diff --git a/Bayes.ipynb b/Bayes.ipynb index d37e127..02d0233 100644 --- a/Bayes.ipynb +++ b/Bayes.ipynb @@ -956,14 +956,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1163,13 +1163,13 @@ "name": "stderr", "output_type": "stream", "text": [ - ":3: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + ":3: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " ax = fig.add_subplot()\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1485,22 +1485,13 @@ "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "could not convert string to float: 'metal'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mbayes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train_np\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mY_predicted\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbayes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0meval_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbayes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mY_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY_predicted\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Train:\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - 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"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\naive_bayes.py\u001b[0m in \u001b[0;36mpredict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m 75\u001b[0m \"\"\"\n\u001b[0;32m 76\u001b[0m \u001b[0mcheck_is_fitted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 77\u001b[1;33m \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_check_X\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 78\u001b[0m \u001b[0mjll\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_joint_log_likelihood\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjll\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - 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"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator)\u001b[0m\n\u001b[0;32m 596\u001b[0m \u001b[0marray\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcasting\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"unsafe\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 597\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 598\u001b[1;33m \u001b[0marray\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 599\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 600\u001b[0m raise ValueError(\"Complex data not supported\\n\"\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\numpy\\core\\_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[1;34m(a, dtype, order, like)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0m_asarray_with_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlike\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlike\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__array__\u001b[1;34m(self, dtype)\u001b[0m\n\u001b[0;32m 1897\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1898\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__array__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1899\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1900\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1901\u001b[0m def __array_wrap__(\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\numpy\\core\\_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[1;34m(a, dtype, order, like)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0m_asarray_with_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlike\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlike\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'metal'" + "name": "stdout", + "output_type": "stream", + "text": [ + "Train:\n", + "0.56125\n", + "Test:\n", + "0.475\n" ] } ], @@ -1508,12 +1499,12 @@ "bayes = Bayes()\n", "bayes.train(X_train_np, Y_train)\n", "\n", - "Y_predicted = bayes.predict(X_train)\n", + "Y_predicted = bayes.predict(X_train_np)\n", "eval_result = bayes.eval(Y_train, Y_predicted)\n", "print(\"Train:\")\n", "print(eval_result[1])\n", "\n", - "Y_predicted = bayes.predict(X_test)\n", + "Y_predicted = bayes.predict(X_test_np)\n", "eval_result = bayes.eval(Y_test, Y_predicted)\n", "print(\"Test:\")\n", "print(eval_result[1])" @@ -1521,14 +1512,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# skrypt losujacy kolumny ze zbioru i sprawdzajacy accuracy na zbiorze trenujacym\n", "\n", "for i in range(100):\n", - " X = data.drop([\"genre\"], axis=1)\n", + " X = data.drop([\"genre\", \"label\", \"tempo\"], axis=1)\n", " X_rand = X.sample(n=10, axis='columns')\n", " Y = data[\"genre\"] \n", " \n", @@ -1549,15 +1540,8 @@ " acc_random.write(str(ac) + \" \" + str(list(X_rand.columns)) + '\\n')\n", " acc_random.close()\n", "\n", - "!sort -k1,1nr -k2,2 accuracy.txt" + "#!sort -k1,1nr -k2,2 accuracy.txt" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1576,7 +1560,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.5" } }, "nbformat": 4,