diff --git a/lab_5/lab5.ipynb b/lab_5/lab5.ipynb index e5491fe..6977efa 100644 --- a/lab_5/lab5.ipynb +++ b/lab_5/lab5.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 160, "metadata": {}, "outputs": [ { @@ -255,7 +255,7 @@ "[2500 rows x 11 columns]" ] }, - "execution_count": 141, + "execution_count": 160, "metadata": {}, "output_type": "execute_result" } @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 161, "metadata": {}, "outputs": [ { @@ -327,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -490,7 +490,7 @@ "max 97.600000 1.000000 " ] }, - "execution_count": 143, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" } @@ -504,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -615,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 164, "metadata": {}, "outputs": [ { @@ -753,7 +753,7 @@ "[2500 rows x 4 columns]" ] }, - "execution_count": 145, + "execution_count": 164, "metadata": {}, "output_type": "execute_result" } @@ -780,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -829,7 +829,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 166, "metadata": {}, "outputs": [ { @@ -851,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -888,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 168, "metadata": {}, "outputs": [], "source": [ @@ -916,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 169, "metadata": {}, "outputs": [ { @@ -959,7 +959,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 170, "metadata": {}, "outputs": [ { @@ -1009,6 +1009,145 @@ "draw_cluster_results(df_scaled, 1, 2, labels, centers, plt.subplot(2, 2, 4)) # avg_glucose_level vs bmi" ] }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "#до двухмерного пространсва :) вжух\n", + "pca_data = PCA(n_components=2).fit_transform(df_scaled)\n", + "pca_data\n", + "\n", + "# Визуализация сокращенных данных\n", + "plt.figure(figsize=(16, 6))\n", + "\n", + "# Визуализация для KMeans кластеризации\n", + "plt.subplot(1, 2, 1)\n", + "sns.scatterplot(x=pca_data[:, 0], y=pca_data[:, 1], hue=labels, palette='Set1', alpha=0.6)\n", + "plt.title('PCA Reduced Data: KMeans Clustering')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "теперь интересная штука... с помощью так называемого метода локтя посмотрим на лучшее (оптимальное) количество кластеров на основе инерции (расстояния = сумме квадратов расстояния от объектов до центра кластера)" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "inertias = []\n", + "clusters_range = range(1, 23)\n", + "for i in clusters_range:\n", + " kmeans = KMeans(n_clusters=i, random_state=random_state)\n", + " kmeans.fit(data_scaled)\n", + " inertias.append(kmeans.inertia_)\n", + "\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(clusters_range, inertias, marker='*')\n", + "plt.title('Метод локтя для оптимального k')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Инерция')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "отсюда можем видеть, что кривая, в принципе, прекращает резко падать после 15 кластера. а в принципе, САМЫЙ резкий спад закончился на количесте кластеров,равному 3-5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ТЕПЕРЬ ЧАВО ой капс\n", + "\n", + "теперь берем и считаем, насколько хорошо будут данные разделены на некое количество кластеров
\n", + "делаем это с помощью коэффициента силуета - чем ближе он к 1, тем лучше сгруппирован объект и тем дальше он от соседних кластеров. чем ближе к нулю, тем он ближе к соседям.\n", + "чем ближе к -1, тем больше вероятность, что он неправильно сгруппирован в кластер" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import silhouette_score\n", + "\n", + "silhouette_scores = []\n", + "for i in clusters_range[1:]: \n", + " kmeans = KMeans(n_clusters=i, random_state=random_state)\n", + " labels = kmeans.fit_predict(data_scaled)\n", + " score = silhouette_score(data_scaled, labels)\n", + " silhouette_scores.append(score)\n", + "\n", + "# Построение диаграммы значений силуэта\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(clusters_range[1:], silhouette_scores, marker='4')\n", + "plt.title('Коэффициенты силуэта для разных k')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Коэффициент силуэта')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "видим, что при количестве кластеров, равном трем, самое лучшее разбиение получается. вот и отличненько) ведь я как раз разбивала данные на 3 кластера" + ] + }, { "cell_type": "code", "execution_count": null,