--- a
+++ b/PCA/PCA.ipynb
@@ -0,0 +1,542 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "import joblib\n",
+    "\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "from scipy.spatial import ConvexHull\n",
+    "\n",
+    "from sklearn.neighbors import KernelDensity\n",
+    "from sklearn.cluster import KMeans\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Pregnancies</th>\n",
+       "      <th>Glucose</th>\n",
+       "      <th>BloodPressure</th>\n",
+       "      <th>SkinThickness</th>\n",
+       "      <th>Insulin</th>\n",
+       "      <th>BMI</th>\n",
+       "      <th>DiabetesPedigreeFunction</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Diagnosis</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>115.863387</td>\n",
+       "      <td>56.410731</td>\n",
+       "      <td>24.336736</td>\n",
+       "      <td>94.385783</td>\n",
+       "      <td>26.455940</td>\n",
+       "      <td>0.272682</td>\n",
+       "      <td>20.100494</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>92.490122</td>\n",
+       "      <td>70.615520</td>\n",
+       "      <td>23.443591</td>\n",
+       "      <td>138.652426</td>\n",
+       "      <td>23.910167</td>\n",
+       "      <td>0.665160</td>\n",
+       "      <td>44.912281</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>88.141469</td>\n",
+       "      <td>63.262618</td>\n",
+       "      <td>23.404364</td>\n",
+       "      <td>149.358082</td>\n",
+       "      <td>21.948250</td>\n",
+       "      <td>0.676022</td>\n",
+       "      <td>48.247873</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>108.453101</td>\n",
+       "      <td>67.793632</td>\n",
+       "      <td>20.751580</td>\n",
+       "      <td>108.751638</td>\n",
+       "      <td>24.209304</td>\n",
+       "      <td>0.289636</td>\n",
+       "      <td>42.749868</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>127.849443</td>\n",
+       "      <td>94.725685</td>\n",
+       "      <td>22.603078</td>\n",
+       "      <td>25.269987</td>\n",
+       "      <td>32.997477</td>\n",
+       "      <td>0.601315</td>\n",
+       "      <td>32.797789</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
+       "0            2  115.863387      56.410731      24.336736   94.385783   \n",
+       "1            2   92.490122      70.615520      23.443591  138.652426   \n",
+       "2            1   88.141469      63.262618      23.404364  149.358082   \n",
+       "3            2  108.453101      67.793632      20.751580  108.751638   \n",
+       "4            1  127.849443      94.725685      22.603078   25.269987   \n",
+       "\n",
+       "         BMI  DiabetesPedigreeFunction        Age  Diagnosis  \n",
+       "0  26.455940                  0.272682  20.100494          0  \n",
+       "1  23.910167                  0.665160  44.912281          0  \n",
+       "2  21.948250                  0.676022  48.247873          1  \n",
+       "3  24.209304                  0.289636  42.749868          0  \n",
+       "4  32.997477                  0.601315  32.797789          0  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"./data/Diabetes_prediction.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "features = df.columns[:-1]  # Adjust as per your dataset\n",
+    "x = df.loc[:, features].values\n",
+    "y = df.loc[:, 'Diagnosis'].values  # Adjust the column name as per your dataset\n",
+    "\n",
+    "# Standardize the features\n",
+    "scaler = StandardScaler()\n",
+    "x_scaled = scaler.fit_transform(x)\n",
+    "\n",
+    "# Perform PCA\n",
+    "pca = PCA(n_components=2)  # You can adjust the number of components\n",
+    "principalComponents = pca.fit_transform(x_scaled)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "# Create a DataFrame from the PCA output\n",
+    "pca_df = pd.DataFrame(data = principalComponents, columns = ['PC1', 'PC2'])\n",
+    "pca_df['Diagnosis'] = y  # Or your target variable\n",
+    "\n",
+    "# Plot initialization\n",
+    "plt.figure(figsize=(10, 7))\n",
+    "plt.scatter(pca_df['PC1'], pca_df['PC2'], c='blue', label='Data Samples')\n",
+    "\n",
+    "# Plotting the projection of the original features along the components\n",
+    "for i, feature in enumerate(features):\n",
+    "    plt.arrow(0, 0, pca.components_[0, i] * max(pca_df['PC1']), pca.components_[1, i] * max(pca_df['PC2']),\n",
+    "              color='r', width=0.005, head_width=0.05)\n",
+    "    plt.text(pca.components_[0, i] * max(pca_df['PC1']) * 1.2, pca.components_[1, i] * max(pca_df['PC2']) * 1.2,\n",
+    "             feature, color='g')\n",
+    "\n",
+    "plt.xlabel(\"Principal Component 1 ({}%)\".format(round(pca.explained_variance_ratio_[0]*100, 2)))\n",
+    "plt.ylabel(\"Principal Component 2 ({}%)\".format(round(pca.explained_variance_ratio_[1]*100, 2)))\n",
+    "plt.title('PCA Biplot')\n",
+    "plt.grid(True)\n",
+    "plt.axhline(y=0, color='k', linestyle='--', lw=1)\n",
+    "plt.axvline(x=0, color='k', linestyle='--', lw=1)\n",
+    "plt.legend()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Perform PCA\n",
+    "pca = PCA(n_components=2)\n",
+    "principalComponents = pca.fit_transform(x_scaled)\n",
+    "\n",
+    "# Perform K-means clustering\n",
+    "kmeans = KMeans(n_clusters=3, random_state=0)\n",
+    "clusters = kmeans.fit_predict(x_scaled)\n",
+    "\n",
+    "# Create a grid of points where we will evaluate the KDE\n",
+    "x_min, x_max = principalComponents[:, 0].min() - 1, principalComponents[:, 0].max() + 1\n",
+    "y_min, y_max = principalComponents[:, 1].min() - 1, principalComponents[:, 1].max() + 1\n",
+    "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100), np.linspace(y_min, y_max, 100))\n",
+    "grid_coords = np.c_[xx.ravel(), yy.ravel()]\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "colors = ['red', 'green', 'blue']\n",
+    "markers = ['o', 's', 'd']  # Different markers for each cluster\n",
+    "\n",
+    "for i in range(3):\n",
+    "    # Points in the cluster\n",
+    "    cluster_points = principalComponents[clusters == i]\n",
+    "    \n",
+    "    # Fit KDE to cluster data\n",
+    "    kde = KernelDensity(bandwidth=0.5)\n",
+    "    kde.fit(cluster_points)\n",
+    "    \n",
+    "    # Evaluate KDE on grid\n",
+    "    z = np.exp(kde.score_samples(grid_coords)).reshape(xx.shape)\n",
+    "    \n",
+    "    # Contour plot\n",
+    "    plt.contourf(xx, yy, z, levels=np.linspace(z.min(), z.max(), 8), alpha=0.3, colors=[colors[i]])\n",
+    "    plt.scatter(cluster_points[:, 0], cluster_points[:, 1], s=50, c=colors[i], marker=markers[i], label=f'Cluster {i}')\n",
+    "\n",
+    "plt.xlabel('Principal Component 1')\n",
+    "plt.ylabel('Principal Component 2')\n",
+    "plt.title('Cluster Density with PCA Components')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.82473412e+00, -4.44595408e-05],\n",
+       "       [ 3.19874369e-01,  7.62131080e-02],\n",
+       "       [ 9.28222790e-02,  5.84914298e-01],\n",
+       "       ...,\n",
+       "       [ 7.08960776e-01,  1.32395717e+00],\n",
+       "       [-2.42557966e+00, -1.40929665e+00],\n",
+       "       [-2.12921949e+00, -7.93485122e-01]])"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca_df.to_csv('./data/pca_df.csv')\n",
+    "principalComponents"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.824734</td>\n",
+       "      <td>-0.000044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.319874</td>\n",
+       "      <td>0.076213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.092822</td>\n",
+       "      <td>0.584914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.880765</td>\n",
+       "      <td>0.381010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.247761</td>\n",
+       "      <td>-0.235494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>-2.547187</td>\n",
+       "      <td>1.326397</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>-0.707321</td>\n",
+       "      <td>0.015458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>0.708961</td>\n",
+       "      <td>1.323957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>-2.425580</td>\n",
+       "      <td>-1.409297</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>-2.129219</td>\n",
+       "      <td>-0.793485</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          PC1       PC2\n",
+       "0   -1.824734 -0.000044\n",
+       "1    0.319874  0.076213\n",
+       "2    0.092822  0.584914\n",
+       "3    0.880765  0.381010\n",
+       "4   -0.247761 -0.235494\n",
+       "..        ...       ...\n",
+       "995 -2.547187  1.326397\n",
+       "996 -0.707321  0.015458\n",
+       "997  0.708961  1.323957\n",
+       "998 -2.425580 -1.409297\n",
+       "999 -2.129219 -0.793485\n",
+       "\n",
+       "[1000 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca_df\n",
+    "X = pca_df[['PC1', 'PC2']]\n",
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "inertia = []\n",
+    "range_values = range(1, 10)  # Testing 1 through 9 clusters\n",
+    "\n",
+    "for i in range_values:\n",
+    "    kmeans = KMeans(n_clusters=i, random_state=0)\n",
+    "    kmeans.fit(X)  # No need for scaled data\n",
+    "    inertia.append(kmeans.inertia_)\n",
+    "\n",
+    "plt.plot(range_values, inertia, marker='o')\n",
+    "plt.title('Elbow Method')\n",
+    "plt.xlabel('Number of Clusters')\n",
+    "plt.ylabel('Inertia')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's assume the elbow plot suggested 3 clusters\n",
+    "kmeans = KMeans(n_clusters=3, random_state=0)\n",
+    "kmeans.fit(X)  # No scaling needed here\n",
+    "\n",
+    "# Assign clusters back to our DataFrame\n",
+    "pca_df['cluster'] = kmeans.labels_\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-3.7803319011894376,\n",
+       " 4.397454009417163,\n",
+       " -3.7438876628375284,\n",
+       " 3.833720426464549)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.scatter(pca_df['PC1'], pca_df['PC2'], c=pca_df['cluster'], cmap='viridis', marker='o', alpha=0.5)\n",
+    "centers = kmeans.cluster_centers_\n",
+    "plt.scatter(centers[:, 0], centers[:, 1], c='red', s=50, marker='x')  # Cluster centers\n",
+    "plt.title('K-means Clustering on PCA Data')\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.axis('equal')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}