diff --git a/bayes_final.ipynb b/bayes_final.ipynb index 7e17a86..86fe6ab 100644 --- a/bayes_final.ipynb +++ b/bayes_final.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -235,12 +235,13 @@ "[5 rows x 31 columns]" ] }, - "execution_count": 1, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import matplotlib.pyplot as plt\n", "from sklearn.datasets import load_breast_cancer\n", "import numpy as np\n", "import pandas as pd\n", @@ -343,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +388,38 @@ " correct_predictions = np.sum(y_true == y_pred)\n", " accuracy = correct_predictions / len(y_true)\n", " return accuracy\n", + "\n", + " def score_visualize(self, X, y_true):\n", + " \"\"\"\n", + " Funkcja rysuje dwa wykresy słupkowe przedstawiające rzeczywiste wartości i przewidywane wartości.\n", + " \"\"\"\n", + " posteriors = self.predict_proba(X)\n", + " y_pred = np.argmax(posteriors, axis=1)\n", + "\n", + " # Liczymy ilość wystąpień każdej klasy dla rzeczywistych i przewidywanych wartości\n", + " true_counts = np.bincount(y_true)\n", + " pred_counts = np.bincount(y_pred)\n", + "\n", + " # Tworzymy subplots - dwa wykresy obok siebie\n", + " fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", " \n", + " # Pierwszy wykres - rzeczywiste wartości\n", + " axes[0].bar([0, 1], true_counts, color=['blue', 'orange'])\n", + " axes[0].set_title('Rzeczywiste wartości')\n", + " axes[0].set_xticks([0, 1])\n", + " axes[0].set_xticklabels(['Nowotwór złośliwy', 'Nowotwór łagodny'])\n", + " axes[0].set_ylabel('Liczba wystąpień')\n", + " \n", + " # Drugi wykres - przewidywane wartości\n", + " axes[1].bar([0, 1], pred_counts, color=['blue', 'orange'])\n", + " axes[1].set_title('Przewidywane wartości')\n", + " axes[1].set_xticks([0, 1])\n", + " axes[1].set_xticklabels(['Nowotwór złośliwy', 'Nowotwór łagodny'])\n", + " axes[1].set_ylabel('Liczba wystąpień')\n", + " \n", + " # Wyświetlamy wykresy\n", + " plt.show()\n", + "\n", " def predict_proba(self, X):\n", " if self.log:\n", " return self._calculate_posterior_log(X)\n", @@ -483,7 +515,63 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Podział zbioru danych na treningowy i testowy\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.1, random_state=48)\n", + "\n", + "gnb = GaussianNaiveBayes(log=False)\n", + "gnb.fit(X_train.values, y_train)\n", + "\n", + "# Prawdopodobieństwa prior\n", + "priors = np.array(gnb.priors)\n", + "counts = [np.sum(y_train == 0.0), np.sum(y_train == 1.0)]\n", + "\n", + "# Etykiety klas\n", + "labels = ['Nowotwór złośliwy', 'Nowotwór łagodny']\n", + "\n", + "# Tworzenie diagramu kołowego\n", + "fig, axes = plt.subplots(1, 2, figsize=(11, 6), facecolor='white')\n", + "\n", + "wedges, _, _ = axes[0].pie(priors, autopct='%1.1f%%', startangle=90, colors=['skyblue', 'orange'])\n", + "axes[0].axis('equal') # Równe proporcje, aby koło było kołem\n", + "axes[0].set_title('Prawdopodobieństwa prior')\n", + "\n", + "# Funkcja zwracająca liczbę dla autopct\n", + "def func(pct, allvals):\n", + " absolute = int(np.round(pct/100.*np.sum(allvals)))\n", + " return f\"{absolute}\"\n", + "\n", + "axes[1].pie(counts, autopct=lambda pct: func(pct, counts), startangle=90, colors=['skyblue', 'orange'])\n", + "axes[1].axis('equal') # Równe proporcje, aby koło było kołem\n", + "axes[1].set_title('Liczba wystąpień każdej klasy')\n", + "\n", + "# Dodanie jednej legendy dla obu wykresów\n", + "fig.legend(wedges, labels, title=\"Klasy\", loc=\"center right\", bbox_to_anchor=(0.6, 0.75))\n", + "\n", + "# Ustawienie białego tła dla wykresów\n", + "fig.patch.set_facecolor('white')\n", + "\n", + "# Wyświetlenie wykresu\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -516,12 +604,6 @@ } ], "source": [ - "# Podział zbioru danych na treningowy i testowy\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.1, random_state=48)\n", - "\n", - "gnb = GaussianNaiveBayes(log=False)\n", - "gnb.fit(X_train.values, y_train)\n", - "\n", "print(f\"Prawdopodobieństwa prior: {gnb.priors}\")\n", "score = gnb.score(X_test.values, y_test)\n", "print(\"Celność na zbiorze testowym:\", score)\n", @@ -532,6 +614,38 @@ "pp_predictions(preds, probs)" ] }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 14))\n", + "score = gnb.score_visualize(X_test.values, y_test)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -541,14 +655,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9824561403508771\n", + "Celność na zbiorze testowym: 0.9824561403508771\n", "\n", "=== 1 ===\n", "Predykcja: 1.0 - (Nowotwór łagodny)\n", @@ -577,8 +691,7 @@ "\n", "clf = GaussianNB()\n", "clf.fit(X_train.values, y_train)\n", - "print(clf.score(X_test.values, y_test))\n", - "\n", + "print(\"Celność na zbiorze testowym:\", clf.score(X_test.values, y_test))\n", "preds = clf.predict(X_test.values[15:20])\n", "probs = clf.predict_proba(X_test.values[15:20])\n", "pp_predictions(preds, probs)" @@ -593,14 +706,14 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": { @@ -610,7 +723,6 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn.decomposition import PCA\n", "\n", @@ -622,7 +734,7 @@ " \n", " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", - " plt.figure(figsize=(14, 14))\n", + " plt.figure(figsize=(12, 9))\n", " colors_background = ['#FFFFFF', '#00AACC']\n", " colors_points = ['#0000FF', '#00FF00']\n", " plt.contourf(xx, yy, Z, alpha=0.8, cmap=ListedColormap(colors_background))\n",