diff --git "a/anemia.ipynb" "b/anemia.ipynb"
--- "a/anemia.ipynb"
+++ "b/anemia.ipynb"
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -181,7 +181,7 @@
        "max       1.000000  "
       ]
      },
-     "execution_count": 16,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -192,7 +192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -283,7 +283,7 @@
        "4       1        14.7  22.0  28.2  99.5       0"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -294,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -385,7 +385,7 @@
        "1420       0        11.8  21.2  28.4  98.1       1"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -396,7 +396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -439,7 +439,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -450,7 +450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -459,7 +459,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -482,7 +482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -494,7 +494,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -505,7 +505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -520,7 +520,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -531,16 +531,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7aa4e9c94bb0>]"
+       "[<matplotlib.lines.Line2D at 0x7febdc7c1b40>]"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -561,16 +561,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7aa4e9e27f40>]"
+       "[<matplotlib.lines.Line2D at 0x7febdc6b9e70>]"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -591,7 +591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -674,7 +674,7 @@
        "       1              159  159   159  159"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -685,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -694,7 +694,7 @@
        "<Axes: xlabel='Gender'>"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -715,7 +715,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -869,7 +869,7 @@
        "[534 rows x 6 columns]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -880,7 +880,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -891,13 +891,66 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
-    "xtrain,xtest,ytrain,ytest = train_test_split(x,y,test_size=0.2,random_state=42)"
+    "xtrain,xtest,ytrain,ytest = train_test_split(x,y,test_size=0.2,random_state=42,stratify=y)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Result\n",
+       "0    58\n",
+       "1    49\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ytest.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Gender\n",
+       "1    61\n",
+       "0    46\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xtest.value_counts(\"Gender\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 28,
@@ -946,7 +999,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -994,7 +1047,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1002,24 +1055,24 @@
      "output_type": "stream",
      "text": [
       "RandomForest:\n",
-      "  Best Parameters: {'classifier__class_weight': 'balanced', 'classifier__max_depth': 20, 'classifier__min_samples_split': 10, 'classifier__n_estimators': 10}\n",
-      "  Best CV Score: 0.9976744186046511\n",
+      "  Best Parameters: {'classifier__class_weight': 'balanced', 'classifier__max_depth': 10, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 5}\n",
+      "  Best CV Score: 1.0\n",
       "classification_report               precision    recall  f1-score   support\n",
       "\n",
-      "           0       1.00      1.00      1.00        61\n",
-      "           1       1.00      1.00      1.00        46\n",
+      "           0       1.00      0.98      0.99        58\n",
+      "           1       0.98      1.00      0.99        49\n",
       "\n",
-      "    accuracy                           1.00       107\n",
-      "   macro avg       1.00      1.00      1.00       107\n",
-      "weighted avg       1.00      1.00      1.00       107\n",
+      "    accuracy                           0.99       107\n",
+      "   macro avg       0.99      0.99      0.99       107\n",
+      "weighted avg       0.99      0.99      0.99       107\n",
       "\n",
       "GradientBoosting:\n",
       "  Best Parameters: {'classifier__learning_rate': 0.1, 'classifier__max_depth': 3, 'classifier__n_estimators': 5}\n",
-      "  Best CV Score: 0.9953488372093023\n",
+      "  Best CV Score: 0.9976744186046511\n",
       "classification_report               precision    recall  f1-score   support\n",
       "\n",
-      "           0       1.00      1.00      1.00        61\n",
-      "           1       1.00      1.00      1.00        46\n",
+      "           0       1.00      1.00      1.00        58\n",
+      "           1       1.00      1.00      1.00        49\n",
       "\n",
       "    accuracy                           1.00       107\n",
       "   macro avg       1.00      1.00      1.00       107\n",
@@ -1027,27 +1080,27 @@
       "\n",
       "SVM:\n",
       "  Best Parameters: {'classifier__C': 10, 'classifier__class_weight': 'balanced', 'classifier__kernel': 'linear'}\n",
-      "  Best CV Score: 0.9906703146374829\n",
+      "  Best CV Score: 0.9930232558139535\n",
       "classification_report               precision    recall  f1-score   support\n",
       "\n",
-      "           0       1.00      0.98      0.99        61\n",
-      "           1       0.98      1.00      0.99        46\n",
+      "           0       0.98      0.98      0.98        58\n",
+      "           1       0.98      0.98      0.98        49\n",
       "\n",
-      "    accuracy                           0.99       107\n",
-      "   macro avg       0.99      0.99      0.99       107\n",
-      "weighted avg       0.99      0.99      0.99       107\n",
+      "    accuracy                           0.98       107\n",
+      "   macro avg       0.98      0.98      0.98       107\n",
+      "weighted avg       0.98      0.98      0.98       107\n",
       "\n",
       "Logistic Regression:\n",
       "  Best Parameters: {}\n",
-      "  Best CV Score: 0.9812859097127223\n",
+      "  Best CV Score: 0.9790424076607387\n",
       "classification_report               precision    recall  f1-score   support\n",
       "\n",
-      "           0       1.00      0.92      0.96        61\n",
-      "           1       0.90      1.00      0.95        46\n",
+      "           0       1.00      0.95      0.97        58\n",
+      "           1       0.94      1.00      0.97        49\n",
       "\n",
-      "    accuracy                           0.95       107\n",
-      "   macro avg       0.95      0.96      0.95       107\n",
-      "weighted avg       0.96      0.95      0.95       107\n",
+      "    accuracy                           0.97       107\n",
+      "   macro avg       0.97      0.97      0.97       107\n",
+      "weighted avg       0.97      0.97      0.97       107\n",
       "\n"
      ]
     }
@@ -1071,7 +1124,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0\n"
+      "0.9906542056074766\n"
      ]
     }
    ],
@@ -1091,7 +1144,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0\n"
+      "0.9906542056074766\n"
      ]
     }
    ],
@@ -1104,14 +1157,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "100.0\n"
+      "0.9906542056074766\n"
      ]
     }
    ],
@@ -1131,7 +1184,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0\n"
+      "0.9906542056074766\n"
      ]
     }
    ],
@@ -1150,7 +1203,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7aa4ec671150>"
+       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7febdcc643a0>"
       ]
      },
      "execution_count": 37,
@@ -1159,7 +1212,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1180,7 +1233,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7aa4ec670a60>"
+       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7febdc5d2230>"
       ]
      },
      "execution_count": 38,
@@ -1189,7 +1242,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1210,7 +1263,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7aa4ec614e80>"
+       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7febdc7b72e0>"
       ]
      },
      "execution_count": 39,
@@ -1219,7 +1272,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1240,7 +1293,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7aa4ec62ef80>"
+       "<sklearn.metrics._plot.precision_recall_curve.PrecisionRecallDisplay at 0x7febdc687d30>"
       ]
      },
      "execution_count": 40,
@@ -1249,7 +1302,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1278,7 +1331,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7aa4ec52ef20>"
+       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7febdc79c1f0>"
       ]
      },
      "execution_count": 41,
@@ -1287,7 +1340,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1308,7 +1361,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7aa4ea358670>"
+       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7febda160fd0>"
       ]
      },
      "execution_count": 42,
@@ -1338,7 +1391,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7aa4ea2a3dc0>"
+       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7febd9e63d90>"
       ]
      },
      "execution_count": 43,
@@ -1347,7 +1400,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1368,7 +1421,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7aa4ea0bba00>"
+       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7febda185c00>"
       ]
      },
      "execution_count": 44,
@@ -1398,7 +1451,7 @@
     {
      "data": {
       "text/plain": [
-       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7aa4ec7b3460>"
+       "<sklearn.metrics._plot.roc_curve.RocCurveDisplay at 0x7febd9f17a60>"
       ]
      },
      "execution_count": 45,
@@ -1422,7 +1475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1431,12 +1484,12 @@
      "text": [
       "              precision    recall  f1-score   support\n",
       "\n",
-      "           0       1.00      1.00      1.00        61\n",
-      "           1       1.00      1.00      1.00        46\n",
+      "           0       1.00      0.98      0.99        58\n",
+      "           1       0.98      1.00      0.99        49\n",
       "\n",
-      "    accuracy                           1.00       107\n",
-      "   macro avg       1.00      1.00      1.00       107\n",
-      "weighted avg       1.00      1.00      1.00       107\n",
+      "    accuracy                           0.99       107\n",
+      "   macro avg       0.99      0.99      0.99       107\n",
+      "weighted avg       0.99      0.99      0.99       107\n",
       "\n"
      ]
     }
@@ -1447,16 +1500,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['models/svm.pkl']"
+       "['models/randomforest.pkl']"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1464,8 +1517,18 @@
    "source": [
     "import joblib\n",
     "\n",
-    "joblib.dump(svm,\"models/svm.pkl\")"
+    "joblib.dump(svm,\"models/svm.pkl\")\n",
+    "joblib.dump(lr,\"models/logisticregression.pkl\")\n",
+    "joblib.dump(gb,\"models/gradientboostingclassifier.pkl\")\n",
+    "joblib.dump(rf,\"models/randomforest.pkl\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {