install scikit-learn==1.2.2"
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"Requirement already satisfied: scikit-learn==1.2.2 in /usr/local/lib/python3.11/dist-packages (1.2.2)\n",
"Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.11/dist-packages (from scikit-learn==1.2.2) (1.26.4)\n",
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"metadata": {
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"source": [
"# Importing Libraries\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pickle\n",
"import sklearn\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import LabelEncoder,label_binarize\n",
"from sklearn.ensemble import RandomForestClassifier,GradientBoostingClassifier\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from xgboost import XGBClassifier\n",
"from lightgbm import LGBMClassifier\n",
"from catboost import CatBoostClassifier\n",
"from sklearn.model_selection import RandomizedSearchCV\n",
"from sklearn.metrics import make_scorer,accuracy_score,precision_score,recall_score,f1_score\n",
"from sklearn.metrics import classification_report,confusion_matrix,precision_recall_curve,average_precision_score\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"source": [
"'''\n",
" Dataset Sources\n",
" 1) https://www.kaggle.com/datasets/dhivyeshrk/diseases-and-symptoms-dataset\n",
" 2) https://data.mendeley.com/datasets/dv5z3v2xyd/1\n",
" 3) https://www.kaggle.com/datasets/itachi9604/disease-symptom-description-dataset\n",
" 4) https://github.com/sohamvsonar/Disease-Prediction-and-Medical-Recommendation-System/tree/main/kaggle_dataset\n",
"'''"
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"text/plain": [
"'\\n Dataset Sources\\n 1) https://www.kaggle.com/datasets/dhivyeshrk/diseases-and-symptoms-dataset\\n 2) https://data.mendeley.com/datasets/dv5z3v2xyd/1\\n 3) https://www.kaggle.com/datasets/itachi9604/disease-symptom-description-dataset\\n 4) https://github.com/sohamvsonar/Disease-Prediction-and-Medical-Recommendation-System/tree/main/kaggle_dataset\\n'"
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"source": [
"# Reading CSV File of Dataset\n",
"df=pd.read_csv(\"/content/Disease_and_Symptoms_Dataset.csv\")"
],
"metadata": {
"id": "_BPWY-FMoTwZ"
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"execution_count": null,
"outputs": []
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{
"cell_type": "code",
"source": [
"# Size of Dataset\n",
"df.shape"
],
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"id": "3TDqfm9loax5",
"outputId": "b604d83f-2b07-4a3b-e23d-7ac450db898a"
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"df.head()"
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" diseases anxiety_and_nervousness depression \\\n",
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" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-c516a046-783d-497f-8e59-943748544f12 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "df"
}
},
"metadata": {},
"execution_count": 102
}
]
},
{
"cell_type": "code",
"source": [
"# Feature Names\n",
"symptoms=list(df.columns)\n",
"# Target Names\n",
"diseases=list(df[symptoms.pop(0)].unique())"
],
"metadata": {
"id": "MFWbeOP7Smyd"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Disease Label Counts\n",
"df['diseases'].value_counts()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1401
},
"id": "coNX0_fmP7Pg",
"outputId": "6a191977-3e4b-414c-fea4-ce04d7755cfa"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"diseases\n",
"Hypoglycemia 1224\n",
"Pneumonia 1220\n",
"Arthritis 1215\n",
"Fungal Infection of the Hair 1212\n",
"Infectious Gastroenteritis 1212\n",
"Liver Disease 1209\n",
"Noninfectious Gastroenteritis 1206\n",
"Psoriasis 828\n",
"Common Cold 822\n",
"Dimorphic Hemorrhoids (piles) 821\n",
"Bronchial Asthma 820\n",
"Urinary Tract Infection 818\n",
"Drug Reaction 817\n",
"Heart Attack 815\n",
"Allergy 806\n",
"Osteoarthritis 802\n",
"Peptic Ulcer Disease 533\n",
"Fungal Infection of the Skin 533\n",
"Impetigo 527\n",
"Intracerebral Hemorrhage (paralysis) 466\n",
"Acne 309\n",
"GERD 309\n",
"(Vertigo) Paroxysmal Positional Vertigo 288\n",
"Migraine 211\n",
"Intracranial Hemorrhage (paralysis) 151\n",
"Varicose Veins 107\n",
"Alcoholic Hepatitis 105\n",
"Viral Hepatitis 50\n",
"Chickenpox 42\n",
"Hypothyroidism 38\n",
"Jaundice 26\n",
"Tuberculosis 18\n",
"Hyperthyroidism 16\n",
"Cervical Spondylosis 14\n",
"Malaria 13\n",
"Dengue 9\n",
"Typhoid 8\n",
"Diabetes 6\n",
"Chronic Cholestasis 6\n",
"AIDS 5\n",
"Hypertension 5\n",
"Name: count, dtype: int64"
],
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" <td>1220</td>\n",
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" <tr>\n",
" <th>Arthritis</th>\n",
" <td>1215</td>\n",
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" <th>Fungal Infection of the Hair</th>\n",
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" <td>1212</td>\n",
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" <td>1209</td>\n",
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" <td>1206</td>\n",
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" <tr>\n",
" <th>Psoriasis</th>\n",
" <td>828</td>\n",
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" <td>817</td>\n",
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" <th>Osteoarthritis</th>\n",
" <td>802</td>\n",
" </tr>\n",
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" <td>533</td>\n",
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" <th>Impetigo</th>\n",
" <td>527</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Intracerebral Hemorrhage (paralysis)</th>\n",
" <td>466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Acne</th>\n",
" <td>309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GERD</th>\n",
" <td>309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(Vertigo) Paroxysmal Positional Vertigo</th>\n",
" <td>288</td>\n",
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" <tr>\n",
" <th>Migraine</th>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Intracranial Hemorrhage (paralysis)</th>\n",
" <td>151</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Varicose Veins</th>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alcoholic Hepatitis</th>\n",
" <td>105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Viral Hepatitis</th>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Chickenpox</th>\n",
" <td>42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hypothyroidism</th>\n",
" <td>38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jaundice</th>\n",
" <td>26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tuberculosis</th>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hyperthyroidism</th>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cervical Spondylosis</th>\n",
" <td>14</td>\n",
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" <th>Malaria</th>\n",
" <td>13</td>\n",
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" <td>9</td>\n",
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" <td>8</td>\n",
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" <th>Diabetes</th>\n",
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" <td>6</td>\n",
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" <td>5</td>\n",
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" <th>Hypertension</th>\n",
" <td>5</td>\n",
" </tr>\n",
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"</table>\n",
"</div><br><label><b>dtype:</b> int64</label>"
]
},
"metadata": {},
"execution_count": 104
}
]
},
{
"cell_type": "code",
"source": [
"# Check for Duplicate Records\n",
"df.duplicated(subset=symptoms).sum()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PjqZrH9hNYh6",
"outputId": "17f52b19-87a0-46a1-efb6-2a3c7bba2eb5"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"630"
]
},
"metadata": {},
"execution_count": 105
}
]
},
{
"cell_type": "code",
"source": [
"# Remove Duplicates\n",
"df.drop_duplicates(subset=symptoms,keep='first',inplace=True)"
],
"metadata": {
"id": "A0ECyL-fQBig"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Disease Label Counts\n",
"df.diseases.value_counts()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1401
},
"id": "ToWqDb-8R8Tf",
"outputId": "d9314a5c-4569-4470-fefc-cfe4ed9bbd86"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"diseases\n",
"Hypoglycemia 1219\n",
"Arthritis 1212\n",
"Liver Disease 1204\n",
"Pneumonia 1197\n",
"Fungal Infection of the Hair 1138\n",
"Noninfectious Gastroenteritis 1073\n",
"Infectious Gastroenteritis 1072\n",
"Dimorphic Hemorrhoids (piles) 821\n",
"Urinary Tract Infection 818\n",
"Drug Reaction 814\n",
"Common Cold 811\n",
"Bronchial Asthma 811\n",
"Heart Attack 811\n",
"Osteoarthritis 802\n",
"Allergy 798\n",
"Psoriasis 767\n",
"Peptic Ulcer Disease 526\n",
"Impetigo 520\n",
"Fungal Infection of the Skin 469\n",
"Intracerebral Hemorrhage (paralysis) 457\n",
"GERD 309\n",
"(Vertigo) Paroxysmal Positional Vertigo 284\n",
"Acne 274\n",
"Migraine 197\n",
"Intracranial Hemorrhage (paralysis) 146\n",
"Varicose Veins 107\n",
"Alcoholic Hepatitis 104\n",
"Viral Hepatitis 49\n",
"Hypothyroidism 38\n",
"Chickenpox 38\n",
"Jaundice 26\n",
"Tuberculosis 18\n",
"Hyperthyroidism 16\n",
"Cervical Spondylosis 14\n",
"Malaria 13\n",
"Dengue 9\n",
"Typhoid 8\n",
"Diabetes 6\n",
"Chronic Cholestasis 6\n",
"AIDS 5\n",
"Hypertension 5\n",
"Name: count, dtype: int64"
],
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" <td>821</td>\n",
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" <td>457</td>\n",
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" <td>104</td>\n",
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" <td>49</td>\n",
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" <td>38</td>\n",
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},
"metadata": {},
"execution_count": 107
}
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},
{
"cell_type": "code",
"source": [
"# Display the Statistics of Dataset\n",
"df.describe()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 349
},
"id": "QWWa-SGjpSlC",
"outputId": "ad6c9226-dd3f-4a3c-c554-d96535ea6bd6"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
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" anxiety_and_nervousness depression shortness_of_breath \\\n",
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"75% 0.0 0.0 0.000000 0.0 \n",
"max 0.0 0.0 1.000000 0.0 \n",
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" back_swelling ankle_stiffness_or_tightness ankle_weakness \\\n",
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"75% 0.0 0.0 0.0 \n",
"max 0.0 0.0 0.0 \n",
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" neck_weakness \n",
"count 19012.0 \n",
"mean 0.0 \n",
"std 0.0 \n",
"min 0.0 \n",
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" <th>anxiety_and_nervousness</th>\n",
" <th>depression</th>\n",
" <th>shortness_of_breath</th>\n",
" <th>depressive_or_psychotic_symptoms</th>\n",
" <th>sharp_chest_pain</th>\n",
" <th>dizziness</th>\n",
" <th>insomnia</th>\n",
" <th>abnormal_involuntary_movements</th>\n",
" <th>chest_tightness</th>\n",
" <th>palpitations</th>\n",
" <th>...</th>\n",
" <th>stuttering_or_stammering</th>\n",
" <th>problems_with_orgasm</th>\n",
" <th>nose_deformity</th>\n",
" <th>lump_over_jaw</th>\n",
" <th>sore_in_nose</th>\n",
" <th>hip_weakness</th>\n",
" <th>back_swelling</th>\n",
" <th>ankle_stiffness_or_tightness</th>\n",
" <th>ankle_weakness</th>\n",
" <th>neck_weakness</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.00000</td>\n",
" <td>19012.0</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.000000</td>\n",
" <td>...</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.000000</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" <td>19012.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.000421</td>\n",
" <td>0.000631</td>\n",
" <td>0.123133</td>\n",
" <td>0.047707</td>\n",
" <td>0.097991</td>\n",
" <td>0.08300</td>\n",
" <td>0.0</td>\n",
" <td>0.040343</td>\n",
" <td>0.052125</td>\n",
" <td>0.000473</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.013307</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.020509</td>\n",
" <td>0.025116</td>\n",
" <td>0.328598</td>\n",
" <td>0.213151</td>\n",
" <td>0.297310</td>\n",
" <td>0.27589</td>\n",
" <td>0.0</td>\n",
" <td>0.196767</td>\n",
" <td>0.222285</td>\n",
" <td>0.021753</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.114591</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.00000</td>\n",
" <td>0.0</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 376 columns</p>\n",
"</div>\n",
" <div class=\"colab-df-buttons\">\n",
"\n",
" <div class=\"colab-df-container\">\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5cb7418c-79c0-485b-bc2e-89a441f0cf48')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
"\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
" </svg>\n",
" </button>\n",
"\n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
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" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" .colab-df-buttons div {\n",
" margin-bottom: 4px;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
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"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-5cb7418c-79c0-485b-bc2e-89a441f0cf48 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-5cb7418c-79c0-485b-bc2e-89a441f0cf48');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-126b86a9-6195-4892-a6d5-46801285b548\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-126b86a9-6195-4892-a6d5-46801285b548')\"\n",
" title=\"Suggest charts\"\n",
" style=\"display:none;\">\n",
"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <g>\n",
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-126b86a9-6195-4892-a6d5-46801285b548 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe"
}
},
"metadata": {},
"execution_count": 108
}
]
},
{
"cell_type": "code",
"source": [
"# Check for Datatypes, Missing Values across each Columns\n",
"df.info()\n",
"df.isna().any()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 545
},
"id": "WxkJai5gpa3O",
"outputId": "996a380f-bf91-4d13-bd20-8596ccbdf50f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 19012 entries, 0 to 19641\n",
"Columns: 377 entries, diseases to neck_weakness\n",
"dtypes: int64(376), object(1)\n",
"memory usage: 54.8+ MB\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"diseases False\n",
"anxiety_and_nervousness False\n",
"depression False\n",
"shortness_of_breath False\n",
"depressive_or_psychotic_symptoms False\n",
" ... \n",
"hip_weakness False\n",
"back_swelling False\n",
"ankle_stiffness_or_tightness False\n",
"ankle_weakness False\n",
"neck_weakness False\n",
"Length: 377, dtype: bool"
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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" }\n",
"\n",
" .dataframe thead th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>diseases</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>anxiety_and_nervousness</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>depression</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>shortness_of_breath</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>depressive_or_psychotic_symptoms</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hip_weakness</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>back_swelling</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ankle_stiffness_or_tightness</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ankle_weakness</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>neck_weakness</th>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>377 rows × 1 columns</p>\n",
"</div><br><label><b>dtype:</b> bool</label>"
]
},
"metadata": {},
"execution_count": 109
}
]
},
{
"cell_type": "code",
"source": [
"# Check if the Dataframe has any Misssing Values\n",
"df.isna().any().any()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "yFvSUj4O3fBI",
"outputId": "188eac83-7550-4cfa-8008-4fd305d9d98d"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"False"
]
},
"metadata": {},
"execution_count": 110
}
]
},
{
"cell_type": "code",
"source": [
"print(\"Number of Symptoms used to Identify the Disease :\",len(symptoms))\n",
"print(\"Number of Diseases that can be Identified :\",len(diseases))"
],
"metadata": {
"id": "5pxPYWXwYGSx",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "5f2f4de3-8ece-4889-dbb2-41731d8254e3"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of Symptoms used to Identify the Disease : 376\n",
"Number of Diseases that can be Identified : 41\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Checking for Class Imbalancy using Count Plot\n",
"plt.figure(figsize=(18,18))\n",
"sns.countplot(y=df['diseases'],order=df['diseases'].value_counts().index,palette=\"viridis\")\n",
"plt.title(\"Class Label Distribution (Disease)\",fontsize=23)\n",
"plt.xlabel(\"Frequency\",fontsize=20)\n",
"plt.ylabel(\"Class Labels\",fontsize=20)\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "fxt5pJJgZvCS",
"outputId": "5bc775a2-8dd5-4f46-d186-c3425204cadb"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1800x1800 with 1 Axes>"
],
"image/png": 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},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Encode the Target Label with Categorical dtype by Preserving their Original Values\n",
"le=LabelEncoder()\n",
"df['diseases']=le.fit_transform(df['diseases'])\n",
"mapper=le.inverse_transform(df['diseases'])\n",
"mapper=dict(zip(df['diseases'],mapper))\n",
"mapper"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MOOR7HgUcVV1",
"outputId": "fac6b236-1eab-4d53-e225-552daff189fa"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{31: 'Noninfectious Gastroenteritis',\n",
" 3: 'Alcoholic Hepatitis',\n",
" 34: 'Pneumonia',\n",
" 4: 'Allergy',\n",
" 24: 'Infectious Gastroenteritis',\n",
" 38: 'Urinary Tract Infection',\n",
" 28: 'Liver Disease',\n",
" 10: 'Common Cold',\n",
" 32: 'Osteoarthritis',\n",
" 35: 'Psoriasis',\n",
" 5: 'Arthritis',\n",
" 16: 'Fungal Infection of the Skin',\n",
" 2: 'Acne',\n",
" 18: 'Heart Attack',\n",
" 0: '(Vertigo) Paroxysmal Positional Vertigo',\n",
" 21: 'Hypoglycemia',\n",
" 23: 'Impetigo',\n",
" 26: 'Intracranial Hemorrhage (paralysis)',\n",
" 15: 'Fungal Infection of the Hair',\n",
" 14: 'Drug Reaction',\n",
" 33: 'Peptic Ulcer Disease',\n",
" 25: 'Intracerebral Hemorrhage (paralysis)',\n",
" 6: 'Bronchial Asthma',\n",
" 13: 'Dimorphic Hemorrhoids (piles)',\n",
" 30: 'Migraine',\n",
" 17: 'GERD',\n",
" 8: 'Chickenpox',\n",
" 39: 'Varicose Veins',\n",
" 27: 'Jaundice',\n",
" 22: 'Hypothyroidism',\n",
" 40: 'Viral Hepatitis',\n",
" 36: 'Tuberculosis',\n",
" 11: 'Dengue',\n",
" 7: 'Cervical Spondylosis',\n",
" 1: 'AIDS',\n",
" 20: 'Hyperthyroidism',\n",
" 29: 'Malaria',\n",
" 19: 'Hypertension',\n",
" 12: 'Diabetes',\n",
" 9: 'Chronic Cholestasis',\n",
" 37: 'Typhoid'}"
]
},
"metadata": {},
"execution_count": 113
}
]
},
{
"cell_type": "code",
"source": [
"# Seperate Target Label from Data\n",
"x=df.drop(columns='diseases',axis=1)\n",
"y=df['diseases']\n",
"feature_names=x.columns"
],
"metadata": {
"id": "-gs9gC9rmUZz"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Split the Data into Training and Testing Data\n",
"x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.20,stratify=y)"
],
"metadata": {
"id": "fc5vPOF7mgZV"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Set Hyperparam Grids\n",
"models={\n",
" \"Random Forest\": (RandomForestClassifier(class_weight='balanced'),{\n",
" 'n_estimators': [50,100],\n",
" 'max_depth': [5,10],\n",
" 'min_samples_split': [2,5]\n",
" }),\n",
" \"XGBoost\": (XGBClassifier(objective='multi:softmax',scale_pos_weight=np.sqrt(len(y_train)/y_train.value_counts())),{\n",
" 'max_depth': [3,5],\n",
" 'learning_rate': [0.05,0.1],\n",
" 'n_estimators': [50,100]\n",
" }),\n",
" \"LightGBM\": (LGBMClassifier(verbose=-1,objective='multiclass',class_weight='balanced'),{\n",
" 'num_leaves': [15,31],\n",
" 'learning_rate': [0.05,0.1],\n",
" 'n_estimators': [50,100]\n",
" }),\n",
" \"CatBoost\": (CatBoostClassifier(verbose=0,auto_class_weights='Balanced'),{\n",
" 'depth': [4,6],\n",
" 'learning_rate': [0.05,0.1],\n",
" 'iterations': [50,100]\n",
" }),\n",
" \"MLP\": (MLPClassifier(max_iter=1000,early_stopping=True),{ # Removed class_weight argument\n",
" 'hidden_layer_sizes': [(50,),(100,),(50,50)], # Number of Neurons in the Hidden Layers\n",
" 'activation': ['relu'], # ReLU activation is often Effective for most Tasks\n",
" 'alpha': [0.0001,0.001] # Regularization Strength\n",
" }),\n",
" \"Decision Tree\": (DecisionTreeClassifier(class_weight='balanced'),{\n",
" 'max_depth': [5,10],\n",
" 'criterion': ['gini','entropy']\n",
" })\n",
"}"
],
"metadata": {
"id": "c2Z6kH1cmjHJ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Define the Scorer for F1 (Weighted) - Suitable for Imbalanced Datasets\n",
"scorer=make_scorer(f1_score,average='weighted')\n",
"metrics_data=[]\n",
"for model_name,(model,param_dist) in models.items():\n",
" print(f\"Tuning {model_name}...\")\n",
" # Perform RandomizedSearchCV\n",
" random_search=RandomizedSearchCV(\n",
" estimator=model,\n",
" param_distributions=param_dist,\n",
" scoring=scorer,\n",
" n_iter=3,\n",
" cv=3,\n",
" n_jobs=-1, # Use all Available Cores (Parallel Computation)\n",
" )\n",
" # Fit on the Training Data\n",
" random_search.fit(x_train,y_train)\n",
" # Best Model and Predictions\n",
" best_model=random_search.best_estimator_\n",
" y_pred=best_model.predict(x_test)\n",
" # Compute Metrics\n",
" accuracy=accuracy_score(y_test,y_pred)\n",
" precision=precision_score(y_test,y_pred,average='weighted')\n",
" recall=recall_score(y_test,y_pred,average='weighted')\n",
" f1=f1_score(y_test,y_pred,average='weighted')\n",
" # Store Metrics in a List\n",
" metrics_data.append({\n",
" \"Classifier\": model_name,\n",
" \"Accuracy\": accuracy,\n",
" \"Precision\": precision,\n",
" \"Recall\": recall,\n",
" \"F1 Score\": f1\n",
" })\n",
" print(f\"Best Parameters for {model_name} : {random_search.best_params_}\")\n",
" print(f\"Best F1 Score for {model_name} : {random_search.best_score_}\")\n",
"# Convert Metrics Data into a DataFrame\n",
"metrics_df=pd.DataFrame(metrics_data)\n",
"metrics_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 550
},
"id": "pFvEHFZAjiS2",
"outputId": "d76771a4-01cb-4538-844e-e96a7e775740"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Tuning Random Forest...\n",
"Best Parameters for Random Forest : {'n_estimators': 100, 'min_samples_split': 5, 'max_depth': 10}\n",
"Best F1 Score for Random Forest : 0.9380135991903407\n",
"Tuning XGBoost...\n",
"Best Parameters for XGBoost : {'n_estimators': 100, 'max_depth': 5, 'learning_rate': 0.1}\n",
"Best F1 Score for XGBoost : 0.9370240565799275\n",
"Tuning LightGBM...\n",
"Best Parameters for LightGBM : {'num_leaves': 15, 'n_estimators': 100, 'learning_rate': 0.1}\n",
"Best F1 Score for LightGBM : 0.9363644000515118\n",
"Tuning CatBoost...\n",
"Best Parameters for CatBoost : {'learning_rate': 0.1, 'iterations': 100, 'depth': 4}\n",
"Best F1 Score for CatBoost : 0.9273470272399681\n",
"Tuning MLP...\n",
"Best Parameters for MLP : {'hidden_layer_sizes': (50,), 'alpha': 0.0001, 'activation': 'relu'}\n",
"Best F1 Score for MLP : 0.9406844578662549\n",
"Tuning Decision Tree...\n",
"Best Parameters for Decision Tree : {'max_depth': 10, 'criterion': 'entropy'}\n",
"Best F1 Score for Decision Tree : 0.46748577154271803\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Classifier Accuracy Precision Recall F1 Score\n",
"0 Random Forest 0.944255 0.947871 0.944255 0.944406\n",
"1 XGBoost 0.944780 0.944830 0.944780 0.944339\n",
"2 LightGBM 0.943992 0.946535 0.943992 0.944589\n",
"3 CatBoost 0.930581 0.941252 0.930581 0.932416\n",
"4 MLP 0.946621 0.951035 0.946621 0.946160\n",
"5 Decision Tree 0.434394 0.677587 0.434394 0.467520"
],
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" <td>0.944780</td>\n",
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"summary": "{\n \"name\": \"metrics_df\",\n \"rows\": 6,\n \"fields\": [\n {\n \"column\": \"Classifier\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Random Forest\",\n \"XGBoost\",\n \"Decision Tree\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Accuracy\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.20732929630772698,\n \"min\": 0.43439389955298446,\n \"max\": 0.9466210886142519,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.9442545358927162,\n 0.944780436497502,\n 0.43439389955298446\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Precision\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1097514753797719,\n \"min\": 0.6775871059550121,\n \"max\": 0.951035392235578,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.9478712586886779,\n 0.9448296632335175,\n 0.6775871059550121\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Recall\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.20732929630772698,\n \"min\": 0.43439389955298446,\n \"max\": 0.9466210886142519,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.9442545358927162,\n 0.944780436497502,\n 0.43439389955298446\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"F1 Score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1939268700943708,\n \"min\": 0.4675200044208775,\n \"max\": 0.9461602683665031,\n \"num_unique_values\": 6,\n \"samples\": [\n 0.9444063255980938,\n 0.9443392661186788,\n 0.4675200044208775\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 120
}
]
},
{
"cell_type": "code",
"source": [
"# Train the Data using MLP CLassifier Model as it gave highest F1 score\n",
"clf=MLPClassifier(max_iter=1000,early_stopping=True,hidden_layer_sizes=(50,),activation='relu',alpha=0.0001)\n",
"clf.fit(x_train,y_train)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 74
},
"id": "EUf8bgOCNCsf",
"outputId": "a82cb1a8-1bb2-4595-bf86-ce5105a469d3"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"MLPClassifier(early_stopping=True, hidden_layer_sizes=(50,), max_iter=1000)"
],
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]
},
"metadata": {},
"execution_count": 122
}
]
},
{
"cell_type": "code",
"source": [
"# Helper Function\n",
"def get_metrics_score(y_test,y_pred):\n",
" accuracy=accuracy_score(y_test,y_pred)\n",
" precision=precision_score(y_test,y_pred,average='weighted')\n",
" recall=recall_score(y_test,y_pred,average='weighted')\n",
" f1_scr=f1_score(y_test,y_pred,average='weighted')\n",
" return accuracy,precision,recall,f1_scr"
],
"metadata": {
"id": "O_Pzm2_u7fxW"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Evaluate the Best Model on the Test Set\n",
"y_pred=clf.predict(x_test)\n",
"accuracy,precision,recall,f1_scr=get_metrics_score(y_test,y_pred)\n",
"print(f\"Test Set Accuracy : {accuracy:.6f}\")\n",
"print(f\"Precision : {precision:.6f}\")\n",
"print(f\"Recall : {recall:.6f}\")\n",
"print(f\"F1 Score : {f1_scr:.6f}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FAgeyqagOdtw",
"outputId": "aa55f296-5339-4d06-8fe6-dc81733812bf"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Test Set Accuracy : 0.944255\n",
"Precision : 0.949733\n",
"Recall : 0.944255\n",
"F1 Score : 0.943034\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Custom Prediction Overview Function\n",
"def prediction_overview(y_test,y_pred):\n",
" y_true_diseases=[mapper[label] for label in y_test]\n",
" y_pred_diseases=[mapper[label] for label in y_pred]\n",
" prediction_df=pd.DataFrame({\n",
" 'Disease': y_true_diseases,\n",
" 'y_true': y_test,\n",
" 'y_pred': y_pred\n",
" })\n",
" prediction_df['is_correct']=prediction_df['y_true'] == prediction_df['y_pred']\n",
" result_df=prediction_df.groupby('Disease').agg(\n",
" y_test_count=('y_true','size'),\n",
" y_pred_correct_count=('is_correct','sum'),\n",
" ).reset_index()\n",
" result_df['y_pred_wrong_count']=result_df['y_test_count']-result_df['y_pred_correct_count']\n",
" result_df.rename(columns={\n",
" 'y_test_count': 'y_test',\n",
" 'y_pred_correct_count': 'y_pred_correct',\n",
" 'y_pred_wrong_count': 'y_pred_wrong'\n",
" },inplace=True)\n",
" result_df\n",
" return result_df"
],
"metadata": {
"id": "m3E2llEAPuoN"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Get Prediction Overview\n",
"prediction_overview(y_test,y_pred)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1335
},
"id": "8upsBRCx7Ngt",
"outputId": "19738897-b223-4aa2-9d61-30bbda7240f6"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Disease y_test y_pred_correct \\\n",
"0 (Vertigo) Paroxysmal Positional Vertigo 57 56 \n",
"1 AIDS 1 0 \n",
"2 Acne 55 52 \n",
"3 Alcoholic Hepatitis 21 20 \n",
"4 Allergy 160 159 \n",
"5 Arthritis 242 242 \n",
"6 Bronchial Asthma 162 153 \n",
"7 Cervical Spondylosis 3 1 \n",
"8 Chickenpox 8 6 \n",
"9 Chronic Cholestasis 1 0 \n",
"10 Common Cold 162 153 \n",
"11 Dengue 2 2 \n",
"12 Diabetes 1 1 \n",
"13 Dimorphic Hemorrhoids (piles) 164 163 \n",
"14 Drug Reaction 163 161 \n",
"15 Fungal Infection of the Hair 228 203 \n",
"16 Fungal Infection of the Skin 94 90 \n",
"17 GERD 62 62 \n",
"18 Heart Attack 162 161 \n",
"19 Hypertension 1 0 \n",
"20 Hyperthyroidism 3 3 \n",
"21 Hypoglycemia 244 244 \n",
"22 Hypothyroidism 8 8 \n",
"23 Impetigo 104 102 \n",
"24 Infectious Gastroenteritis 214 203 \n",
"25 Intracerebral Hemorrhage (paralysis) 91 88 \n",
"26 Intracranial Hemorrhage (paralysis) 29 27 \n",
"27 Jaundice 5 5 \n",
"28 Liver Disease 241 240 \n",
"29 Malaria 3 3 \n",
"30 Migraine 39 39 \n",
"31 Noninfectious Gastroenteritis 215 126 \n",
"32 Osteoarthritis 160 160 \n",
"33 Peptic Ulcer Disease 105 104 \n",
"34 Pneumonia 239 224 \n",
"35 Psoriasis 153 129 \n",
"36 Tuberculosis 4 4 \n",
"37 Typhoid 2 2 \n",
"38 Urinary Tract Infection 164 164 \n",
"39 Varicose Veins 21 21 \n",
"40 Viral Hepatitis 10 10 \n",
"\n",
" y_pred_wrong \n",
"0 1 \n",
"1 1 \n",
"2 3 \n",
"3 1 \n",
"4 1 \n",
"5 0 \n",
"6 9 \n",
"7 2 \n",
"8 2 \n",
"9 1 \n",
"10 9 \n",
"11 0 \n",
"12 0 \n",
"13 1 \n",
"14 2 \n",
"15 25 \n",
"16 4 \n",
"17 0 \n",
"18 1 \n",
"19 1 \n",
"20 0 \n",
"21 0 \n",
"22 0 \n",
"23 2 \n",
"24 11 \n",
"25 3 \n",
"26 2 \n",
"27 0 \n",
"28 1 \n",
"29 0 \n",
"30 0 \n",
"31 89 \n",
"32 0 \n",
"33 1 \n",
"34 15 \n",
"35 24 \n",
"36 0 \n",
"37 0 \n",
"38 0 \n",
"39 0 \n",
"40 0 "
],
"text/html": [
"\n",
" <div id=\"df-a5713ae8-0a95-4855-9f9f-ea4f94592d7d\" class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Disease</th>\n",
" <th>y_test</th>\n",
" <th>y_pred_correct</th>\n",
" <th>y_pred_wrong</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>(Vertigo) Paroxysmal Positional Vertigo</td>\n",
" <td>57</td>\n",
" <td>56</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>AIDS</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Acne</td>\n",
" <td>55</td>\n",
" <td>52</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Alcoholic Hepatitis</td>\n",
" <td>21</td>\n",
" <td>20</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Allergy</td>\n",
" <td>160</td>\n",
" <td>159</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Arthritis</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Bronchial Asthma</td>\n",
" <td>162</td>\n",
" <td>153</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Cervical Spondylosis</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Chickenpox</td>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Chronic Cholestasis</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Common Cold</td>\n",
" <td>162</td>\n",
" <td>153</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Dengue</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Diabetes</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Dimorphic Hemorrhoids (piles)</td>\n",
" <td>164</td>\n",
" <td>163</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Drug Reaction</td>\n",
" <td>163</td>\n",
" <td>161</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Fungal Infection of the Hair</td>\n",
" <td>228</td>\n",
" <td>203</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Fungal Infection of the Skin</td>\n",
" <td>94</td>\n",
" <td>90</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>GERD</td>\n",
" <td>62</td>\n",
" <td>62</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Heart Attack</td>\n",
" <td>162</td>\n",
" <td>161</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Hypertension</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Hyperthyroidism</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Hypoglycemia</td>\n",
" <td>244</td>\n",
" <td>244</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Hypothyroidism</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Impetigo</td>\n",
" <td>104</td>\n",
" <td>102</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Infectious Gastroenteritis</td>\n",
" <td>214</td>\n",
" <td>203</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Intracerebral Hemorrhage (paralysis)</td>\n",
" <td>91</td>\n",
" <td>88</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Intracranial Hemorrhage (paralysis)</td>\n",
" <td>29</td>\n",
" <td>27</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Jaundice</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Liver Disease</td>\n",
" <td>241</td>\n",
" <td>240</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Malaria</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Migraine</td>\n",
" <td>39</td>\n",
" <td>39</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Noninfectious Gastroenteritis</td>\n",
" <td>215</td>\n",
" <td>126</td>\n",
" <td>89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Osteoarthritis</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Peptic Ulcer Disease</td>\n",
" <td>105</td>\n",
" <td>104</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Pneumonia</td>\n",
" <td>239</td>\n",
" <td>224</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Psoriasis</td>\n",
" <td>153</td>\n",
" <td>129</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Tuberculosis</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Typhoid</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
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" <th>38</th>\n",
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"summary": "{\n \"name\": \"prediction_overview(y_test,y_pred)\",\n \"rows\": 41,\n \"fields\": [\n {\n \"column\": \"Disease\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 41,\n \"samples\": [\n \"Infectious Gastroenteritis\",\n \"Dimorphic Hemorrhoids (piles)\",\n \"Chickenpox\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y_test\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 88,\n \"min\": 1,\n \"max\": 244,\n \"num_unique_values\": 29,\n \"samples\": [\n 4,\n 104,\n 228\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y_pred_correct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 83,\n \"min\": 0,\n \"max\": 244,\n \"num_unique_values\": 33,\n \"samples\": [\n 21,\n 3,\n 104\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y_pred_wrong\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14,\n \"min\": 0,\n \"max\": 89,\n \"num_unique_values\": 11,\n \"samples\": [\n 25,\n 1,\n 15\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 126
}
]
},
{
"cell_type": "code",
"source": [
"# CLassification Report\n",
"report=classification_report(y_test,y_pred,output_dict=True)\n",
"pd.DataFrame(report).transpose()"
],
"metadata": {
"id": "pyiBxP6Mng_u",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1429
},
"outputId": "ce919da5-a2cf-4490-ad6d-14f0e8df854f"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" precision recall f1-score support\n",
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"accuracy 0.944255 0.944255 0.944255 0.944255\n",
"macro avg 0.895275 0.874383 0.878463 3803.000000\n",
"weighted avg 0.949733 0.944255 0.943034 3803.000000"
],
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" <th>32</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>160.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>0.971963</td>\n",
" <td>0.990476</td>\n",
" <td>0.981132</td>\n",
" <td>105.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.929461</td>\n",
" <td>0.937238</td>\n",
" <td>0.933333</td>\n",
" <td>239.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>0.921429</td>\n",
" <td>0.843137</td>\n",
" <td>0.880546</td>\n",
" <td>153.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>0.993939</td>\n",
" <td>1.000000</td>\n",
" <td>0.996960</td>\n",
" <td>164.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>21.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>0.909091</td>\n",
" <td>1.000000</td>\n",
" <td>0.952381</td>\n",
" <td>10.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accuracy</th>\n",
" <td>0.944255</td>\n",
" <td>0.944255</td>\n",
" <td>0.944255</td>\n",
" <td>0.944255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>macro avg</th>\n",
" <td>0.895275</td>\n",
" <td>0.874383</td>\n",
" <td>0.878463</td>\n",
" <td>3803.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>weighted avg</th>\n",
" <td>0.949733</td>\n",
" <td>0.944255</td>\n",
" <td>0.943034</td>\n",
" <td>3803.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
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"\n",
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"\n",
" .colab-df-convert:hover {\n",
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" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
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"\n",
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"<div id=\"df-f07eb252-f8d4-4749-a9e1-a89ba83d60dd\">\n",
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" title=\"Suggest charts\"\n",
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"\n",
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" .colab-df-quickchart {\n",
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"\n",
" .colab-df-quickchart {\n",
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" height: 32px;\n",
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"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
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" fill: var(--button-hover-fill-color);\n",
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"\n",
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" background-color: var(--disabled-bg-color);\n",
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"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
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"\n",
" @keyframes spin {\n",
" 0% {\n",
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" border-bottom-color: var(--fill-color);\n",
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" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
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" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
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" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
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" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
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" }\n",
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" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-f07eb252-f8d4-4749-a9e1-a89ba83d60dd button');\n",
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],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"summary": "{\n \"name\": \"pd\",\n \"rows\": 44,\n \"fields\": [\n {\n \"column\": \"precision\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2528040804274471,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 26,\n \"samples\": [\n 0.9354838709677419,\n 0.975,\n 0.9824561403508771\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"recall\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.26867407981050007,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 25,\n \"samples\": [\n 0.75,\n 0.967032967032967,\n 0.9824561403508771\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"f1-score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2577857215864652,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 31,\n \"samples\": [\n 0.9523809523809523,\n 0.9979550102249488,\n 0.9811320754716981\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"support\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 786.9645000802996,\n \"min\": 0.9442545358927162,\n \"max\": 3803.0,\n \"num_unique_values\": 31,\n \"samples\": [\n 4.0,\n 244.0,\n 215.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 127
}
]
},
{
"source": [
"# Visualize Confusion Matrix\n",
"cm=confusion_matrix(y_test,y_pred)\n",
"plt.figure(figsize=(30,30))\n",
"plt.title(\"Model Performance Overview\",fontsize=26)\n",
"ax=sns.heatmap(cm,annot=True,fmt=\"d\",cmap=\"Greens\",cbar=True)\n",
"ticklabels=list(mapper.values())\n",
"ax.set_xlabel(\"Predicted Labels\",fontsize=23)\n",
"ax.set_ylabel(\"True Labels\",fontsize=23)\n",
"ax.set_xticklabels(ticklabels,rotation=45,ha='right',fontsize=20)\n",
"ax.set_yticklabels(ticklabels,rotation=0,ha='right',fontsize=20)\n",
"plt.show()"
],
"cell_type": "code",
"metadata": {
"id": "qqJav5bFph7h",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "09d793e0-8902-450e-ccbe-a8e401191ba3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 3000x3000 with 2 Axes>"
],
"image/png": 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},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# As there is Huge Data Imbalancy Precision-Recall Curves are Better Metrics than Accuracy\n",
"# Binarize the Output (for Multiclass)\n",
"y_test_bin=label_binarize(y_test,classes=np.unique(y_test))\n",
"n_classes=y_test_bin.shape[1]\n",
"# Predict Probabilities for each Class\n",
"y_pred_prob=clf.predict_proba(x_test)\n",
"# Plot Precision-Recall Curve for each Class\n",
"plt.figure(figsize=(10, 8))\n",
"for i in range(n_classes):\n",
" precision,recall,_=precision_recall_curve(y_test_bin[:,i],y_pred_prob[:,i])\n",
" avg_precision=average_precision_score(y_test_bin[:,i],y_pred_prob[:,i])\n",
" plt.plot(recall,precision,label=f'Class {i} (AP = {avg_precision:.2f})')\n",
"\n",
"# AP indicates Average Precision\n",
"plt.xlabel('Recall\\n(True Positives / (True Positives + False Negatives))')\n",
"plt.ylabel('Precision\\n(True Positives / (True Positives + False Positives))')\n",
"plt.title('Multiclass Precision-Recall Curves')\n",
"plt.legend(loc='upper right',bbox_to_anchor=(1.3,1),borderaxespad=0.)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"id": "qUujQcw9c2TO",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 922
},
"outputId": "155cc029-77d0-48a7-98b7-c5b0d4ac37d9"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Check Versions before Saving the Model\n",
"print(f\"Pandas Version : {pd.__version__}\")\n",
"print(f\"Numpy Version : {np.__version__}\")\n",
"print(f\"Pickle Version : {pickle.format_version}\")\n",
"print(f\"Scikit-Learn Version : {sklearn.__version__}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eGmyM7GPvmAt",
"outputId": "029923b7-6639-4676-9f1d-3e755019ca2d"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Pandas Version : 2.2.2\n",
"Numpy Version : 1.26.4\n",
"Pickle Version : 4.0\n",
"Scikit-Learn Version : 1.2.2\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Save the Trained Model\n",
"pickle.dump(clf,open('Trained_Classifier_Model.pkl','wb'))"
],
"metadata": {
"id": "BYoR5hZexDOO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Save the Disease Lable Encoder\n",
"pickle.dump(le,open('Disease_Label_Encoder.pkl','wb'))"
],
"metadata": {
"id": "1kJsIkeuSPA2"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Save the Disease Mapper Dictionary\n",
"pickle.dump(mapper,open('Disease_Mapper.pkl','wb'))"
],
"metadata": {
"id": "MlDRvYXFbif_"
},
"execution_count": null,
"outputs": []
}
]
}