diff --git "a/anemia.ipynb" "b/anemia.ipynb" --- "a/anemia.ipynb" +++ "b/anemia.ipynb" @@ -531,10 +531,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(data.MCV,data.MCHC,ls=\"\",marker=\"o\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(data.MCV,data.MCH,ls=\"\",marker=\"o\")" + ] }, { "cell_type": "code", @@ -630,6 +683,36 @@ "data.groupby([\"Gender\",\"Result\"]).count()" ] }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.groupby([\"Gender\"]).mean().plot()" + ] + }, { "cell_type": "code", "execution_count": 25, @@ -863,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -911,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -919,17 +1002,53 @@ "output_type": "stream", "text": [ "RandomForest:\n", - " Best Parameters: {'classifier__class_weight': 'balanced', 'classifier__max_depth': None, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 10}\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", + "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", + "\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", + "\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", + "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", + "\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", + "\n", "SVM:\n", " Best Parameters: {'classifier__C': 10, 'classifier__class_weight': 'balanced', 'classifier__kernel': 'linear'}\n", " Best CV Score: 0.9906703146374829\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", + "\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", "Logistic Regression:\n", " Best Parameters: {}\n", - " Best CV Score: 0.9812859097127223\n" + " Best CV Score: 0.9812859097127223\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", + "\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", + "\n" ] } ],