diff --git a/Assignment 1/210714_Jagjit_1.ipynb b/Assignment 1/210714_Jagjit_1.ipynb
new file mode 100644
index 0000000..4874217
--- /dev/null
+++ b/Assignment 1/210714_Jagjit_1.ipynb	
@@ -0,0 +1,2276 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b3c3a5ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from math import sqrt\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "6360276d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Dataset.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "94c7331f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Columns names:\n",
+      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
+     ]
+    }
+   ],
+   "source": [
+    "columns_names=df.columns.tolist()\n",
+    "print(\"Columns names:\")\n",
+    "print(columns_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "8c0161b3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 18)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "3b0d44f8",
+   "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>CUST_ID</th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C10001</td>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C10002</td>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C10003</td>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C10004</td>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C10005</td>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
+       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
+       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
+       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
+       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                    95.4      0.000000             0.166667   \n",
+       "1                     0.0   6442.945483             0.000000   \n",
+       "2                     0.0      0.000000             1.000000   \n",
+       "3                     0.0    205.788017             0.083333   \n",
+       "4                     0.0      0.000000             0.083333   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                    0.000000                          0.083333   \n",
+       "1                    0.000000                          0.000000   \n",
+       "2                    1.000000                          0.000000   \n",
+       "3                    0.083333                          0.000000   \n",
+       "4                    0.083333                          0.000000   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                0.000000                 0              2        1000.0   \n",
+       "1                0.250000                 4              0        7000.0   \n",
+       "2                0.000000                 0             12        7500.0   \n",
+       "3                0.083333                 1              1        7500.0   \n",
+       "4                0.000000                 0              1        1200.0   \n",
+       "\n",
+       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0   201.802084        139.509787          0.000000      12  \n",
+       "1  4103.032597       1072.340217          0.222222      12  \n",
+       "2   622.066742        627.284787          0.000000      12  \n",
+       "3     0.000000               NaN          0.000000      12  \n",
+       "4   678.334763        244.791237          0.000000      12  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3578ecf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop('CUST_ID', axis=1,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "6cc439ce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = df[\"MINIMUM_PAYMENTS\"].mean()\n",
+    "\n",
+    "df[\"MINIMUM_PAYMENTS\"].fillna(x, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "fd40f406",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = df[\"CREDIT_LIMIT\"].mean()\n",
+    "\n",
+    "df[\"CREDIT_LIMIT\"].fillna(x, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "093fe52e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEHCAYAAABfkmooAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAXFElEQVR4nO3df5TldX3f8eeL2eFXEQNlpdtdjovJHk/QJCgTgkE9hpqA1gZtMa5VwRMNHsXWH1UDsW20jadqmtQaBULUgJFASMSAVKMEf8Q0VJhVEBbcslbEDYRd9AQh6DI7++4f38/CzTA739ll7syd3efjnHvu937u98f7fndnXvP9fL/3801VIUnSXA5Y6gIkSaPPsJAk9TIsJEm9DAtJUi/DQpLUa8VSFzAsRx11VK1du3apy5CkZWXDhg33VdXKme37bFisXbuWycnJpS5DkpaVJN+Zrd1uKElSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw2KGqakppqamlroMSRophoUkqZdhIUnqZVhIknoZFpKkXoaFJKmXYSFJ6mVYSJJ6GRaSpF6GhSSpl2EhSeplWEiSehkWkqRehoUkqZdhIUnqZVhIknoZFpKkXoaFJKmXYSFJ6mVYSJJ6GRaSpF6GhSSpl2EhSeplWEiSehkWkqReQw+LJGNJvp7kmvb6yCTXJrmjPR8xMO95STYn2ZTk1IH2E5Lc0t77YJIMu25J0qMW48jiTcDtA6/PBa6rqnXAde01SY4D1gNPA04Dzk8y1pa5ADgbWNcepy1C3ZKkZqhhkWQN8C+Bjww0nw5c0qYvAV480H55VW2vqm8Dm4ETk6wCDq+q66uqgI8PLCNJWgTDPrL4APAOYOdA29FVdQ9Ae35Sa18NfHdgvi2tbXWbntkuSVokQwuLJC8CtlbVhvkuMktbzdE+2zbPTjKZZHLbtm3z3Kwkqc8wjyxOBn45yZ3A5cApST4B3Nu6lmjPW9v8W4BjBpZfA9zd2tfM0v4YVXVRVU1U1cTKlSsX8rNI0n5taGFRVedV1ZqqWkt34voLVfVK4GrgrDbbWcBVbfpqYH2Sg5IcS3ci+4bWVfVAkpPaVVBnDiwjSVoEK5Zgm+8FrkjyGuAu4KUAVbUxyRXAbcAO4Jyqmm7LvB64GDgE+Gx7SJIWSboLjPY9ExMTNTk5ucfLTU1NATA+Pr7QJUnSyEuyoaomZrb7DW5JUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9hhYWSQ5OckOSm5NsTPLu1n5kkmuT3NGejxhY5rwkm5NsSnLqQPsJSW5p730wSYZVtyTpsYZ5ZLEdOKWqfgY4HjgtyUnAucB1VbUOuK69JslxwHrgacBpwPlJxtq6LgDOBta1x2lDrFuSNMPQwqI6D7aX4+1RwOnAJa39EuDFbfp04PKq2l5V3wY2AycmWQUcXlXXV1UBHx9YRpK0CIZ6ziLJWJKbgK3AtVX1VeDoqroHoD0/qc2+GvjuwOJbWtvqNj2zfbbtnZ1kMsnktm3bFvSzSNL+bKhhUVXTVXU8sIbuKOHpc8w+23mImqN9tu1dVFUTVTWxcuXKPa5XkjS7Rbkaqqr+HvgS3bmGe1vXEu15a5ttC3DMwGJrgLtb+5pZ2iVJi2SYV0OtTPJjbfoQ4PnAN4GrgbPabGcBV7Xpq4H1SQ5KcizdiewbWlfVA0lOaldBnTmwjCRpEawY4rpXAZe0K5oOAK6oqmuSXA9ckeQ1wF3ASwGqamOSK4DbgB3AOVU13db1euBi4BDgs+0hSVok6S4w2vdMTEzU5OTkHi83NTUFwPj4+EKXJEkjL8mGqpqY2e43uCVJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktRrXmGR5OT5tEmS9k3zPbL4vXm2SZL2QXMO95HkWcDPAyuTvHXgrcOBsdmXkiTta/rGhjoQOKzN94SB9h8AZwyrKEnSaJkzLKrqy8CXk1xcVd9ZpJokSSNmvqPOHpTkImDt4DJVdcowipIkjZb5hsWfAhcCHwGme+aVJO1j5hsWO6rqgqFWIkkaWfO9dPbTSd6QZFWSI3c9hlqZJGlkzPfIYtdtUN8+0FbAUxa2HEnSKJpXWFTVscMuRJI0uuYVFknOnK29qj6+sOVIkkbRfLuhfnZg+mDgXwBfAwwLSdoPzLcb6t8Nvk7yROCPhlKRJGnk7O0Q5Q8B6xayEEnS6JrvOYtP0139BN0Agj8JXDGsoiRJo2W+5yz++8D0DuA7VbVlCPVIkkbQvLqh2oCC36QbefYI4OFhFiVJGi3zvVPerwA3AC8FfgX4ahKHKJek/cR8u6HeCfxsVW0FSLIS+Evgz4ZVmCRpdMz3aqgDdgVF8709WFaStMzN98jiL5J8DrisvX4Z8JnhlCRJGjV99+D+CeDoqnp7kn8NPBsIcD1w6SLUJ0kaAX1dSR8AHgCoqiur6q1V9Ra6o4oPDLc0SdKo6AuLtVX1jZmNVTVJd4tVSdJ+oC8sDp7jvUMWshBJ0ujqC4sbk/zazMYkrwE2DKckSdKo6bsa6s3Ap5K8gkfDYQI4EHjJEOuSJI2QOY8squreqvp54N3Ane3x7qp6VlX93VzLJjkmyReT3J5kY5I3tfYjk1yb5I72fMTAMucl2ZxkU5JTB9pPSHJLe++DSbL3H1mStKfmOzbUF6vq99rjC/Nc9w7gP1TVTwInAeckOQ44F7iuqtYB17XXtPfWA08DTgPOTzLW1nUBcDbdsOjr2vuSpEUytG9hV9U9VfW1Nv0AcDuwGjgduKTNdgnw4jZ9OnB5VW2vqm8Dm4ETk6wCDq+q66uq6O7O92IkSYtmUYbsSLIWeAbwVbov+d0DXaAAT2qzrQa+O7DYlta2uk3PbJckLZKhh0WSw4BPAm+uqh/MNessbTVH+2zbOjvJZJLJbdu27XmxkqRZDTUskozTBcWlVXVla763dS3RnncNULgFOGZg8TXA3a19zSztj1FVF1XVRFVNrFy5cuE+iCTt54YWFu2KpY8Ct1fV7w68dTVwVps+C7hqoH19koOSHEt3IvuG1lX1QJKT2jrPHFhGkrQI5jvq7N44GXgVcEuSm1rbbwDvBa5oX+y7i+6GSlTVxiRXALfRXUl1TlVNt+VeD1xM963xz7aHJGmRpLvAaN8zMTFRk5OTe7zc1NQUAOPj4wtdkiSNvCQbqmpiZrs3MJIk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktTLsJAk9TIsJEm9DAtJUi/DQpLUy7CQJPUyLCRJvQwLSVIvw0KS1MuwkCT1MiwkSb0MC0lSL8NCktRraGGR5GNJtia5daDtyCTXJrmjPR8x8N55STYn2ZTk1IH2E5Lc0t77YJIMq2ZJ0uyGeWRxMXDajLZzgeuqah1wXXtNkuOA9cDT2jLnJxlry1wAnA2sa4+Z65QkDdnQwqKq/gr4/ozm04FL2vQlwIsH2i+vqu1V9W1gM3BiklXA4VV1fVUV8PGBZSRJi2Sxz1kcXVX3ALTnJ7X21cB3B+bb0tpWt+mZ7bNKcnaSySST27ZtW9DCJWl/NionuGc7D1FztM+qqi6qqomqmli5cuWCFSdJ+7vFDot7W9cS7Xlra98CHDMw3xrg7ta+ZpZ2SdIiWuywuBo4q02fBVw10L4+yUFJjqU7kX1D66p6IMlJ7SqoMweWkSQtkhXDWnGSy4DnAUcl2QL8JvBe4IokrwHuAl4KUFUbk1wB3AbsAM6pqum2qtfTXVl1CPDZ9pAkLaJ0FxnteyYmJmpycnKPl5uamgJgfHx8oUuSpJGXZENVTcxsH5UT3JKkEWZYSJJ6GRaSpF6GhSSpl2EhSeplWEiSehkWkqRehoUkqZdhIUnqZVhIknoZFpKkXoaFJKmXYSFJ6mVYSJJ6GRaSpF6GhSSpl2EhSeplWEiSehkWkqRehoUkqZdhMUNVMTU1RVUtdSmSNDIMixl27NjBKy76a3bs2LHUpUjSyDAsZnHA2IqlLkGSRophIUnqZVhIknoZFrPYOb2DqamppS5DkkaGYTELr4iSpH/MsJhF7Zzm1R/9P14RJUmNYbEb8YooSXqEYbEbOx7+EQ899NBSlyFJI8GwkCT1Mix2o6p4+OGHefjhhz3RLWm/Z1jsRu2c5tUf+d+87ENf9ES3pP2eYTGHjK1gZxUPPfSQRxeS9muGRY/pqe284sK/4r777uPBBx+0W0rSfsnrQ+cj4Vc/+jfsnN5BVhzIJ173HA499FDGx8dJstTVSdLQLZsjiySnJdmUZHOScxd9+2Mruu9eJLzqwi9zxgc+z/3338/27ds92pC0z1sWRxZJxoAPA78IbAFuTHJ1Vd22FPVUe7zqwi+zc3oHYwcdymWvfy4rVsy+O5OwYsUKpqenGRsbY3p6mhUrVnhUImnZWBZhAZwIbK6q/weQ5HLgdGAoYbFzegc1vQOqYOc0VFHJY9p2/bKfntrOGb9zDRwwxgEJO6d3wAFj3XwHjLFixTgf/rfP4Jw//vojz3/42pMZHx9/5LFr4MLx8fFhfCRJ+4lh/Q7Jcug+SXIGcFpVvba9fhXwc1X1xhnznQ2c3V4+Fdi0l5s8CrhvL5cdllGsCUazLmuav1Gsy5rmbxh1PbmqVs5sXC5HFrP11zwm5arqIuCix72xZLKqJh7vehbSKNYEo1mXNc3fKNZlTfO3mHUtlxPcW4BjBl6vAe5eolokab+zXMLiRmBdkmOTHAisB65e4pokab+xLLqhqmpHkjcCnwPGgI9V1cYhbvJxd2UNwSjWBKNZlzXN3yjWZU3zt2h1LYsT3JKkpbVcuqEkSUvIsJAk9TIsBiz2kCJJ7kxyS5Kbkky2tiOTXJvkjvZ8xMD857XaNiU5daD9hLaezUk+mD38aniSjyXZmuTWgbYFqyPJQUn+pLV/NcnavazpXUn+tu2vm5K8cJFrOibJF5PcnmRjkjct9b6ao6al3lcHJ7khyc2trnePwL7aXU1Luq/acmNJvp7kmqXeT7tVVT668zZjwLeApwAHAjcDxw15m3cCR81oez9wbps+F3hfmz6u1XQQcGyrday9dwPwLLrvo3wWeMEe1vFc4JnArcOoA3gDcGGbXg/8yV7W9C7gbbPMu1g1rQKe2aafAPzftu0l21dz1LTU+yrAYW16HPgqcNIS76vd1bSk+6rN+1bgj4FrRuHnb9Ya92ahffHRdvLnBl6fB5w35G3eyWPDYhOwqk2vAjbNVg/dlWHPavN8c6D95cDv70Uta/nHv5gXrI5d87TpFXTfOM1e1LS7H+pFq2nGdq+iG69syffVLDWNzL4CDgW+BvzcqOyrGTUt6b6i+97YdcApPBoWI7GfBh92Qz1qNfDdgddbWtswFfD5JBvSDVUCcHRV3QPQnp/UU9/qNj2z/fFayDoeWaaqdgD3A/90L+t6Y5JvpOum2nVovug1tUP5Z9D9dToS+2pGTbDE+6p1rdwEbAWuraol31e7qQmWdl99AHgHsHOgbST+Tw0yLB41ryFFFtjJVfVM4AXAOUmeO8e8u6tvsevemzoWqsYLgB8HjgfuAX5nKWpKchjwSeDNVfWDuWZdrLpmqWnJ91VVTVfV8XR/OZ+Y5OlzfYTFqGs3NS3ZvkryImBrVW2Yq+7BRYZd0+4YFo9a9CFFquru9rwV+BTd6Lr3JlkF0J639tS3pU0vdN0LWccjyyRZATwR+P6eFlRV97Yf9p3AH9Dtr0WtKck43S/lS6vqyta8pPtqtppGYV/tUlV/D3wJOI0R+X81WNMS76uTgV9OcidwOXBKkk8wIvtpkGHxqEUdUiTJP0nyhF3TwC8Bt7ZtntVmO4uuD5rWvr5d2XAssA64oR2iPpDkpHb1w5kDyzweC1nH4LrOAL5QrQN1T+z64WleQre/Fq2mto6PArdX1e8OvLVk+2p3NY3AvlqZ5Mfa9CHA84FvLvG+mrWmpdxXVXVeVa2pqrV0v3O+UFWvXMr9tFt7epJjX34AL6S7muRbwDuHvK2n0F3VcDOwcdf26PoSrwPuaM9HDizzzlbbJgaueAIm6P6Dfwv4EHt+ovYyusPvKbq/Ql6zkHUABwN/Cmymu2LjKXtZ0x8BtwDfaD8Aqxa5pmfTHb5/A7ipPV64lPtqjpqWel/9NPD1tv1bgf+80P+/92Jf7a6mJd1XA+t8Ho+e4F7Sn7/ZHg73IUnqZTeUJKmXYSFJ6mVYSJJ6GRaSpF6GhSSpl2EhSeplWGhZSLImyVVtyOZvJfmfSQ5M8rwkleRfDcx7TZLntekvpRvKedfw0382MN/ZSb7ZHjckefbAezOXO6O1Tw+03ZTdDPfc6ro/3bDTtyf5zdb+6iQfmjHvl5JMtOldw9Z/I8mXkzx5YL4zk9yabnjt25K8rbVfvKu+gXkfnPH6LUl+lOSJA22HJrm0be/WJH+dbtiQ2T7nua39Re0z3dxqeN08/vm0D1gW9+DW/q19I/VK4IKqOj3JGN29h98D/C+6L+29E/j0blbxiqqanLHOFwGvA55dVfcleSbw50lOrKq/291ywA+rG1toPr5SVS9K9w39m9LuVTAPv9BqejfwH4FfS/IC4M3AL1XV3UkOBl41z/VBNwrpjXTfUL64tb0JuLeqfgogyVPpvgQJs3zOdMOKXAScWFVbkhxENzKw9gMeWWg5OAX4UVX9IXSDwQFvAX6Vbqjpm4H7k/ziHqzz14G3V9V9bZ1fAy4BzlnIwtu6/wHYQDdY3Z64nkdHDj2PbhjtXeOJ/aiq/mA+K0ny48BhdMHz8oG3VgF/O1DnpqraPseqnkD3B+b32vzbq2rTPD+LljnDQsvB0+h+2T6iupFV7wJ+ojX9Ft0vw9lcOtCd8tu7Wycw2dpnW27XkM6HDLR9aj7Ft2VPohvWZU+cBvx5m376LPUO+u3BbqMZ772cbviUrwBPTbJruOuPAb+e5Pokv5Vk3cAyg5/zpiQvq6rv0w2H8Z0klyV5RRJ/h+wn7IbSchBmH1L5kfaq+koSkjxnlvlm606az3YebzfUc5J8ne4+Be+tqo27zk3MYnC7X0xyNN1Io7sLwJneXlWD52MGz1msB15SVTuTXAm8FPhwVd2U5Cl0g1g+H7gxybOq6nZ28zmr6rVJfqrN/za6Gy29ep41ahnzrwItBxvpBkl7RJLD6YZd/tZA83vozl3Mx23ACTPantnaF8pXquoZVXVCVV3Y2r4HHDFjviPp7l62yy8AT6b73P+ltW2cpd5eSX6abmTSa9MNg72ega6oqnqwqq6sqjcAn6AbhHBOVXVLVf0PuqD4N3tak5Ynw0LLwXXAoUnOhO5uZ3Q3qLkYeGjXTFX1ebpfxD8zj3W+H3jfru6lJMfT/YV8/gLWPZsbgZOT/LO23Qm6+ykP3v2Mqvoh3QntM5McCfw34P0Dyx2U5N/PY3svB95VVWvb458Dq5M8OcnJaXeFSzcs/3HAd3a3oiSHpV1l1hw/1/zat9gNpZFXVZXkJcD5Sf4T3R85nwF+g+7+w4Pew2Pv53Fpkh+26fuq6vlVdXWS1cDfJCngAeCV1W5lOSxVdW+SNwGfaf39DwIvr+7GOzPnvSfJZcA5VfVfW9fUX7arw4runEOf9XR3Yhz0qdZ+D3BBW98BdFeWfbLNc8iMcx9/Qbdv35Hk94EfAv+AXVD7DYcolyT1shtKktTLbijpcUhyKvC+Gc3frqqXLEU90rDYDSVJ6mU3lCSpl2EhSeplWEiSehkWkqRe/x8HDJRwfrRCwAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEHCAYAAABfkmooAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAeDUlEQVR4nO3df5xddX3n8debgDEuUMIy0DAzaSIGt0A1kDGmULf8cE2k1oQKktSS2LIbSsEHYksF8VGx2+zSVgpLKdGomKSLhIhoAoI2RBB5GAgTN+QnKaPBZEg2GXGVoG7cJJ/943ynHG7uzLmT3HNnJvf9fDzu4577ud/vOd/vnTv3c8853/s9igjMzMz6c9RgN8DMzIY+JwszMyvkZGFmZoWcLMzMrJCThZmZFTp6sBtQlpNOOinGjRs32M0wMxtW1qxZ8+OIaKmMH7HJYty4cXR2dg52M8zMhhVJP6oW92EoMzMrVHqykDRC0v+S9HB6fKKkFZJeSPejc2VvktQlaYukqbn4JEnr03N3SlLZ7TYzs9c0Ys/iOmBz7vGNwMqImACsTI+RdAYwEzgTmAbcLWlEqjMfmAtMSLdpDWi3mZklpSYLSW3A7wFfyIWnA4vS8iJgRi6+JCL2RsRWoAuYLGkMcHxErIpsbpLFuTpmZtYAZe9Z3AH8JXAgFzslInYCpPuTU7wV2J4r151irWm5Mn4QSXMldUrq7OnpqUsHzMysxGQh6X3A7ohYU2uVKrHoJ35wMGJBRHREREdLy0Ejv8zM7BCVOXT2POD9ki4G3ggcL+l/ArskjYmInekQ0+5Uvhtoz9VvA3akeFuVuJmZNUhpexYRcVNEtEXEOLIT19+OiD8ClgNzUrE5wLK0vByYKWmkpPFkJ7JXp0NVeyRNSaOgZufqmJlZAwzGj/JuBZZKuhLYBlwGEBEbJS0FNgH7gGsiYn+qczWwEBgFPJpuZmbWIDpSL37U0dERh/oL7tb2sezo3l5csEantrXz0vZtdVufmVlZJK2JiI7K+BE73cfh2NG9ncs/9726re/+q86t27rMzAaDp/swM7NCThZmZlbIycLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCThZmZlbIycLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCpSULSW+UtFrSc5I2Svp0it8i6SVJa9Pt4lydmyR1SdoiaWouPknS+vTcnZJUVrvNzOxgZV5WdS9wYUS8KukY4ClJj6bnbo+Iz+QLSzoDmAmcCZwKPCbp9IjYD8wH5gJPA48A04BHMTOzhihtzyIyr6aHx6Rb9FNlOrAkIvZGxFagC5gsaQxwfESsiogAFgMzymq3mZkdrNRzFpJGSFoL7AZWRMQz6alrJa2TdI+k0SnWCmzPVe9Osda0XBmvtr25kjoldfb09NSzK2ZmTa3UZBER+yNiItBGtpdwFtkhpdOAicBO4LZUvNp5iOgnXm17CyKiIyI6WlpaDrP1ZmbWqyGjoSLip8ATwLSI2JWSyAHg88DkVKwbaM9VawN2pHhblbiZmTVImaOhWiSdkJZHAe8Gnk/nIHpdAmxIy8uBmZJGShoPTABWR8ROYI+kKWkU1GxgWVntNjOzg5U5GmoMsEjSCLKktDQiHpb0z5Imkh1KehG4CiAiNkpaCmwC9gHXpJFQAFcDC4FRZKOgPBLKzKyBSksWEbEOOLtK/Ip+6swD5lWJdwJn1bWBZmZWM/+C28zMCjlZmJlZIScLMzMr5GRhZmaFnCzMzKyQk4WZmRVysjAzs0JOFmZmVsjJwszMCjlZmJlZIScLMzMr5GRhZmaFnCzMzKyQk4WZmRVysjAzs0JOFmZmVsjJwszMCpV5De43Slot6TlJGyV9OsVPlLRC0gvpfnSuzk2SuiRtkTQ1F58kaX167s50LW4zM2uQMvcs9gIXRsTbgYnANElTgBuBlRExAViZHiPpDGAmcCYwDbg7Xb8bYD4wF5iQbtNKbLeZmVUoLVlE5tX08Jh0C2A6sCjFFwEz0vJ0YElE7I2IrUAXMFnSGOD4iFgVEQEsztUxM7MGKPWchaQRktYCu4EVEfEMcEpE7ARI9yen4q3A9lz17hRrTcuV8WrbmyupU1JnT09PXftiZtbMSk0WEbE/IiYCbWR7CWf1U7zaeYjoJ15tewsioiMiOlpaWgbcXjMzq64ho6Ei4qfAE2TnGnalQ0uk+92pWDfQnqvWBuxI8bYqcTMza5AyR0O1SDohLY8C3g08DywH5qRic4BlaXk5MFPSSEnjyU5kr06HqvZImpJGQc3O1TEzswY4usR1jwEWpRFNRwFLI+JhSauApZKuBLYBlwFExEZJS4FNwD7gmojYn9Z1NbAQGAU8mm5mZtYgpSWLiFgHnF0l/jJwUR915gHzqsQ7gf7Od5iZWYn8C24zMyvkZGFmZoWcLMzMrJCThZmZFXKyMDOzQk4WZmZWyMnCzMwKOVmYmVkhJwszMyvkZGFmZoWcLMzMrJCThZmZFXKyMDOzQk4WZmZWyMnCzMwKOVmYmVkhJwszMytU5jW42yU9LmmzpI2SrkvxWyS9JGltul2cq3OTpC5JWyRNzcUnSVqfnrszXYvbzMwapMxrcO8D/jwivi/pOGCNpBXpudsj4jP5wpLOAGYCZwKnAo9JOj1dh3s+MBd4GngEmIavw21m1jCl7VlExM6I+H5a3gNsBlr7qTIdWBIReyNiK9AFTJY0Bjg+IlZFRACLgRlltdvMzA7WkHMWksYBZwPPpNC1ktZJukfS6BRrBbbnqnWnWGtaroybmVmDlJ4sJB0LfBX4aES8QnZI6TRgIrATuK23aJXq0U+82rbmSuqU1NnT03O4TTczs6TUZCHpGLJEcW9EPAgQEbsiYn9EHAA+D0xOxbuB9lz1NmBHirdViR8kIhZEREdEdLS0tNS3M2ZmTazM0VACvghsjoh/yMXH5IpdAmxIy8uBmZJGShoPTABWR8ROYI+kKWmds4FlZbXbzMwOVuZoqPOAK4D1ktam2CeAWZImkh1KehG4CiAiNkpaCmwiG0l1TRoJBXA1sBAYRTYKyiOhzMwaqLRkERFPUf18wyP91JkHzKsS7wTOql/rzMxsIPwLbjMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCThZmZlaopmQh6bxaYmZmdmSqdc/iH2uMmZnZEajfH+VJ+m3gXKBF0sdyTx0PjCizYWZmNnQU/YL7DcCxqdxxufgrwKVlNcrMzIaWfpNFRHwH+I6khRHxowa1yczMhpha54YaKWkBMC5fJyIuLKNRZmY2tNSaLL4CfBb4ArC/oKyZmR1hak0W+yJifqktMTOzIavWobMPSfozSWMkndh7K7VlZmY2ZNS6ZzEn3d+QiwXw5vo2x8zMhqKakkVEjC+7IWZmNnTVlCwkza4Wj4jF9W2OmZkNRbWes3hH7vYu4Bbg/f1VkNQu6XFJmyVtlHRdip8oaYWkF9L96FydmyR1SdoiaWouPknS+vTcnZKqXa7VzMxKUuthqI/kH0v6NeCfC6rtA/48Ir4v6ThgjaQVwIeBlRFxq6QbgRuBj0s6A5gJnAmcCjwm6fSI2A/MB+YCT5Ndw3sa8GiNfTQzs8N0qFOU/wKY0F+BiNgZEd9Py3uAzUArMB1YlIotAmak5enAkojYGxFbgS5gsqQxwPERsSoiAlicq2NmZg1Q6zmLh8hGP0E2geBvAktr3YikccDZwDPAKRGxE7KEIunkVKyVbM+hV3eK/b+0XBmvtp25ZHsgjB07ttbmmZlZgVqHzn4mt7wP+FFEdPdVOE/SscBXgY9GxCv9nG6o9kT0Ez84GLEAWADQ0dFRtYyZmQ1cTYeh0oSCz5PNPDsa+FUt9SQdQ5Yo7o2IB1N4Vzq0RLrfneLdQHuuehuwI8XbqsTNzKxBar1S3geB1cBlwAeBZyT1O0V5GrH0RWBzRPxD7qnlvPYjvznAslx8pqSRksaTnRNZnQ5Z7ZE0Ja1zdq6OmZk1QK2HoW4G3hERuwEktQCPAQ/0U+c84ApgvaS1KfYJ4FZgqaQrgW1kCYiI2ChpKbCJ7FDXNWkkFMDVwEJgFNkoKI+EMjNroFqTxVG9iSJ5mYK9koh4iurnGwAu6qPOPGBelXgncFZtTTUzs3qrNVl8U9K3gPvS48vJfu9gZmZNoOga3G8hG+p6g6Q/AH6HbG9hFXBvA9pnZmZDQNEJ7juAPQAR8WBEfCwirifbq7ij3KaZmdlQUZQsxkXEuspgOocwrpQWmZnZkFOULN7Yz3Oj6tkQMzMbuoqSxbOS/ktlMA17XVNOk8zMbKgpGg31UeBrkj7Ea8mhA3gDcEmJ7TIzsyGk32QREbuAcyVdwGu/c/hGRHy79JaZmdmQUev1LB4HHi+5LWZmNkQd6vUszMysiThZmJlZIScLMzMr5GRhZmaFnCzMzKyQk4WZmRVysjAzs0JOFmZmVqi0ZCHpHkm7JW3IxW6R9JKktel2ce65myR1SdoiaWouPknS+vTcnek63GZm1kBl7lksBKZVid8eERPT7REASWcAM4EzU527JY1I5ecDc4EJ6VZtnWZmVqLSkkVEPAn8pMbi04ElEbE3IrYCXcBkSWOA4yNiVUQEsBiYUUqDzcysT4NxzuJaSevSYarRKdYKbM+V6U6x1rRcGTczswZqdLKYD5wGTAR2AreleLXzENFPvCpJcyV1Surs6ek5zKaamVmvhiaLiNgVEfsj4gDweWByeqobaM8VbQN2pHhblXhf618QER0R0dHS0lLfxpuZNbGGJot0DqLXJUDvSKnlwExJIyWNJzuRvToidgJ7JE1Jo6BmA8sa2WYzM6vxehaHQtJ9wPnASZK6gU8B50uaSHYo6UXgKoCI2ChpKbAJ2AdcExH706quJhtZNQp4NN3MzKyBSksWETGrSviL/ZSfB8yrEu/ktav0mZnZIPAvuM3MrJCThZmZFXKyMDOzQk4WZmaDqLV9LJLqdmttH1tKO0s7wW1mZsV2dG/n8s99r27ru/+qc+u2rjzvWZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCThZmZlbIycLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVKi1ZSLpH0m5JG3KxEyWtkPRCuh+de+4mSV2StkiamotPkrQ+PXenJJXVZjMzq67MPYuFwLSK2I3AyoiYAKxMj5F0BjATODPVuVvSiFRnPjAXmJBules0M7OSlZYsIuJJ4CcV4enAorS8CJiRiy+JiL0RsRXoAiZLGgMcHxGrIiKAxbk6ZmbWII0+Z3FKROwESPcnp3grsD1XrjvFWtNyZbwqSXMldUrq7OnpqWvDzcya2VA5wV3tPET0E68qIhZEREdEdLS0tNStcWZmza7RyWJXOrREut+d4t1Ae65cG7AjxduqxM3MrIEanSyWA3PS8hxgWS4+U9JISePJTmSvToeq9kiakkZBzc7VMTOzBjm6rBVLug84HzhJUjfwKeBWYKmkK4FtwGUAEbFR0lJgE7APuCYi9qdVXU02smoU8Gi6mZlZA5WWLCJiVh9PXdRH+XnAvCrxTuCsOjbNzMwGaKic4DYzsyHMycLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCThZmZlbIycLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMyskJOFmZkVcrIwM7NCThZmZlZoUJKFpBclrZe0VlJnip0oaYWkF9L96Fz5myR1SdoiaepgtNnMrJkN5p7FBRExMSI60uMbgZURMQFYmR4j6QxgJnAmMA24W9KIwWiwmVmzGkqHoaYDi9LyImBGLr4kIvZGxFagC5jc+OaZmTWvwUoWAfyLpDWS5qbYKRGxEyDdn5zircD2XN3uFDuIpLmSOiV19vT0lNR0M7Pmc/Qgbfe8iNgh6WRghaTn+ymrKrGoVjAiFgALADo6OqqWMTOzgRuUPYuI2JHudwNfIzustEvSGIB0vzsV7wbac9XbgB2Na62ZmTU8WUj6d5KO610G3gNsAJYDc1KxOcCytLwcmClppKTxwARgdWNbbWaWaW0fi6S63YaLwTgMdQrwtfQiHQ18OSK+KelZYKmkK4FtwGUAEbFR0lJgE7APuCYi9g9Cu+0I09o+lh3d24sL1ujUtnZe2r6tbuuzoWlH93Yu/9z36ra++686t27rKlPDk0VE/BB4e5X4y8BFfdSZB8wruWnWZJr1n97sUAylobNmZjZEOVmY2RGr3ucXhtM5hnobrKGzZmalq/ehRmjew43eszCzQ1bvb+6t7WMHu0vWB+9ZDFMeyTMEHXV0XQ9TDIe/iQcJNA8ni0ao84dIL/+TDjEH9vlvcrhK+l+xw+dk0Qh1/hCBof9B4j0fOyROuEOWk4VlSvhG53/6w1TC38RJ1w6Vk4Vl/I1u6GnCPVIbujwayszMCjlZmJlZIScLMzMr5GRhZmaFnCzMzKyQk4WZmRVysjAzs0JOFmZmVsjJwszMCg2bZCFpmqQtkrok3TjY7TEzaybDYroPSSOAfwL+E9ANPCtpeURsGtyWmQ0zntXVDtGwSBbAZKArIn4IIGkJMB1wsmgW/pCrD88BZodIETHYbSgk6VJgWkT85/T4CuCdEXFtRbm5wNz08K3AlkPc5EnAjw+x7nDlPjeHZutzs/UXDr/PvxERLZXB4bJnUe0r5UFZLiIWAAsOe2NSZ0R0HO56hhP3uTk0W5+brb9QXp+HywnubqA997gN2DFIbTEzazrDJVk8C0yQNF7SG4CZwPJBbpOZWdMYFoehImKfpGuBbwEjgHsiYmOJmzzsQ1nDkPvcHJqtz83WXyipz8PiBLeZmQ2u4XIYyszMBpGThZmZFWrqZFE0hYgyd6bn10k6ZzDaWS819PdDqZ/rJH1P0tsHo531VOs0MZLeIWl/+k3PsFZLnyWdL2mtpI2SvtPoNtZbDe/tX5P0kKTnUp//eDDaWS+S7pG0W9KGPp6v/2dXRDTljexE+Q+ANwNvAJ4DzqgoczHwKNnvPKYAzwx2u0vu77nA6LT83uHc31r7nCv3beAR4NLBbncD/s4nkM1+MDY9Pnmw292APn8C+Nu03AL8BHjDYLf9MPr8H4FzgA19PF/3z65m3rP4tylEIuJXQO8UInnTgcWReRo4QdKYRje0Tgr7GxHfi4j/kx4+TfZ7luGslr8xwEeArwK7G9m4ktTS5z8EHoyIbQARMdz7XUufAzhO2Zwxx5Ili32NbWb9RMSTZH3oS90/u5o5WbQC23OPu1NsoGWGi4H25UqybybDWWGfJbUClwCfbWC7ylTL3/l0YLSkJyStkTS7Ya0rRy19vgv4TbIf864HrouIA41p3qCo+2fXsPidRUlqmUKkpmlGhoma+yLpArJk8Tultqh8tfT5DuDjEbH/CJmosJY+Hw1MAi4CRgGrJD0dEf9aduNKUkufpwJrgQuB04AVkr4bEa+U3LbBUvfPrmZOFrVMIXIkTTNSU18kvQ34AvDeiHi5QW0rSy197gCWpERxEnCxpH0R8fWGtLD+an1f/zgifg78XNKTwNuB4ZosaunzHwO3RnZAv0vSVuA/AKsb08SGq/tnVzMfhqplCpHlwOw0smAK8LOI2NnohtZJYX8ljQUeBK4Yxt8y8wr7HBHjI2JcRIwDHgD+bBgnCqjtfb0MeJekoyW9CXgnsLnB7aynWvq8jWxPCkmnkM1K/cOGtrKx6v7Z1bR7FtHHFCKS/jQ9/1my0TEXA13AL8i+nQxLNfb3r4B/D9ydvmnvi2E8Y2eNfT6i1NLniNgs6ZvAOuAA8IWIqDoEczio8e/8X4GFktaTHaL5eEQM26nLJd0HnA+cJKkb+BRwDJT32eXpPszMrFAzH4YyM7MaOVmYmVkhJwszMyvkZGFmZoWcLMzMrJCThZmZFXKyOMKlabfXStog6SuS3iRpXOXUxpJukfQXaXmhpK2p3nOSLsqVmyzpyTQd9POSvpDW+WFJd1Ws8wlJHbnHZ0sKSVMryt2cpo1el7b5zlz9LSm2VtIDKf7W9NxaSZsl9XkZSWVTcT+clj8s6UD6lXrv8xskjUvLfyJpfWrHBknTJf1T2s4mSb/MteXSVGeZpFV9vZYV8VerxG5Jr8lbcrHrU6wjPX4xtat323fm/k4vSRqZHp+Uyv5WruxPcn/LxyQdpWzq6g1pnc9KGt/P61e57XPT+6f3tdgkabGkY3Kv989y5ddKend6ri29Xi9I+qGku3Jt7/f9M9DXILeO0yU9omyq7s2Slkr6XUn/KmlUrtw3JM3s63WwJv5RXhP5ZURMBJB0L/CnZL/SLnJDRDygbJ6oBWS/kD0F+AowMyJWSRLwAeC4GtsyC3gq3X8rtem3gfcB50TEXkknkU0z3etDEdFZsZ47gdsjYllax2/VuH3IpkG4Gbg8H5TUluLnRMTPJB0LtOS2MQ54uPe1TLETyKaJflXS+IjYOoB25K0n+9Xx36THl5JNIZ53QR8/ItsP/AkwvzcQEeuBiamNC1O7exPtLOBU4G0RcSD1++cF7XvdttNr8YOImChpBLAC+CBwbyry3Yh4X34F6b3yIDA/IqaneguAvwOuK9h+1XbkHPQapG2+EfgG8LGIeCjFLgBeTm25GfikpBnAMRGxpMZ2NCXvWTSX7wJvKSz1eqt4bbbKa4BFEbEKIE1//EBE7CpaSfqwuBT4MPCe9I8MMIZsnqK9aZ0/joiiOWzGkH3ok+qsH0B/HgbOlPTWivjJwB7g1bTOV2v48P8A8BDZlNiH863066QptSW9GfgZ0FNj3TuA6yXV+sVvDLCzd8bViOjOTUs/YBGxn2x+paIZTS8E/m9EfClX73qyKSmOPdTtJ3dQ/TX4Q2BVb6JI2308/Vr9r4HLJE0EbiV7b1s/nCyaRPpHei/Zt9iBmEb2YQZwFrCmn7KX5w8/kE3S1+s8YGtE/AB4gmwqAoB/AdrTYYG7Jf1uxTrvza3z71PsduDbkh5Nh2xOGEB/DpB9m/1ERfw5YBewVdKXJP1+DeuaBdyXbrMG0IZKrwDbJZ2V1nN/lTKP516H63PxbWR7a1fUuK2lwO+n9dwm6ewa6vRu+5nKJ1LSfyfwzVz4XRWHoU4DzqTivZNmfH2R2r/ADPQ16PP9GhG/AP4CeBJYEhEv1NiGpuXDUEe+UemDG7I9iy+SfbusJj/3y99L+juyb9xTatzW/RFxbe8DSU/knptF9g2cdH8F2QV4XpU0CXgXcAFwv6QbI2JhKnvQYaiI+JKkb5ElsunAVZLe3rt3UoMvAzfnj9WnKcqnAe8gm3DudkmTIuKWaitIh+TeAjwVESFpn6SzDmOOpd69k6lp+5Vz+fR1CAbgv5FNHPeNoo1ERHfaq7ow3VZKuiwiVvZTrdq2T0vvqwnAAxGxLvdcX4ehqs0t1DuVdl/zDuXjdXkN/m3FEQ9J+ilwd611mpn3LI58v4yIien2kXQlsZeB0RXlTgTy/4g3kH0YfhJYlGIbya6DMCDp+PQHgL9KJx//EXivpOMg+6COiCci4lPAtalsvyJiR0TcExHTya54dlat7YmIfcBtwMcr4hERqyPiv5N9cPfXjsvJXsOtqU/jOLxDUQ+RJdBtA73GQkR0kV2r4YM1lt8bEY9GxA1kH7IzBtZUIJ2zIHuPTJH0/oLyG3n9niaSjgdOAbZQ23uyT328BrW8Xw+kmxVwsmhCEfEqsFNplJOkE8m+pT9VUe4A8D+Ao5SNYLoLmKM0WinV/SNJv16wyXcDz0VEe5oO/DfILmM6Q9nIpgm5shOBH/W3MknT9Nrom18nmyn3paJ+V1iY2tWS1nOqXn9R+6J2zAKm5aY3n8RhJIuI+CVZ8pp3iKuYR3ZYpV+SzpF0alo+CngbBa93f9K01zcCNxUUXQm8SemqfOkLxG3AXanvzwLn9b6XlI2CGsnrr/ZWpPI1+DJwrqTf6w2k985ABkRY4mTRvGaTjQRZC3wb+HQ6n/A6kU1L/DfAX6YT2TOBzygb0rqZ7PBR0TfhWcDXKmJfJTsBeSywSNkQzHXAGcAtuXL5cxaPpdh7gA2SniMbVXVDRPzvWjue+vUrslFVJ6fQMalfz6fX5HL6GKWTRgONJbtOee/6tgKv5BLpJyV1995S7E35mKSPVbRpSUR8v48m54/XL67Sn41AX3XzTgYeUjZ0eh3ZXtld/Vcp9HWyvr0rPa48Z3Fpeh9dAlwq6QWyPYkDETEvtX8X2ev9SHr97wBmxesvfTqg1yAlofcBH1E2XHcT2QCL4X7N8UHhKcrNrOEknUs2MOAPIqK/QRM2RDhZmJlZIY+GsiNCOqfytxXhrRFxyWC0Z7hJw2JHVoSvGOBvWOwI5j0LMzMr5BPcZmZWyMnCzMwKOVmYmVkhJwszMyv0/wHIkC0BIUCmqgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEGCAYAAACUzrmNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWqklEQVR4nO3dcbAdZ33e8e+DHNuCRMXCkqtIcmSmGoLtKQYrroAOA3Fai5RBTiaOxSSxmjoRdZ0UQieJ3XQmTVvN0AnTIU5rNxogkltqR1BcKym2UQWGdhCYCzixZaNawcG6SEgXU4KJMwY5v/5xXo+Pr46011f3nHOv9P3M7Ozu7+y7++7I1qN9d8+eVBWSJJ3MS8bdAUnS/GdYSJI6GRaSpE6GhSSpk2EhSep01rg7MCznn39+rVmzZtzdkKQF4/zzz+e+++67r6o2TP/stA2LNWvWMDExMe5uSNKCkuT8QXWHoSRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJGqOVqy8kyZxNK1dfOJR+nrav+5CkheDQ5EGu/YPPztn+/uidb5izffXzykKS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnYYWFkleleTBvuk7Sd6dZGmS3Ukea/Pz+trcnORAkv1JruqrX57kofbZLUkyrH5Lko43tLCoqv1VdVlVXQZcDjwN3AXcBOypqrXAnrZOkouBTcAlwAbg1iSL2u5uA7YAa9u0YVj9liQdb1TDUFcCf15VXwM2AjtafQdwdVveCNxZVc9U1ePAAeCKJCuAJVW1t6oKuL2vjSRpBEYVFpuAO9ryBVV1GKDNl7f6SuBgX5vJVlvZlqfXj5NkS5KJJBNTU1Nz2H1JOrMNPSySnA28HfhI16YDanWS+vHFqm1Vta6q1i1btuzFdVSSdEKjuLJ4K/ClqjrS1o+0oSXa/GirTwKr+9qtAg61+qoBdUnSiIwiLN7B80NQALuAzW15M3B3X31TknOSXETvRvYDbajqqSTr21NQ1/W1kSSNwFB/VjXJS4F/ALyzr/xeYGeS64EngGsAqmpfkp3AI8Ax4Maqera1uQHYDiwG7mmTJGlEhhoWVfU08IpptSfpPR01aPutwNYB9Qng0mH0UZLUzW9wS5I6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqZNhIUnqZFhIkjoZFpKkToaFJKmTYSFJ6mRYSJI6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROQw2LJC9P8tEkX0nyaJLXJ1maZHeSx9r8vL7tb05yIMn+JFf11S9P8lD77JYkGWa/JUkvNOwri98D7q2qHwVeAzwK3ATsqaq1wJ62TpKLgU3AJcAG4NYki9p+bgO2AGvbtGHI/ZYk9RlaWCRZArwJ+CBAVX2vqr4NbAR2tM12AFe35Y3AnVX1TFU9DhwArkiyAlhSVXurqoDb+9pIkkZgmFcWrwSmgD9M8uUkH0jyMuCCqjoM0ObL2/YrgYN97SdbbWVbnl4/TpItSSaSTExNTc3t2UjSGWyYYXEW8Drgtqp6LfBXtCGnExh0H6JOUj++WLWtqtZV1bply5a92P5Kkk5gmGExCUxW1efb+kfphceRNrREmx/t2351X/tVwKFWXzWgLkkakaGFRVV9AziY5FWtdCXwCLAL2Nxqm4G72/IuYFOSc5JcRO9G9gNtqOqpJOvbU1DX9bWRJI3AWUPe/68CH05yNvBV4BfpBdTOJNcDTwDXAFTVviQ76QXKMeDGqnq27ecGYDuwGLinTZKkERlqWFTVg8C6AR9deYLttwJbB9QngEvntHOSpBnzG9ySpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqZNhIUnqZFhIkjoZFpKkToaFJKmTYSFJ6mRYSJI6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqdNQwyLJXyR5KMmDSSZabWmS3Ukea/Pz+ra/OcmBJPuTXNVXv7zt50CSW5JkmP2WJL3QKK4s3lJVl1XVc7/FfROwp6rWAnvaOkkuBjYBlwAbgFuTLGptbgO2AGvbtGEE/ZYkNeMYhtoI7GjLO4Cr++p3VtUzVfU4cAC4IskKYElV7a2qAm7vayNJGoFhh0UBn0jyxSRbWu2CqjoM0ObLW30lcLCv7WSrrWzL0+vHSbIlyUSSiampqTk8DUk6s5015P2/saoOJVkO7E7ylZNsO+g+RJ2kfnyxahuwDWDdunUDt5EkvXhDvbKoqkNtfhS4C7gCONKGlmjzo23zSWB1X/NVwKFWXzWgLkkakaGFRZKXJfmh55aBfwg8DOwCNrfNNgN3t+VdwKYk5yS5iN6N7AfaUNVTSda3p6Cu62sjSRqBYQ5DXQDc1Z5yPQv4b1V1b5IvADuTXA88AVwDUFX7kuwEHgGOATdW1bNtXzcA24HFwD1tkiSNyNDCoqq+CrxmQP1J4MoTtNkKbB1QnwAunes+SpJmxm9wS5I6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROhoUkqZNhIUnqZFhIkjoZFpKkTjMKiyRvnElNknR6mumVxe/PsCZJOg2d9EWCSV4PvAFYluQ9fR8tARYNbiVJOt10vXX2bOAH23Y/1Ff/DvAzw+qUJGl+OWlYVNWngU8n2V5VXxtRnyRJ88xMf8/inCTbgDX9barqx4fRKUnS/DLTsPgI8J+BDwDPdmwrSTrNzDQsjlXVbUPtiSRp3prpo7N/nOSfJVmRZOlz00waJlmU5MtJ/qStL02yO8ljbX5e37Y3JzmQZH+Sq/rqlyd5qH12S9oPe0uSRmOmYbEZ+HXgs8AX2zQxw7bvAh7tW78J2FNVa4E9bZ0kFwObgEuADcCtSZ57PPc2YAuwtk0bZnhsSdIcmFFYVNVFA6ZXdrVLsgr4R/TudTxnI7CjLe8Aru6r31lVz1TV48AB4IokK4AlVbW3qgq4va+NJGkEZnTPIsl1g+pVdXtH0/cDv8ELv6NxQVUdbu0PJ1ne6iuBz/VtN9lq32/L0+uSpBGZ6Q3uH+tbPhe4EvgSvX/lD5TkbcDRqvpikjfP4BiD7kPUSeqDjrmF3nAVF1544QwOKUmaiRmFRVX9av96kr8F/JeOZm8E3p7kJ+kFzJIk/xU4kmRFu6pYARxt208Cq/varwIOtfqqAfVB/dwGbANYt27dwECRJL14s31F+dP0bjSfUFXdXFWrqmoNvRvXn6yqnwd20bthTpvf3ZZ3AZuSnJPkorb/B9qQ1VNJ1renoK7rayNJGoGZ3rP4Y54f+lkEvBrYOctjvhfYmeR64AngGoCq2pdkJ/AIcAy4saqe+wLgDcB2YDFwT5skSSMy03sW7+tbPgZ8raomT7TxdFV1P3B/W36S3j2PQdttBbYOqE8Al870eJKkuTXTR2c/DXyF3lNN5wHfG2anJEnzy0x/Ke9ngQfoDRn9LPD5JL6iXJLOEDMdhvot4Meq6ihAkmXA/wI+OqyOSZLmj5k+DfWS54KiefJFtJUkLXAzvbK4N8l9wB1t/Vrg48PpkiRpvun6De6/Q+/1HL+e5KeBv0/vG9V7gQ+PoH+SpHmgayjp/cBTAFX1sap6T1X9Gr2rivcPt2uSpPmiKyzWVNWfTS+27z2sGUqPJEnzTldYnHuSzxbPZUckSfNXV1h8IckvTy+2V3V8cThdkiTNN11PQ70buCvJz/F8OKwDzgZ+aoj9kiTNIycNi6o6ArwhyVt4/t1M/7OqPjn0nkmS5o2Z/p7Fp4BPDbkvkqR5ym9hS5I6GRaSpE6GhSSpk2EhSepkWEiSOhkWkqROQwuLJOcmeSDJnybZl+R3Wn1pkt1JHmvz8/ra3JzkQJL9Sa7qq1+e5KH22S1JMqx+S5KON8wri2eAH6+q1wCXARuSrAduAvZU1VpgT1snycXAJuASYANwa5JFbV+3AVuAtW3aMMR+S5KmGVpYVM932+oPtKmAjcCOVt8BXN2WNwJ3VtUzVfU4cAC4IskKYElV7a2qAm7vayNJGoGh3rNIsijJg8BRYHdVfZ7ejykdBmjz5W3zlcDBvuaTrbayLU+vDzreliQTSSampqbm9Fwk6Uw21LCoqmer6jJgFb2rhEtPsvmg+xB1kvqg422rqnVVtW7ZsmUvur+SpMFG8jRUVX0buJ/evYYjbWiJNj/aNpsEVvc1WwUcavVVA+qSpBEZ5tNQy5K8vC0vBn4C+AqwC9jcNtsM3N2WdwGbkpyT5CJ6N7IfaENVTyVZ356Cuq6vjSRpBGb01tlZWgHsaE80vQTYWVV/kmQvsLP9gNITwDUAVbUvyU7gEeAYcGNVPdv2dQOwnd6v893TJknSiAwtLNpvd792QP1J4MoTtNkKbB1Qn+D539OQJI2Y3+CWJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ2GFhZJVif5VJJHk+xL8q5WX5pkd5LH2vy8vjY3JzmQZH+Sq/rqlyd5qH12S5IMq9+SpOMN88riGPAvqurVwHrgxiQXAzcBe6pqLbCnrdM+2wRcAmwAbk2yqO3rNmALsLZNG4bYb0nSNEMLi6o6XFVfastPAY8CK4GNwI622Q7g6ra8Ebizqp6pqseBA8AVSVYAS6pqb1UVcHtfG0nSCIzknkWSNcBrgc8DF1TVYegFCrC8bbYSONjXbLLVVrbl6fVBx9mSZCLJxNTU1JyegySdyYYeFkl+EPjvwLur6jsn23RArU5SP75Yta2q1lXVumXLlr34zkqSBhpqWCT5AXpB8eGq+lgrH2lDS7T50VafBFb3NV8FHGr1VQPqkqQRGebTUAE+CDxaVf+h76NdwOa2vBm4u6++Kck5SS6idyP7gTZU9VSS9W2f1/W1kSSNwFlD3PcbgV8AHkryYKv9S+C9wM4k1wNPANcAVNW+JDuBR+g9SXVjVT3b2t0AbAcWA/e0SZI0IkMLi6r6Pwy+3wBw5QnabAW2DqhPAJfOXe8kSS+G3+CWJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ0MC0lSJ8NCktTJsJAkdTIsJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1MmwkCR1MiwkSZ2GFhZJPpTkaJKH+2pLk+xO8libn9f32c1JDiTZn+SqvvrlSR5qn92S5EQ/1SpJGpJhXllsBzZMq90E7KmqtcCetk6Si4FNwCWtza1JFrU2twFbgLVtmr5PSdKQDS0squozwLemlTcCO9ryDuDqvvqdVfVMVT0OHACuSLICWFJVe6uqgNv72kiSRmTU9ywuqKrDAG2+vNVXAgf7tptstZVteXp9oCRbkkwkmZiamprTjkvSmWy+3OAedB+iTlIfqKq2VdW6qlq3bNmyOeucJJ3pRh0WR9rQEm1+tNUngdV9260CDrX6qgF1SdIIjTosdgGb2/Jm4O6++qYk5yS5iN6N7AfaUNVTSda3p6Cu62sjSRqRs4a14yR3AG8Gzk8yCfw28F5gZ5LrgSeAawCqal+SncAjwDHgxqp6tu3qBnpPVi0G7mmTJGmEhhYWVfWOE3x05Qm23wpsHVCfAC6dw65Jkl6k+XKDW5I0jxkWkqROhoUkqZNhIUnqZFhIkjoZFpKkToaFJKmTYSFJ6mRYSJI6GRaSpE6GhSSpk2EhSepkWEg6ba1cfSFJ5nRaufrCcZ/WWAztrbOSNG6HJg9y7R98dk73+UfvfMOc7m+h8MpCktTJsJA0a3M9zHOmDvEsBA5DDbBy9YUcmjw4Z/v74VWr+frBJ+Zsf2eiuf4zAf9c5sJcD/OcqUM8C4FhMcB8/x/gTPyLcyGMPfuPDJ3ODIsFaCH8xXkmmu//yJBOxYK5Z5FkQ5L9SQ4kuWnc/ZGkM8mCCIski4D/BLwVuBh4R5KLx9srSTpzLIiwAK4ADlTVV6vqe8CdwMYx90mSzhipqnH3oVOSnwE2VNUvtfVfAP5eVf3KtO22AFva6quA/bM85PnAN2fZdr45Xc7ldDkP8Fzmq9PlXE7lPL4JUFUbpn+wUG5wZ0DtuJSrqm3AtlM+WDJRVetOdT/zwelyLqfLeYDnMl+dLucyrPNYKMNQk8DqvvVVwKEx9UWSzjgLJSy+AKxNclGSs4FNwK4x90mSzhgLYhiqqo4l+RXgPmAR8KGq2jfEQ57yUNY8crqcy+lyHuC5zFeny7kM5TwWxA1uSdJ4LZRhKEnSGBkWkqROhkWfJC9P8tEkX0nyaJLXj7tPs5HkVUke7Ju+k+Td4+7XbCX5tST7kjyc5I4k5467T7OV5F3tPPYttD+TJB9KcjTJw321pUl2J3mszc8bZx9n4gTncU37M/mbJAvm8dkTnMvvtr/D/izJXUlePhfHMixe6PeAe6vqR4HXAI+OuT+zUlX7q+qyqroMuBx4GrhrvL2anSQrgX8OrKuqS+k94LBpvL2anSSXAr9M740ErwHelmTteHv1omwHpn9Z6yZgT1WtBfa09fluO8efx8PATwOfGXlvTs12jj+X3cClVfV3gf8L3DwXBzIsmiRLgDcBHwSoqu9V1bfH2qm5cSXw51X1tXF35BScBSxOchbwUhbud2xeDXyuqp6uqmPAp4GfGnOfZqyqPgN8a1p5I7CjLe8Arh5ln2Zj0HlU1aNVNds3PozNCc7lE+2/L4DP0fte2ikzLJ73SmAK+MMkX07ygSQvG3en5sAm4I5xd2K2qurrwPuAJ4DDwF9W1SfG26tZexh4U5JXJHkp8JO88MumC9EFVXUYoM2Xj7k/eqF/AtwzFzsyLJ53FvA64Laqei3wVyyMS+oTal9gfDvwkXH3ZbbaGPhG4CLgh4GXJfn58fZqdqrqUeDf0xsmuBf4U+DYSRtJs5Tkt+j99/XhudifYfG8SWCyqj7f1j9KLzwWsrcCX6qqI+PuyCn4CeDxqpqqqu8DHwMW7K8CVdUHq+p1VfUmesMHj427T6foSJIVAG1+dMz9EZBkM/A24Odqjr5MZ1g0VfUN4GCSV7XSlcAjY+zSXHgHC3gIqnkCWJ/kpUlC789lQT54AJBkeZtfSO+G6kL/89kFbG7Lm4G7x9gX0fuhOOA3gbdX1dNztl+/wf28JJcBHwDOBr4K/GJV/b+xdmqW2pj4QeCVVfWX4+7PqUjyO8C19C6pvwz8UlU9M95ezU6S/w28Avg+8J6q2jPmLs1YkjuAN9N7BfYR4LeB/wHsBC6kF+zXVNX0m+DzygnO41vA7wPLgG8DD1bVVWPq4oyd4FxuBs4Bnmybfa6q/ukpH8uwkCR1cRhKktTJsJAkdTIsJEmdDAtJUifDQpLUybCQOrTXczz3Bt9vJPl633pNe8PvTa3N/Ukm+vaxLsn9bfkfJ/mP045x/3NvO03yF0keam8N/XSSH+nb7tlBx5OGbUH8rKo0TlX1JHAZQJJ/DXy3qt7X1r/b3u47yPIkb62q2byb5y1V9c32HZN/Re9ttQB/fZLjSUPjlYU0PL9L7y/6U7EXWDkHfZFOiWEhnZrF04aFru37bC/wTJK3nML+N9D7lvRMjicNjcNQ0qnpGhb6d/SuLn6zr3ai1yb01z+V5AJ6L+brvzpxGEpj4ZWFNERV9UngXGB9X/lJYPrPjy4Fvtm3/hbgR4B9wL8ZZh+lmTAspOHbCvxG3/oXgDcm+dvQe1KK3ovfDvY3qqq/Bt4NXJdk6Wi6Kg3mMJR0ahYnebBv/d6qesHjrFX18SRTfetHkrwL+HiSlwDfBd5RVX8zfedVdbi9WfRG4N/O5HjSMPjWWUlSJ4ehJEmdDAtJUifDQpLUybCQJHUyLCRJnQwLSVInw0KS1On/A0yStU4ZT9J1AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for col in df:\n",
+    "    plt.figure()\n",
+    "    sns.histplot(df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "417a52a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                              2.393386\n",
+       "BALANCE_FREQUENCY                   -2.023266\n",
+       "PURCHASES                            8.144269\n",
+       "ONEOFF_PURCHASES                    10.045083\n",
+       "INSTALLMENTS_PURCHASES               7.299120\n",
+       "CASH_ADVANCE                         5.166609\n",
+       "PURCHASES_FREQUENCY                  0.060164\n",
+       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
+       "CASH_ADVANCE_FREQUENCY               1.828686\n",
+       "CASH_ADVANCE_TRX                     5.721298\n",
+       "PURCHASES_TRX                        4.630655\n",
+       "CREDIT_LIMIT                         1.522549\n",
+       "PAYMENTS                             5.907620\n",
+       "MINIMUM_PAYMENTS                    13.867357\n",
+       "PRC_FULL_PAYMENT                     1.942820\n",
+       "TENURE                              -2.943017\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "0195d9b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for col in df:\n",
+    "    df[col]=np.sqrt(df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "ed9ddc2e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEHCAYAAABfkmooAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAXlUlEQVR4nO3debhlVX3m8e8ryGAUhVDYWFVYGGlbJE6UBMEkTlG07UafdoBGwTQRo8RG0hpB7Rjb1NOoGQxGEdrYYMeIqCjglCYIah5QKBQZJZYhQgkNqN2KEwn46z/2Kj1eTt11qLrnDnW/n+c5z91n7WmtW6fOe/fae6+dqkKSpNncZ6ErIEla/AwLSVKXYSFJ6jIsJEldhoUkqWv7ha7AtOy+++61Zs2aha6GJC0pl19++berasXM8m02LNasWcP69esXuhqStKQk+ea4cruhJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYbFGCtX70WSLX6tXL3XQjdBkubUNjvcx9a4eeNNvOjUi7d4/Q+9/KA5rI0kLTyPLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV1TD4sk2yX5SpJPtPe7JTk/ydfbz11Hlj0xyYYk1yd55kj5/kmuavNOTpJp11uS9HPzcWRxHHDdyPsTgAuqah/ggvaeJPsChwGPAg4B3p1ku7bOKcAxwD7tdcg81FuS1Ew1LJKsAv4t8N6R4kOBM9r0GcBzR8rPrKo7q+oGYANwQJI9gV2q6pKqKuD9I+tIkubBtI8s3gH8AfDTkbIHV9UtAO3nHq18JXDTyHIbW9nKNj2z/B6SHJNkfZL1t99++5w0QJI0xbBI8hzgtqq6fNJVxpTVLOX3LKw6rarWVtXaFStWTLhbSVLPNIcoPxj490meDewE7JLkr4Fbk+xZVbe0Lqbb2vIbgdUj668Cbm7lq8aUS5LmydSOLKrqxKpaVVVrGE5cf7aqXgycCxzVFjsKOKdNnwsclmTHJHsznMi+tHVV3ZHkwHYV1JEj60iS5sFCPPzoJOCsJEcDNwIvAKiqa5KcBVwL3AUcW1V3t3VeAZwO7Ax8ur0kSfNkXsKiqi4CLmrT3wGetpnl1gHrxpSvB/abXg0lSbPxDm5JUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUNbWwSLJTkkuTfDXJNUne3Mp3S3J+kq+3n7uOrHNikg1Jrk/yzJHy/ZNc1eadnCTTqrck6Z6meWRxJ/DUqnoM8FjgkCQHAicAF1TVPsAF7T1J9gUOAx4FHAK8O8l2bVunAMcA+7TXIVOstyRphqmFRQ1+0N7et70KOBQ4o5WfATy3TR8KnFlVd1bVDcAG4IAkewK7VNUlVVXA+0fWkSTNg6mes0iyXZIrgNuA86vqS8CDq+oWgPZzj7b4SuCmkdU3trKVbXpm+bj9HZNkfZL1t99++5y2RZKWs6mGRVXdXVWPBVYxHCXsN8vi485D1Czl4/Z3WlWtraq1K1asuNf1lSSNNy9XQ1XV/wMuYjjXcGvrWqL9vK0tthFYPbLaKuDmVr5qTLkkaZ5M82qoFUke1KZ3Bp4OfA04FziqLXYUcE6bPhc4LMmOSfZmOJF9aeuquiPJge0qqCNH1pEkzYPtp7jtPYEz2hVN9wHOqqpPJLkEOCvJ0cCNwAsAquqaJGcB1wJ3AcdW1d1tW68ATgd2Bj7dXpKkeTK1sKiqK4HHjSn/DvC0zayzDlg3pnw9MNv5DknSFHkHtySpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdU0UFkkOnqRMkrRtmvTI4p0TlkmStkHbzzYzyROBg4AVSX5/ZNYuwHbTrJgkafGYNSyAHYD7t+UeMFL+feD506qUJGlxmTUsqupzwOeSnF5V35ynOkmSFpnekcUmOyY5DVgzuk5VPXUalZIkLS6ThsWHgfcA7wXunl51JEmL0aRhcVdVnTLVmkiSFq1JL509L8krk+yZZLdNr6nWTJK0aEx6ZHFU+/nakbICHja31ZEkLUYThUVV7T3tikiSFq+JwiLJkePKq+r9c1sdSdJiNGk31BNGpncCngZ8GTAsJGkZmLQb6lWj75M8EPhfU6mRJGnR2dIhyn8E7DOXFZEkLV6TnrM4j+HqJxgGEHwkcNa0KiVJWlwmPWfxJyPTdwHfrKqNU6iPJGkRmqgbqg0o+DWGkWd3Bf55mpWSJC0ukz4p74XApcALgBcCX0riEOWStExM2g31BuAJVXUbQJIVwN8BH5lWxSRJi8ekV0PdZ1NQNN+5F+tKkpa4Sb/wP5Pkb5O8NMlLgU8Cn5pthSSrk1yY5Lok1yQ5rpXvluT8JF9vP3cdWefEJBuSXJ/kmSPl+ye5qs07OUnufVMlSVtq1rBI8vAkB1fVa4FTgUcDjwEuAU7rbPsu4L9U1SOBA4Fjk+wLnABcUFX7ABe097R5hwGPAg4B3p1k03O+TwGOYbi3Y582X5I0T3pHFu8A7gCoqrOr6ver6niGo4p3zLZiVd1SVV9u03cA1wErgUOBM9piZwDPbdOHAmdW1Z1VdQOwATggyZ7ALlV1SVUVwxAjz0WSNG96YbGmqq6cWVhV6xkesTqRJGuAxwFfAh5cVbe07dwC7NEWWwncNLLaxla2sk3PLJckzZNeWOw0y7ydJ9lBkvsDHwVeXVXfn23RMWU1S/m4fR2TZH2S9bfffvsk1ZMkTaAXFpclednMwiRHA5f3Np7kvgxB8YGqOrsV39q6lmg/N11ltRFYPbL6KuDmVr5qTPk9VNVpVbW2qtauWLGiVz1J0oR691m8GvhYkiP4eTisBXYAnjfbiu2Kpb8CrquqPxuZdS7Dk/dOaj/PGSn/myR/BjyE4UT2pVV1d5I7khzI0I11JPDOyZonSZoLs4ZFVd0KHJTkKcB+rfiTVfXZCbZ9MPAS4KokV7Sy1zOExFnt6ORGhrvCqaprkpwFXMtwJdWxVXV3W+8VwOkMXV+fbi9J0jyZ9HkWFwIX3psNV9XfM/58AwwPTxq3zjpg3Zjy9fw8rCRJ88y7sCVJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFppzK1fvRZItfq1cvddCN0HSDNsvdAW07bl540286NSLt3j9D738oDmsjaS54JGFJKnLsJAkdRkWkqSuqYVFkvcluS3J1SNluyU5P8nX289dR+admGRDkuuTPHOkfP8kV7V5JyfJtOosSRpvmkcWpwOHzCg7AbigqvYBLmjvSbIvcBjwqLbOu5Ns19Y5BTgG2Ke9Zm5TkjRlUwuLqvo88N0ZxYcCZ7TpM4DnjpSfWVV3VtUNwAbggCR7ArtU1SVVVcD7R9aRJM2T+T5n8eCqugWg/dyjla8EbhpZbmMrW9mmZ5aPleSYJOuTrL/99tvntOKStJwtlhPc485D1CzlY1XVaVW1tqrWrlixYs4qJ0nL3XyHxa2ta4n287ZWvhFYPbLcKuDmVr5qTLkkaR7Nd1icCxzVpo8CzhkpPyzJjkn2ZjiRfWnrqrojyYHtKqgjR9aRJM2TqQ33keSDwJOB3ZNsBN4EnAScleRo4EbgBQBVdU2Ss4BrgbuAY6vq7rapVzBcWbUz8On2kiTNo6mFRVUdvplZT9vM8uuAdWPK1wP7zWHVJEn30mI5wS1JWsQMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkaRFZuXovkmzxa+XqvaZSr6kNJCgtlJWr9+LmjTf1F9yMh6xazbduunEOayRN7uaNN/GiUy/e4vU/9PKD5rA2P2dYaJuzWP+zSUuZ3VCSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJDm2GK9A1faGt6UJ80xbwrUtsgjC0lSl2EhLTb32d5uLC06dkNJi81P77IbS4uORxaSpC7DQpLUZVhIkroMC0m/wPtENI4nuCX9Au8T0TgeWUiaW1t56e/2O+zkkc0i5JGFpLk1B5f+emSz+HhkIWnb4k2NU+GRhaRty9Ye2bziN0iyxes/ZNVqvnXTjVu8/mJlWEjSqAUOm8XKsJCkubSNDtdiWGjxaX3OkhYPw0KLz0L/ZWZYSfewZMIiySHAXwDbAe+tqpMWuEraVi10WEmL0JK4dDbJdsC7gGcB+wKHJ9l3YWslScvHUjmyOADYUFX/CJDkTOBQ4NoFrZW0GNmNpilIVS10HbqSPB84pKp+p71/CfBrVfV7M5Y7BjimvX0EcP0W7nJ34NtbuO5SZZuXh+XW5uXWXtj6Nj+0qlbMLFwqRxbj/ky6R8pV1WnAaVu9s2R9Va3d2u0sJbZ5eVhubV5u7YXptXlJnLMANgKrR96vAm5eoLpI0rKzVMLiMmCfJHsn2QE4DDh3geskScvGkuiGqqq7kvwe8LcMl86+r6qumeIut7orawmyzcvDcmvzcmsvTKnNS+IEtyRpYS2VbihJ0gIyLCRJXcs6LJIckuT6JBuSnDBmfpKc3OZfmeTxC1HPuTJBe49o7bwyycVJHrMQ9ZxLvTaPLPeEJHe3e3qWtEnanOTJSa5Ick2Sz813HefaBJ/tByY5L8lXW5t/eyHqOVeSvC/JbUmu3sz8uf/uqqpl+WI4Uf4N4GHADsBXgX1nLPNs4NMM93kcCHxpoes95fYeBOzapp+1lNs7aZtHlvss8Cng+Qtd73n4d34Qw+gHe7X3eyx0veehza8H3tqmVwDfBXZY6LpvRZt/A3g8cPVm5s/5d9dyPrL42RAiVfXPwKYhREYdCry/Bl8EHpRkz/mu6BzptreqLq6q/9vefpHhfpalbJJ/Y4BXAR8FbpvPyk3JJG3+j8DZVXUjQFUt9XZP0uYCHpBhHJT7M4TFXfNbzblTVZ9naMPmzPl313IOi5XATSPvN7aye7vMUnFv23I0w18mS1m3zUlWAs8D3jOP9ZqmSf6d/zWwa5KLklye5Mh5q910TNLmvwQeyXAz71XAcVX10/mp3oKY8++uJXGfxZRMMoTIRMOMLBETtyXJUxjC4klTrdH0TdLmdwCvq6q7t5HB9yZp8/bA/sDTgJ2BS5J8sar+YdqVm5JJ2vxM4ArgqcCvAOcn+UJVfX/KdVsoc/7dtZzDYpIhRLalYUYmakuSRwPvBZ5VVd+Zp7pNyyRtXguc2YJid+DZSe6qqo/PSw3n3qSf629X1Q+BHyb5PPAYYKmGxSRt/m3gpBo69DckuQH4N8Cl81PFeTfn313LuRtqkiFEzgWObFcWHAh8r6pume+KzpFue5PsBZwNvGQJ/5U5qtvmqtq7qtZU1RrgI8Arl3BQwGSf63OAX0+yfZL7Ab8GXDfP9ZxLk7T5RoYjKZI8mGFU6n+c11rOrzn/7lq2Rxa1mSFEkvxum/8ehqtjng1sAH7E8NfJkjRhe/8Q+GXg3e0v7btqCY/YOWGbtymTtLmqrkvyGeBK4KcMT54cewnmUjDhv/NbgNOTXMXQRfO6qlqyQ5cn+SDwZGD3JBuBNwH3hel9dznchySpazl3Q0mSJmRYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7BQV5JVSc5J8vUk30jyF0l2aMNcV5J/N7LsJ5I8uU1f1IaNvqK9PjKy3DFJvtZelyZ50si8mes9v5XfPVJ2RZI1m6nvk5N8L8lXklyX5E2t/KVJ/nLGshclWdum/ynJVW1I588leejIckcmuboNb31tkte08tMzY1jzJD+Y8f74JD9J8sCRsvsl+UDb39VJ/j7J/TfTzhNa+XNam77a6vDyWf7N/ijJt0a2cdKM3+1Xk1yW5LEj62xq/6Z1Tm7lSfLG9u//D+138+hZ2vuz3/OYelyR5EETfHbum+Skts+r22fkWe339KyRdV6Y4Z4RTdmyvSlPk0kShru6T6mqQ5Nsx/CM33XAJxmGFXgDcN5mNnFEVa2fsc3nAC8HnlRV384w1v7HkxxQVf9nc+sBP66qx05Y9S9U1XOS/BJwRZJPTLjeU1qd3gy8EXhZ+3J6NfCMqro5yU7ASybcHsDhDHcZPw84vZUdB9xaVb8KkOQRwL+0efdoZ5L7MvzeD6iqjUl2BNZ09vvnVfUnY8qPqKr1GZ7p8Hbgt0bmPWXMzWrHMgxf/5iq+lGSZwDnJdm3DRnSc496DB+rWT87bwH2BParqjsz3HX9m8DvAh9OciHDDXjrgEMmqIO2kkcW6nkq8JOq+p8AVXU3cDzwn4D7MTw74HtJfmvzm7iH1wGv3fSlVFVfBs5g+FKaU+3L7HKGwePujUv4+SidJwKvqaqb2zZ/UlX/Y5KNJPkVhiGx38gQGpvsCXxrpJ7XV9Wds2zqAQx/3H2nLX9nVV0/YVs2Z7SNs3kd8Kqq+lHb9/8GPg8csZX7H/vZyTAEycvaPu9s+7y1qs5qd5qf1+r0JoZhuL+xlfXQBAwL9TyK4cv2Z9pInTcCD29Ff8zwZTjOB0a6H96+uW0C61v5uPV+uZXtPFL2sUkq39Y9ELhmkuVHHAJ8vE3vN6a+o94+2s0yY97hwAeBLwCPSLJHK38f8LoklyT54yT7jKwz2s4rkryoqr7LMN7PN5N8MMNTDXv/f48f2cYzO23c5MKRdY5PsgvwS2O+kNcD+3b2P64eF86YN+6z83DgxllGhH0zwzM5ngW8bcI6aCvZDaWeMH5o45+VV9UXkpDk18csN647aZL9bG031K8n+QrD2EcntbGCNjfO1eh+L2xdHrex+QCc6bVVNXo+ZrQP/zDgeVX10yRnAy8A3lVVVyR5GPAM4OnAZUmeWFXXsZl2VtXvJPnVtvxrGLqPXjpLvTbXDfWB1j23HcPT1kb9QjdUC4txeuO5j/5ON1eP3mdn/IarfpjkQ8APOkdjmkMeWajnGoZhvH+mfYGsZniU5SbrGPqfJ3Etw/MURj2+lc+VL1TV46pq/5EBA78D7Dpjud2A0T76pwAPZWj3f2tl14ypb1c7CbwPw7MT/okhOH7WFVVVP6iqs6vqlcBfMwz8Nququqqq/pwhKP7Dva1TcwSwN/A3wLs6+/s+wzDmD5sx6/EMRxcAP84w2usmM3+nPTM/OxuAvZI8YJZ1ftpemieGhXouAO6X9jS1doL7TxlO1P5o00KtH3tXhuci9LwNeOum7qV2Rc5LgXfPYb3HuQw4OMm/avtdC+zILz5RjKr6McMJ7SOT7Ab8d+BtI+vtmOQ/T7C/w4E/2jQEelU9BFiZ5KFJDk6ya9veDgxdOt/c3IaS3H/TlULNY2dbvqeq/oXhyOnAJI/sLP524OQkO7e6PJ2hy3DT0dTngBe3eTsDLwRmdjfNVpdf+Oy0cyN/1fa5Q9vunklePOk2NffshtKsqqqSPI9h2PL/yvAHxqeA1wNPnLH4OoZnJYz6QJIft+lvV9XTq+rcDI8zvThJAXcAL572s0Kq6tYkxwGfav39PwAOH/d4zaq6JcMw0MdW1Vta19TftavDiuGcQ89hDP3qoz7Wym8BTmnbuw/DlWUfbcvsPOPcx2cYfrd/kORU4MfAD5m9C6qrqn6c5E8ZurSObsUXJrm7TV9ZVUcC7wQeBFzZrsrageEqpZ+05Y4DTm0BGoaTzp8f2dXxM77onzumOjM/O29kOJ9xbZKfMLT3D7espZoLDlEuaWIZ7gX5GHBZVb1+oeuj+WNYSJK67IbSktUuB33rjOIbqup5C1GfhZDkDQxXWI36cFWtW4j6aNvlkYUkqcuroSRJXYaFJKnLsJAkdRkWkqSu/w+G91qMAm4OigAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for col in df:\n",
+    "    plt.figure()\n",
+    "    sns.histplot(df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "e4cd1dec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0.829498\n",
+       "BALANCE_FREQUENCY                  -2.819495\n",
+       "PURCHASES                           1.730752\n",
+       "ONEOFF_PURCHASES                    2.129460\n",
+       "INSTALLMENTS_PURCHASES              1.546939\n",
+       "CASH_ADVANCE                        1.486159\n",
+       "PURCHASES_FREQUENCY                -0.421872\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
+       "CASH_ADVANCE_FREQUENCY              0.706976\n",
+       "CASH_ADVANCE_TRX                    1.417779\n",
+       "PURCHASES_TRX                       1.185757\n",
+       "CREDIT_LIMIT                        0.680933\n",
+       "PAYMENTS                            1.951535\n",
+       "MINIMUM_PAYMENTS                    3.805340\n",
+       "PRC_FULL_PAYMENT                    1.297280\n",
+       "TENURE                             -3.064332\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b1820124",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BALANCE</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.439550</td>\n",
+       "      <td>0.102217</td>\n",
+       "      <td>0.172933</td>\n",
+       "      <td>0.013676</td>\n",
+       "      <td>0.575879</td>\n",
+       "      <td>-0.153306</td>\n",
+       "      <td>0.102318</td>\n",
+       "      <td>-0.128057</td>\n",
+       "      <td>0.531558</td>\n",
+       "      <td>0.525505</td>\n",
+       "      <td>0.042819</td>\n",
+       "      <td>0.456740</td>\n",
+       "      <td>0.403422</td>\n",
+       "      <td>0.663993</td>\n",
+       "      <td>-0.453893</td>\n",
+       "      <td>0.079000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <td>0.439550</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.166903</td>\n",
+       "      <td>0.147846</td>\n",
+       "      <td>0.142073</td>\n",
+       "      <td>0.138545</td>\n",
+       "      <td>0.154265</td>\n",
+       "      <td>0.181196</td>\n",
+       "      <td>0.123737</td>\n",
+       "      <td>0.192852</td>\n",
+       "      <td>0.180504</td>\n",
+       "      <td>0.194752</td>\n",
+       "      <td>0.093166</td>\n",
+       "      <td>0.171135</td>\n",
+       "      <td>0.192395</td>\n",
+       "      <td>-0.056715</td>\n",
+       "      <td>0.093694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <td>0.102217</td>\n",
+       "      <td>0.166903</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.852625</td>\n",
+       "      <td>0.728559</td>\n",
+       "      <td>-0.236233</td>\n",
+       "      <td>0.687428</td>\n",
+       "      <td>0.672055</td>\n",
+       "      <td>0.527451</td>\n",
+       "      <td>-0.300179</td>\n",
+       "      <td>-0.254318</td>\n",
+       "      <td>0.843175</td>\n",
+       "      <td>0.341895</td>\n",
+       "      <td>0.496092</td>\n",
+       "      <td>0.079384</td>\n",
+       "      <td>0.245880</td>\n",
+       "      <td>0.116914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <td>0.172933</td>\n",
+       "      <td>0.147846</td>\n",
+       "      <td>0.852625</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.306789</td>\n",
+       "      <td>-0.123410</td>\n",
+       "      <td>0.422181</td>\n",
+       "      <td>0.824324</td>\n",
+       "      <td>0.154497</td>\n",
+       "      <td>-0.156438</td>\n",
+       "      <td>-0.129146</td>\n",
+       "      <td>0.637828</td>\n",
+       "      <td>0.352743</td>\n",
+       "      <td>0.471265</td>\n",
+       "      <td>0.051873</td>\n",
+       "      <td>0.113810</td>\n",
+       "      <td>0.090035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <td>0.013676</td>\n",
+       "      <td>0.142073</td>\n",
+       "      <td>0.728559</td>\n",
+       "      <td>0.306789</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.230397</td>\n",
+       "      <td>0.683154</td>\n",
+       "      <td>0.231340</td>\n",
+       "      <td>0.815592</td>\n",
+       "      <td>-0.292878</td>\n",
+       "      <td>-0.247026</td>\n",
+       "      <td>0.757427</td>\n",
+       "      <td>0.205210</td>\n",
+       "      <td>0.330005</td>\n",
+       "      <td>0.078573</td>\n",
+       "      <td>0.269962</td>\n",
+       "      <td>0.108182</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <td>0.575879</td>\n",
+       "      <td>0.138545</td>\n",
+       "      <td>-0.236233</td>\n",
+       "      <td>-0.123410</td>\n",
+       "      <td>-0.230397</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.392948</td>\n",
+       "      <td>-0.152434</td>\n",
+       "      <td>-0.309058</td>\n",
+       "      <td>0.834290</td>\n",
+       "      <td>0.848970</td>\n",
+       "      <td>-0.273181</td>\n",
+       "      <td>0.261001</td>\n",
+       "      <td>0.368825</td>\n",
+       "      <td>0.325816</td>\n",
+       "      <td>-0.233943</td>\n",
+       "      <td>-0.096013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <td>-0.153306</td>\n",
+       "      <td>0.154265</td>\n",
+       "      <td>0.687428</td>\n",
+       "      <td>0.422181</td>\n",
+       "      <td>0.683154</td>\n",
+       "      <td>-0.392948</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.508031</td>\n",
+       "      <td>0.831387</td>\n",
+       "      <td>-0.457631</td>\n",
+       "      <td>-0.397722</td>\n",
+       "      <td>0.820786</td>\n",
+       "      <td>0.110645</td>\n",
+       "      <td>0.122729</td>\n",
+       "      <td>-0.053435</td>\n",
+       "      <td>0.308474</td>\n",
+       "      <td>0.066970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <td>0.102318</td>\n",
+       "      <td>0.181196</td>\n",
+       "      <td>0.672055</td>\n",
+       "      <td>0.824324</td>\n",
+       "      <td>0.231340</td>\n",
+       "      <td>-0.152434</td>\n",
+       "      <td>0.508031</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.130807</td>\n",
+       "      <td>-0.164373</td>\n",
+       "      <td>-0.137542</td>\n",
+       "      <td>0.627696</td>\n",
+       "      <td>0.296455</td>\n",
+       "      <td>0.300928</td>\n",
+       "      <td>-0.009630</td>\n",
+       "      <td>0.099064</td>\n",
+       "      <td>0.083856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <td>-0.128057</td>\n",
+       "      <td>0.123737</td>\n",
+       "      <td>0.527451</td>\n",
+       "      <td>0.154497</td>\n",
+       "      <td>0.815592</td>\n",
+       "      <td>-0.309058</td>\n",
+       "      <td>0.831387</td>\n",
+       "      <td>0.130807</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.366260</td>\n",
+       "      <td>-0.315583</td>\n",
+       "      <td>0.715472</td>\n",
+       "      <td>0.058378</td>\n",
+       "      <td>0.102431</td>\n",
+       "      <td>-0.018277</td>\n",
+       "      <td>0.275739</td>\n",
+       "      <td>0.073884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <td>0.531558</td>\n",
+       "      <td>0.192852</td>\n",
+       "      <td>-0.300179</td>\n",
+       "      <td>-0.156438</td>\n",
+       "      <td>-0.292878</td>\n",
+       "      <td>0.834290</td>\n",
+       "      <td>-0.457631</td>\n",
+       "      <td>-0.164373</td>\n",
+       "      <td>-0.366260</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.939703</td>\n",
+       "      <td>-0.325492</td>\n",
+       "      <td>0.100658</td>\n",
+       "      <td>0.205875</td>\n",
+       "      <td>0.278039</td>\n",
+       "      <td>-0.305366</td>\n",
+       "      <td>-0.124117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <td>0.525505</td>\n",
+       "      <td>0.180504</td>\n",
+       "      <td>-0.254318</td>\n",
+       "      <td>-0.129146</td>\n",
+       "      <td>-0.247026</td>\n",
+       "      <td>0.848970</td>\n",
+       "      <td>-0.397722</td>\n",
+       "      <td>-0.137542</td>\n",
+       "      <td>-0.315583</td>\n",
+       "      <td>0.939703</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.273108</td>\n",
+       "      <td>0.133933</td>\n",
+       "      <td>0.256674</td>\n",
+       "      <td>0.302627</td>\n",
+       "      <td>-0.266926</td>\n",
+       "      <td>-0.072471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <td>0.042819</td>\n",
+       "      <td>0.194752</td>\n",
+       "      <td>0.843175</td>\n",
+       "      <td>0.637828</td>\n",
+       "      <td>0.757427</td>\n",
+       "      <td>-0.273181</td>\n",
+       "      <td>0.820786</td>\n",
+       "      <td>0.627696</td>\n",
+       "      <td>0.715472</td>\n",
+       "      <td>-0.325492</td>\n",
+       "      <td>-0.273108</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.250522</td>\n",
+       "      <td>0.341845</td>\n",
+       "      <td>0.062609</td>\n",
+       "      <td>0.240429</td>\n",
+       "      <td>0.145224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <td>0.456740</td>\n",
+       "      <td>0.093166</td>\n",
+       "      <td>0.341895</td>\n",
+       "      <td>0.352743</td>\n",
+       "      <td>0.205210</td>\n",
+       "      <td>0.261001</td>\n",
+       "      <td>0.110645</td>\n",
+       "      <td>0.296455</td>\n",
+       "      <td>0.058378</td>\n",
+       "      <td>0.100658</td>\n",
+       "      <td>0.133933</td>\n",
+       "      <td>0.250522</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.461019</td>\n",
+       "      <td>0.228766</td>\n",
+       "      <td>0.039825</td>\n",
+       "      <td>0.158845</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <td>0.403422</td>\n",
+       "      <td>0.171135</td>\n",
+       "      <td>0.496092</td>\n",
+       "      <td>0.471265</td>\n",
+       "      <td>0.330005</td>\n",
+       "      <td>0.368825</td>\n",
+       "      <td>0.122729</td>\n",
+       "      <td>0.300928</td>\n",
+       "      <td>0.102431</td>\n",
+       "      <td>0.205875</td>\n",
+       "      <td>0.256674</td>\n",
+       "      <td>0.341845</td>\n",
+       "      <td>0.461019</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.241452</td>\n",
+       "      <td>0.175619</td>\n",
+       "      <td>0.174052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <td>0.663993</td>\n",
+       "      <td>0.192395</td>\n",
+       "      <td>0.079384</td>\n",
+       "      <td>0.051873</td>\n",
+       "      <td>0.078573</td>\n",
+       "      <td>0.325816</td>\n",
+       "      <td>-0.053435</td>\n",
+       "      <td>-0.009630</td>\n",
+       "      <td>-0.018277</td>\n",
+       "      <td>0.278039</td>\n",
+       "      <td>0.302627</td>\n",
+       "      <td>0.062609</td>\n",
+       "      <td>0.228766</td>\n",
+       "      <td>0.241452</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.319688</td>\n",
+       "      <td>0.103005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <td>-0.453893</td>\n",
+       "      <td>-0.056715</td>\n",
+       "      <td>0.245880</td>\n",
+       "      <td>0.113810</td>\n",
+       "      <td>0.269962</td>\n",
+       "      <td>-0.233943</td>\n",
+       "      <td>0.308474</td>\n",
+       "      <td>0.099064</td>\n",
+       "      <td>0.275739</td>\n",
+       "      <td>-0.305366</td>\n",
+       "      <td>-0.266926</td>\n",
+       "      <td>0.240429</td>\n",
+       "      <td>0.039825</td>\n",
+       "      <td>0.175619</td>\n",
+       "      <td>-0.319688</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.001969</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TENURE</th>\n",
+       "      <td>0.079000</td>\n",
+       "      <td>0.093694</td>\n",
+       "      <td>0.116914</td>\n",
+       "      <td>0.090035</td>\n",
+       "      <td>0.108182</td>\n",
+       "      <td>-0.096013</td>\n",
+       "      <td>0.066970</td>\n",
+       "      <td>0.083856</td>\n",
+       "      <td>0.073884</td>\n",
+       "      <td>-0.124117</td>\n",
+       "      <td>-0.072471</td>\n",
+       "      <td>0.145224</td>\n",
+       "      <td>0.158845</td>\n",
+       "      <td>0.174052</td>\n",
+       "      <td>0.103005</td>\n",
+       "      <td>-0.001969</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
+       "BALANCE                           1.000000           0.439550   0.102217   \n",
+       "BALANCE_FREQUENCY                 0.439550           1.000000   0.166903   \n",
+       "PURCHASES                         0.102217           0.166903   1.000000   \n",
+       "ONEOFF_PURCHASES                  0.172933           0.147846   0.852625   \n",
+       "INSTALLMENTS_PURCHASES            0.013676           0.142073   0.728559   \n",
+       "CASH_ADVANCE                      0.575879           0.138545  -0.236233   \n",
+       "PURCHASES_FREQUENCY              -0.153306           0.154265   0.687428   \n",
+       "ONEOFF_PURCHASES_FREQUENCY        0.102318           0.181196   0.672055   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY -0.128057           0.123737   0.527451   \n",
+       "CASH_ADVANCE_FREQUENCY            0.531558           0.192852  -0.300179   \n",
+       "CASH_ADVANCE_TRX                  0.525505           0.180504  -0.254318   \n",
+       "PURCHASES_TRX                     0.042819           0.194752   0.843175   \n",
+       "CREDIT_LIMIT                      0.456740           0.093166   0.341895   \n",
+       "PAYMENTS                          0.403422           0.171135   0.496092   \n",
+       "MINIMUM_PAYMENTS                  0.663993           0.192395   0.079384   \n",
+       "PRC_FULL_PAYMENT                 -0.453893          -0.056715   0.245880   \n",
+       "TENURE                            0.079000           0.093694   0.116914   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
+       "BALANCE                                   0.172933                0.013676   \n",
+       "BALANCE_FREQUENCY                         0.147846                0.142073   \n",
+       "PURCHASES                                 0.852625                0.728559   \n",
+       "ONEOFF_PURCHASES                          1.000000                0.306789   \n",
+       "INSTALLMENTS_PURCHASES                    0.306789                1.000000   \n",
+       "CASH_ADVANCE                             -0.123410               -0.230397   \n",
+       "PURCHASES_FREQUENCY                       0.422181                0.683154   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                0.824324                0.231340   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.154497                0.815592   \n",
+       "CASH_ADVANCE_FREQUENCY                   -0.156438               -0.292878   \n",
+       "CASH_ADVANCE_TRX                         -0.129146               -0.247026   \n",
+       "PURCHASES_TRX                             0.637828                0.757427   \n",
+       "CREDIT_LIMIT                              0.352743                0.205210   \n",
+       "PAYMENTS                                  0.471265                0.330005   \n",
+       "MINIMUM_PAYMENTS                          0.051873                0.078573   \n",
+       "PRC_FULL_PAYMENT                          0.113810                0.269962   \n",
+       "TENURE                                    0.090035                0.108182   \n",
+       "\n",
+       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                               0.575879            -0.153306   \n",
+       "BALANCE_FREQUENCY                     0.138545             0.154265   \n",
+       "PURCHASES                            -0.236233             0.687428   \n",
+       "ONEOFF_PURCHASES                     -0.123410             0.422181   \n",
+       "INSTALLMENTS_PURCHASES               -0.230397             0.683154   \n",
+       "CASH_ADVANCE                          1.000000            -0.392948   \n",
+       "PURCHASES_FREQUENCY                  -0.392948             1.000000   \n",
+       "ONEOFF_PURCHASES_FREQUENCY           -0.152434             0.508031   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.309058             0.831387   \n",
+       "CASH_ADVANCE_FREQUENCY                0.834290            -0.457631   \n",
+       "CASH_ADVANCE_TRX                      0.848970            -0.397722   \n",
+       "PURCHASES_TRX                        -0.273181             0.820786   \n",
+       "CREDIT_LIMIT                          0.261001             0.110645   \n",
+       "PAYMENTS                              0.368825             0.122729   \n",
+       "MINIMUM_PAYMENTS                      0.325816            -0.053435   \n",
+       "PRC_FULL_PAYMENT                     -0.233943             0.308474   \n",
+       "TENURE                               -0.096013             0.066970   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                                             0.102318   \n",
+       "BALANCE_FREQUENCY                                   0.181196   \n",
+       "PURCHASES                                           0.672055   \n",
+       "ONEOFF_PURCHASES                                    0.824324   \n",
+       "INSTALLMENTS_PURCHASES                              0.231340   \n",
+       "CASH_ADVANCE                                       -0.152434   \n",
+       "PURCHASES_FREQUENCY                                 0.508031   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.130807   \n",
+       "CASH_ADVANCE_FREQUENCY                             -0.164373   \n",
+       "CASH_ADVANCE_TRX                                   -0.137542   \n",
+       "PURCHASES_TRX                                       0.627696   \n",
+       "CREDIT_LIMIT                                        0.296455   \n",
+       "PAYMENTS                                            0.300928   \n",
+       "MINIMUM_PAYMENTS                                   -0.009630   \n",
+       "PRC_FULL_PAYMENT                                    0.099064   \n",
+       "TENURE                                              0.083856   \n",
+       "\n",
+       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "BALANCE                                                  -0.128057   \n",
+       "BALANCE_FREQUENCY                                         0.123737   \n",
+       "PURCHASES                                                 0.527451   \n",
+       "ONEOFF_PURCHASES                                          0.154497   \n",
+       "INSTALLMENTS_PURCHASES                                    0.815592   \n",
+       "CASH_ADVANCE                                             -0.309058   \n",
+       "PURCHASES_FREQUENCY                                       0.831387   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                                0.130807   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
+       "CASH_ADVANCE_FREQUENCY                                   -0.366260   \n",
+       "CASH_ADVANCE_TRX                                         -0.315583   \n",
+       "PURCHASES_TRX                                             0.715472   \n",
+       "CREDIT_LIMIT                                              0.058378   \n",
+       "PAYMENTS                                                  0.102431   \n",
+       "MINIMUM_PAYMENTS                                         -0.018277   \n",
+       "PRC_FULL_PAYMENT                                          0.275739   \n",
+       "TENURE                                                    0.073884   \n",
+       "\n",
+       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
+       "BALANCE                                         0.531558          0.525505   \n",
+       "BALANCE_FREQUENCY                               0.192852          0.180504   \n",
+       "PURCHASES                                      -0.300179         -0.254318   \n",
+       "ONEOFF_PURCHASES                               -0.156438         -0.129146   \n",
+       "INSTALLMENTS_PURCHASES                         -0.292878         -0.247026   \n",
+       "CASH_ADVANCE                                    0.834290          0.848970   \n",
+       "PURCHASES_FREQUENCY                            -0.457631         -0.397722   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                     -0.164373         -0.137542   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.366260         -0.315583   \n",
+       "CASH_ADVANCE_FREQUENCY                          1.000000          0.939703   \n",
+       "CASH_ADVANCE_TRX                                0.939703          1.000000   \n",
+       "PURCHASES_TRX                                  -0.325492         -0.273108   \n",
+       "CREDIT_LIMIT                                    0.100658          0.133933   \n",
+       "PAYMENTS                                        0.205875          0.256674   \n",
+       "MINIMUM_PAYMENTS                                0.278039          0.302627   \n",
+       "PRC_FULL_PAYMENT                               -0.305366         -0.266926   \n",
+       "TENURE                                         -0.124117         -0.072471   \n",
+       "\n",
+       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
+       "BALANCE                                0.042819      0.456740  0.403422   \n",
+       "BALANCE_FREQUENCY                      0.194752      0.093166  0.171135   \n",
+       "PURCHASES                              0.843175      0.341895  0.496092   \n",
+       "ONEOFF_PURCHASES                       0.637828      0.352743  0.471265   \n",
+       "INSTALLMENTS_PURCHASES                 0.757427      0.205210  0.330005   \n",
+       "CASH_ADVANCE                          -0.273181      0.261001  0.368825   \n",
+       "PURCHASES_FREQUENCY                    0.820786      0.110645  0.122729   \n",
+       "ONEOFF_PURCHASES_FREQUENCY             0.627696      0.296455  0.300928   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY       0.715472      0.058378  0.102431   \n",
+       "CASH_ADVANCE_FREQUENCY                -0.325492      0.100658  0.205875   \n",
+       "CASH_ADVANCE_TRX                      -0.273108      0.133933  0.256674   \n",
+       "PURCHASES_TRX                          1.000000      0.250522  0.341845   \n",
+       "CREDIT_LIMIT                           0.250522      1.000000  0.461019   \n",
+       "PAYMENTS                               0.341845      0.461019  1.000000   \n",
+       "MINIMUM_PAYMENTS                       0.062609      0.228766  0.241452   \n",
+       "PRC_FULL_PAYMENT                       0.240429      0.039825  0.175619   \n",
+       "TENURE                                 0.145224      0.158845  0.174052   \n",
+       "\n",
+       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "BALANCE                                   0.663993         -0.453893  0.079000  \n",
+       "BALANCE_FREQUENCY                         0.192395         -0.056715  0.093694  \n",
+       "PURCHASES                                 0.079384          0.245880  0.116914  \n",
+       "ONEOFF_PURCHASES                          0.051873          0.113810  0.090035  \n",
+       "INSTALLMENTS_PURCHASES                    0.078573          0.269962  0.108182  \n",
+       "CASH_ADVANCE                              0.325816         -0.233943 -0.096013  \n",
+       "PURCHASES_FREQUENCY                      -0.053435          0.308474  0.066970  \n",
+       "ONEOFF_PURCHASES_FREQUENCY               -0.009630          0.099064  0.083856  \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY         -0.018277          0.275739  0.073884  \n",
+       "CASH_ADVANCE_FREQUENCY                    0.278039         -0.305366 -0.124117  \n",
+       "CASH_ADVANCE_TRX                          0.302627         -0.266926 -0.072471  \n",
+       "PURCHASES_TRX                             0.062609          0.240429  0.145224  \n",
+       "CREDIT_LIMIT                              0.228766          0.039825  0.158845  \n",
+       "PAYMENTS                                  0.241452          0.175619  0.174052  \n",
+       "MINIMUM_PAYMENTS                          1.000000         -0.319688  0.103005  \n",
+       "PRC_FULL_PAYMENT                         -0.319688          1.000000 -0.001969  \n",
+       "TENURE                                    0.103005         -0.001969  1.000000  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "b68e0cc2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Correlation between different fearures')"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1224x1224 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlation = df.corr()\n",
+    "plt.figure(figsize=(17,17))\n",
+    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
+    "\n",
+    "plt.title('Correlation between different fearures')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "e2e3e02f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "df_std = StandardScaler().fit_transform(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "1006c23c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Cumulative explained variance')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA().fit(df_std)\n",
+    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
+    "plt.xlim(0,16,1)\n",
+    "plt.xlabel('Number of components')\n",
+    "plt.ylabel('Cumulative explained variance')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "532c934b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA \n",
+    "sklearn_pca = PCA(n_components=7)\n",
+    "Y_sklearn = sklearn_pca.fit_transform(df_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "3fa99ea6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
+      "  -0.35720617]\n",
+      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
+      "   0.94274938]\n",
+      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
+      "   0.52287556]\n",
+      " ...\n",
+      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
+      "   1.97973232]\n",
+      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
+      "   1.77427724]\n",
+      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
+      "   0.09281539]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(Y_sklearn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9241349d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 7)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_sklearn.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e6e604d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=pd.DataFrame(Y_sklearn,columns=['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "5183ed8c",
+   "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",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
+       "...        ...       ...       ...       ...       ...       ...       ...\n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
+       "\n",
+       "[8950 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "bbaf86f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "wcss = []\n",
+    "m = range(1,11)\n",
+    "for i in m:\n",
+    "    kmeans = KMeans(n_clusters = i, init = 'k-means++', random_state = 42)\n",
+    "    kmeans.fit(df)\n",
+    "    wcss.append(kmeans.inertia_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "886e0320",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(m,wcss,'bx-')\n",
+    "plt.plot(range(1,11),wcss)\n",
+    "plt.xlabel('PC')\n",
+    "plt.ylabel('Inertia')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "3490eefd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEGCAYAAABsLkJ6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAm7UlEQVR4nO2de4wk13Xev9M93RR7hjHF3pX4nBrZUgRsGIXWjhk5ihOaayc0IYiyEBMSeslFKHvCJhRTMYyISgOJAGEQ2ISTbCCPlhPxsdpuS7KdUJaZdSySsSNFsRQPqRXJNWmJcnrGDClxZ4lYJIcJ93HyR3cPe3rqcau6qm49vh9wMD3VVdWnblWdc++5594rqgpCCCHlo2JbAUIIIXagAyCEkJJCB0AIISWFDoAQQkoKHQAhhJSUGdsKhGHPnj26sLBgWw1CCMkVjz322Kaq7p3cnisHsLCwgLW1NdtqEEJIrhCRdbftDAERQkhJoQMghJCSQgdACCElJXEHICL3iciLIvLU2La7ReQZEXlCRB4UkYuT1oMQQshO0mgBPADgholtDwO4WlXfBeA7AD6Rgh6EEELGSNwBqOpXAbw0se0rqnp2+O83AFyZtB55ptfrYWFhAZVKBQsLC+j1erZVIoQUgCykgd4G4IteX4rIEoAlAJifn09Lp8zQ6/WwtLSEra0tAMD6+jqWlpYAAK1Wy6ZqhJCcI2lMBy0iCwAeUtWrJ7Z3ACwC+KAaKLK4uKhlGwewsLCA9fXdKbyO46Df76evECEkd4jIY6q6OLndWgtARA4BeB+AAybGv6xsbGyE2k4IIaZYSQMVkRsAfBzA+1V1y4YOecEr7FXGcBghJF7SSAP9PIA/AfBOEXlORD4C4NMALgLwsIicEJEjSeuRV5aXl9FoNHZsazQaWF5etqQRIaQoJB4CUtUPu2y+N+nfLQqjjt5Op4ONjQ3Mz89jeXmZHcCEkKnhSOAc0Gq10O/3cf78efT7/cIbf6a9EpIOWUgDJWQbpr0Skh5sAZBM0el0to3/iK2tLXQ6HUsaEVJc6ABIpmDaKyHpQQdAMgXTXglJDzoAkimY9kpIetABkEzRarWwuroKx3EgInAcB6urq+wAJiQBUpkLKC7KOBcQIYRMi9dcQGwBkNLBcQaEDOA4AFIqOM6AkDdgC4CUCo4zIOQN6ABIqeA4A0LegA6AlAqOMyDkDegASKngOANC3oAOgJQKjjMg5A3oAEjpKNv02mQ6ipw2nMaKYPeJyIsi8tTYtktE5GER+e7w75uT1oMQQsIyShteX1+Hqm6nDRfFCaTRAngAwA0T2+4C8KiqvgPAo8P/CSEkUxQ9bThxB6CqXwXw0sTmmwAcHX4+CuADSetBCCFhKXrasK0+gLeq6gsAMPz7Fq8dRWRJRNZEZO3UqVOpKUgIIUVPG858J7Cqrqrqoqou7t2717Y6JKMUuaOO2KPoacO2HMAPROQyABj+fdGSHqQAFL2jDqCDs0Xh04ZVNXEBsADgqbH/7wZw1/DzXQB+3eQ8+/fvV0ImcRxHAewSx3FsqxYL3W5XG43GjmtrNBra7XZtq5Y63W5XHcdREVHHcUpZBlEAsKYuNjXx9QBE5PMArgOwB8APAPwrAF8C8NsA5gFsAPgFVZ3sKN4F1wMgblQqFbg9xyKC8+fPW9AoXhYWFrC+vr5ru+M46Pf76StkicmZXIFBOKZQNfKE8FoPgAvCkNxTdANZdAdnStHvc5JwQRhSWIreUVf0TBRTip6SaQM6AJJ7it5RV3QHZwodYfzQAZBCUOT5fYru4EyhI4wf9gEQQnJDr9dDp9PBxsYG5ufnsby8XDpHGAV2AhNCSElhJzAhOYGDvkha0AEQkiHKMKo5LHSIycEQECEZgrnuO+Hgr3hgHwAhOUBEPL/L07saF3SI8cA+AEJyQLVaDbW96HDwV7LQARCSIc6dOxdqe9Hh4K9koQMgJEM4jhNqe9Hh4K9koQMguaEM2SA0eDvhKOiEcZsjOqvC9QDKS5nmxOec9yRu4LEeAFsAAZSh1pkHOp3OjlRAANja2kKn0wl1njzczyLPa0SyxYxtBbLMZA7yaFAOAL6UKRNHNgjvJyE7sToOQET+GYBfxKBJ/ySAf6yq/9dr/7THATAHOTvEcS94P0lZydw4ABG5AsAvA1hU1asBVAF8yJY+bpQtBznL4ZE4OkfLdj8JCcJ2H8AMgAtFZAZAA8DzlvXZQZlykLM+B00c2SBlup+EGOHWM5yWALgTwCsATgHoBe2fdhZQmTJPHMfZcZ0jcRzHtmqxUab7Scg4yFoWkIi8GcBNAN4G4HIAsyJy0GW/JRFZE5G1U6dOpapjmXKQyxAeKdP9JMQEa53AIvILAG5Q1Y8M/78VwHtU9Q6vYzgZXHKwg5SQ4pK5TmAAGwDeIyINGUyBeADA0xb1KTV5GIGa5U5qQvKINQegqt8E8LsAHscgBbQCYNWWPmUnS+ERN0Of9U5qQvII1wMgmcJrAZALL7wQp0+f3rV/UUJUXOycJEkWQ0CE7MJrygc34w+YdVJnPXQUtnWT9eshOcItNSirwsnggsnbRGKT+sIlFdVPms2m7/XmIfUzTApuHq6HZA94pIFaN+phJCkHkDej6UUaxiHOsnLTV0Q8Df3kvrVaTev1uu/1hjWuNp4Dr2sWkV37lmG8BokfOgAPilSjSto4xF1WXvpOGsTRb0wa6GazGXi9psbV5nMQ5r6FcRaEjKAD8CAPNURTkjYOcTsYL31H5wwqZ5PrNdU5yrXF9TyEcT5ptgCy/rwTc+gAPMhDDdGUpI1D3A7GqwbfbDaNjje5XtP7FvbaTM4bxoCa7hvlOYxiyPPwvJeFOBwxHYAHSdYQ0ybplzbuMvByAKNzBulter0mL1DYa/Pbv9vtul5bXPcirGOJ8kxk4XlnCyS+d5oOwIOkaohhdYgrlDBueJrNZqRzeekTt4PxCwGZnttGGCZI98nz2KwwRDXktvsa2AIZEJcjpgPwIYkaYpJN+qTPM5lZU6/XdziBKAbX7TivMh0X03BQHIRxoF66V6tV3+tJu7M2qiG33QKw/fumJN1KicsR0wFMSRgDa6NTL67zTBuXd8OrPNrtdmArAEBqtT4/PSdfcq99g64lLy0A2zVw2y0QE9IoI7YAMuIAVM29fZibFteDHmNNwVOi4lceQQYzKaMZpkVimpYa1KqxEcKYxkjZjMHnoQWQho7sA8iQAzDFxsCeGGsKsTsAv/IwcQJ+TizODBcTZxRUrm7nBqL3x8RBFjpTw+pguwViQlqtFGYB5cwBhDHGWesDSCIE5Fce7XY7VmM7TYZLUPw+SadUZKLepyhOI81yz0MrZQQdQIqEfeDjzGSZ9jzdbldrtdoO3Wu12lQvk195BLUA/Mot6gsYJoPHa98svuRZJU+hkqz/ZlToAFImz7XAJHT3OmfQaGC/304iw2VSz3a7bT2kk+dnSTWdUImt2nhe7g0dQM7Jy4MWlmle3KjHRmmhJTmwK05ds0gaxjluJ1O0940OIMf4GYG8P6jTZqmkleGShBFLYvxJFslTumRa+qZNJh0AgIsxWBbyGQzWA/5Jv/3TcAB+L6UtY+v1cLtNkZxWrTTOcpjmfG7HJnGfkqhh2h6BPi1hynna9yponziNdhGc7iRZdQBHAfzi8HMdwMV++yftAPwGAtkKAagGT5mQ5oPa7fqPFE4SU0ORhFMMaxSCdDU9X5jfTbOCkmb2mulvxXX9WXa6UcmcAwDw1wD8LwzXJTaRpB2A18sW1FGZNF56eUmSD2oSaaJBeMXgRUTb7faOfafpF4irhmkSsjO9d2GMX5qtwaByNjXGJvcr7Ro5WwDpOIBrAPxPAA8A+BaAzwKYddlvCcAagLX5+fkEiyh8TTtuY+v10ri93CKis7OzsT+ofjoEOaIkcLv2yXIYNy5Ram9x1zDDhOxMDGiz2dRms5mpvgK/cg7jjEzuV9o1cvYBpOMAFgGcBfC3h/8fBvApv2NstQBMXtgweMWt/R46t3lz6vX6rpz9acYb+IXATEbKJoHJPRldi9++fvdpGuPpVqZRKhLj9y6KAUrbSPqVWZjyzGILQJVZQGk4gEsB9Mf+/ykA/9nvGBt9ACYv7LS/0Wg0Apc39KtVej2ok7XISWcxMhpBBtRkhKxJCCjKS2VqTP3um1tMeVwPr+OCjKfX81KpVEIb//HyiGLw/O5dEsbLz0mFcUZx9gEQbzLnAAY64WsA3jn8/EkAd/vtn0YWkOkMlVEHAoVtZYxeGj+dvIx/GGc26RzCyORI4SgtHLdjm82mkTH1c1Am5RJ1tG+Ye1mr1YzWMPa712HDWEkbSy+HHtaBxZEFRPzJqgO4BoP4/hMAvgTgzX77T+sATB4iv5pU2IcvjvBAUAvA60WPEs5KysAC3rXicaMQ1mkFiVuHqul8PybTX4S5l/V63TWU5maco4Y8/K7P5Ni4DGxaNXY6BXMy6QDCyjQOwPShDHqpK5WKzs7OBj50YUM9QTn9psZx9KJHjUNPilcfgNcLHbWFE+XYkZgYvSjOZTLDaNprHQ+1JZXKmmQneBiSNs4MC4Wj9A7AtFYV9qUOawj9DL3fS+OVCun1osfVApjMAhrXrd1uh5pBM6j8p3FaQZ3hUcpjlGbqd0/COJUwHbJRDWic/QdBrQab5FFnm5TeAZjWjKLUFN0euiCjGubljhK3djumXq9vOxETY+sXs52bm5vK8I8baZMU0yAZv7aRUxov26jOZfI4tw5KE8c8eW+Sqh3nIYNoGoKeFS+dyx4uKr0DCFNjCPNSjx66yQfMK+Y9ysrwq1VOfmdqHN06Y93WuJ3cPjs7u2t072T4aaSTWzZRFKM6urY44/5urSu/zteo4vXMjJfRzMzMjmNGo6WjdIaPPyNJdJjmpTZt8qx43Zuyh4tK7wCCHoLJF3jSIAYZnjD7u+Xze9XMwxjHySkZTFsOozj/uNEY/e91zDQyTlyhqjTFJD3Ua00FE2Pr9ayG6YuJ893ICkHPSthwbNYcXJKgrA5g0rC7jaicphZaq9ViCYfEJeMPdRjjOp7lZDrwK4pM5qXH7VzC6AHAczS1aRm74WdwTMItXsdHzfDxeh/CtixsEzQli5fOeQpxJQXK6ABMazbT1ELjDi9MK+MP9TTnSFrH0UsbxQC7iV+GlVcZdbvdwP38QmPjz9m48fQ7n9f34wPpwpa/qSHLS03fC5OyC3McWwAK60Y9jIR1AKY3fhqDZ6sG6yXjNXnbuqQllUpFDxw4EKoz1rTVNz7S2q0FGbaD3i08BOwM3yXVApjGEGahheBXdmGztfLk+OIAZXQApk2/aYxllsI/lN2GYXLb6MUPc8/9Om+97r9f9lDQiOCk+gCihkKyZEC9ys4kW8u2A7MJyugATGs80/QBZK0FQPGXKOMWarVa5Pl9xn9zZHhMDHESsfqoLYC0Qyh+1xjmfStTiCcIlNEBhKm5xJ3qOK2k8ftRjFoaYjoHUJbFK8xkMvFfUkStyafZiRqkY5iWW5k6eYNAGR2AavQaU9ixAHEbwCR/v1KpJJrpM42MQh02fjtMKm+Q+IWZ3NKGs7Sq2iRptgCCfivKoEhSYgcwLUk7gsmabqVSiVTbCStxh66azebU00Ik7fhMfj+OMhwNDAxTxiaTz9kizT6AKOGxpMZHFAnQAUQnKYPklQI5moSsbP0LtVpNDxw4YF0PE6lWq766hklLHcko/Ggy0WDcHZpB50yrEzVqa6PsnbxBIKoDwGDt3h9z2f6uoGPjFlstgKSMnZ9xUY3mePIeO8+DmGYSmSwBafI7k89jlMkEg57xrNSgs6RLkUAUBwDgZgDPAzgB4CSAnxj77nG/Y5MQGw4giTCM2wCjSel2u7HGpN10sGVA8+qkJg1rUBlOzhEV5Tcna75J9CukneUTBGvz8YOIDuAEgMuGn68F8AyADw7//5bfsUmIDQcQt6FsNBqBo1+r1Wqi8X+bEjWlMi5xixeb3GO3pTeD7pGp8Q6SaRYUMlmqk1MlFB9EdABPTvx/GYDHAPwyYmoBAKgC+BaAh4L2LUILwCTDxXRZyjxKnK2aqI5ERHRubs547qN6ve663oDfcabhmzASpV8BQORnnFk0xQERHcD/wET8H8BFAB4F8P/8jjUVAL8C4LeQUQcQ53TFgNnI4TgWWim6uE1hHVbGV/zymzTQy+hWq9Uds6a6rUPglrEyTaXCa0Ehv2PcrnFcR69KSdCKaEnCMFC8IKID+FsA3u6yvQag5XesiQC4EgNncj0y6gBUNTeZKWWR8emzp5FRZ/skYVJRxye2C9NhO40TGLVeRtfQbrd9lxqNqovNPgB2BMcLIjqAtwN4r8v2n4JLZlBYAfC7APYDuA4eDgDAEgYLx6/Nz88nWkhesDaeHYmSY+8n49kz057LdBnKkbOIq2U5Ckd5rUEQpEvW+gCy5pCKACI6gIfgku4JYBHA7/sdGyQA3gdgZfj5OmS4BWDb6OVVkujHGNVo4+qbqVQqsfZLjBupIMMal+MZ/W6UOXT8Zo51M7hphGay5pCKACI6gKd8vnvS79ggAfCvATwHoA/g+wC2AHT9jrHlANgCyI6YzuVvU0YG0u+5GRnPuK4jyDiGbY2E6cQejeCOC7YA4gcRHcCzUb4LK8h4C+Dyyy+3blQou41BXIvJxClhp3+Ia5R5ULpnkJE3qdn7tVbijNGzDyB+ENEBfB7AL7ls/wiAL/odG0aQYQdga2KyIssFF1wQ27my1DrzMv5p6Ggyl9Bk53az2fRdSGWSIOcWZw2dWUDxgogO4K0YpIL+MYDfGMp/A/AnAC71OzYJseEAsmRgKPmUtMZ0BBlgk45nvyUvTa6TZBNMMxkcgJ8G8E+Hcr3JMUlIGg5gsuZh23hQ8iN+0xKnqUOUEM6kvuPvg2m2ksmoY9P3jjX+eEHEFsCbAHwMwKcB/BMAM377Jy1JO4C4B31RyidesWtbU1yPG1PTlsh4TT6M84rqABjzTx5EdABfBNDFwPh/CcC/89s/aUnaAbDGT5lWvEYU23IAQPjBZyaprG4SNQTErJ/kwbRzAQGYgYUZQMclaQdQ1Pl3KOnI5KIlWWpNhhl8Nj4FRJhKUVSDzbz/5IGHA6jAnzOjD6p6NmDf3DM/P29bBZJjGo0GKpUKFhYWcOedd2JrayvR3wnDxsYGWq0WVldX4TgORATVatV13+PHj29/Xl5eRqPR2PF9vV5HrVbbpdPy8rLr+Xq9HhYWFrbLptfr7fje673j+5gCbl5hJADOAfjhUF4GcHbs8w/9jk1C2AdAKbuISKTUZLf4vGnN262D1m/yvPHYvUl8n30AyQMuCWlG3LM3Uihxi+M4kZ/JcQPt1S8RJpQTZLxN4/vMAkoW0AFMR5anHqCUS0YT4kVtrXpNHgeYrSI2bqy9xsmMDDzj+9kAdADTk9elDCn2ZGQo4z6n6s4BWnH9RpQpJdxkZOCZ4ZMNQAcwPVwXgBJWRsQVRqxUKq419LhWkYs6qdykzM3NqSrj+1kBdADTw74AShgRkR19SXFNOz3Z4Rpn8oJXzTzK1NWjdFLG9+0DDwcgg+/yweLioq6trVn7/UqlgjyVF8kWIhL789NoNHDhhRfi9OnTsZxrdXUVrVZrx/Zer4elpaXQaa3VahVnzxY+ezwXiMhjqro4uT1cMnEJGc9hDpt7Tcg4SVQetra2Ao1/s9mE4zhG5+p0Orvy9DudTqQxDefOnQt9DEkXWjQfRjWf9fV1qCofaJI7Go0GDh8+7Dqgy4319XUcPHgQe/bs2XYEGxsbkX7ba6AZyRBucaGsSpp9AN1ul1NBU3Ihs7OzgSt1Rem/Gl943u97LxmfUoLYBRGngiglvV4Pt912G2v8JFPMzc251qpff/11HDp0aHuKB8dx0O12sbm5uR3Pj1KL12HIyu09aDQauP766yEiu74TEbTbbaysrIT+TZIybl4hDQFwFYA/AvA0gJMA7gw6Jq0WgM2ZGykUNwmaUdRtbMCo5u44TizPdKVS2ZHJwxz//ICsZQGJyGUALlPVx0XkIgCPAfiAqv6Z1zFpZQG51WoIyTIigmPHjnlm68SVgTR+Dq+sOBHB+fPnp/4tEh+ZywJS1RdU9fHh55cxaAlcYUsfQvLM/Py8b7ZOEhU9zuKZfzLRByAiCwB+HMA3Xb5bEpE1EVk7depUKvo0m81UfoeQuFhfX8f6+nqivzH5XrhlFvlNC00yiFtcKE0BMIdB+OeDQfum1QfQ7XZdJ8qiUMoqtVrNdQQvR/nmA2RxKggANQB/COBXTPZnGiiFkr7QsOcfZLATWAAcBfCSqn7M5Ji0p4Lg1A+k7DiOg36/b1sNMiWZ6wQG8F4AtwC4XkRODOVGi/rsgp1ZpAw0Gg20223G80uIzSyg/66qoqrvUtVrhnI8+Mj0MB0+T0jWMJ23ynEcrK6uYmVlZcd6waPtkxPDkWLB2UAD6PV66HQ6iWdYEJI2zNcvD1kMAeWCVquFfr9vNJsiIXnikksusa0CsQwdgCEMBxFCisaMbQXywigWevDgQcuaEBIPL730km0ViGXYAggBO8RIkWCWG6EDCMHkSkmE5BWmeBKADsCY0RoBhOQdpniSEewDMKTT6eD111+3rQYhU8GRvWQctgAM4TgAkncY9iGT0AEYYjqykpCsMDc3x5G9xBeGgAzhiEmSN1599VW8/PLLttUgGYbVWkIKCtM8SRB0AIZwlTCSRZrNpuuzyXg/MYEOwJDDhw+jXq/bVoOQber1Og4fPozNzU10u13G+0loOBtoCO644w4cOXKEi8QQ61QqFXzuc5+jkSdGcDbQGDh+/DiNP8kENP4kDqw6ABG5QUT+XESeFZG7bOpiwsbGhm0VCEGz2aTxJ7FgzQGISBXAbwL4OQD7AHxYRPbZ0scEZlUQ2zQaDRw+fNi2GqQg2GwBXAvgWVX9C1V9HcAXANxkUZ9AuCYAsQ07d0mc2HQAVwD4y7H/nxtuyyytVgurq6uoVqu2VSEl5MCBAzT+JFZsOgBx2barh1VElkRkTUTWTp06lYJa7vR6PSwsLOCWW27BxRdfzKkhSKrs27cPjzzyiG01SMGwacWeA3DV2P9XAnh+cidVXVXVRVVd3Lt3b2rKjdPr9bC0tIT19XWoKk6fPg0RN/9FSLxUq1V0u12cPHnStiqkgNh0AH8K4B0i8jYRqQP4EIAvW9THk06ng62trR3bzp07Z0kbUkRmZmZQq9V2bGs0Gjh69CjDPiQxrDkAVT0L4KMA/hDA0wB+W1UzWc1h+idJkmaziQceeAD3338/R/OSVOFIYAMWFha4HgBJhFqthvvvv5+GniQKRwJPAdM/SVKcOXMGnU7HthqkpNABGDBK/3Qcx7YqpIAwxEhsQQdgSKvVQr/fR7fbZWuAxApHmBNb0AGEhK0BEpY3velN6Ha7rpUHzttPrKKquZH9+/drlhARxWDwGoXiKjMzM9rtdrefmW63q47jqIio4zg7viMkKQCsqYtNZRbQFDA7iJjgOA76/b5tNUiJYRZQAjA7iJjATl6SVWZsK5BnRrnbt956K86fP29ZG5JV2MlLsgpbADFA40+AwWyd7OQleYIOYEo4iIcAQLvdxiOPPLKdIcbpHEgeYCfwlFQqFa4TXHJEhK1AkmnYCZwQjO8SPgMkr9ABTAkzgcqNiDDGT3ILs4CmZBTfPXToENcIKDD1eh2qijNnzmxvExHcfvvtjPGT3MIWQAy0Wi0cPXqUq4QViGaziWazud2Ze9999+2ar//YsWNYWVmxrSohkWELICZarRa+/vWv48iRI+wUzimzs7N45ZVXfPdhbZ8UCbYAYmRlZQW33367bTVIRO655x7bKhCSKlYcgIjcLSLPiMgTIvKgiFxsQ48kOH78uG0VSASazSZr96R02GoBPAzgalV9F4DvAPiEJT1iJyvzvjSbTdsq5IZGo4HDhw/bVoOQ1LHiAFT1KzpYFB4AvgHgSht6JEEWcsIdx8Hm5ibXLPBhvIOXo3VJWbE+ElhEfh/AF1W16/H9EoAlAJifn9+f9emXe70ebrnlFusdwd3uoDiXlpawtbVlVZesYdLZS0iRSH0ksIg8IiJPuchNY/t0AJwF0PM6j6ququqiqi7u3bs3KXVjo9VqWTf+wMDwA4PxCeQNqtUqO3sJGZJYGqiq/ozf9yJyCMD7ABzQLFjMGHEcx/pCMVtbW7jzzjvx2muvWdUjSziOg+XlZYZ7CBliKwvoBgAfB/B+VS1cfGJ5eRm1Ws22Gjh9+nTpwz/tdnt7+bt+v0/jT8gYtrKAPg3gIgAPi8gJETliSY9EaLVauP/++5mJkwE4UpcQb2xlAb1dVa9S1WuGUrjRU61WC5ubm1BVa9k4ZXdAzIIixB+OBE4BG2MDms0mbr755tR/NytwJS5CgqEDSIG0xwY0Gg3cfPPN+OxnP5vq79qmWq0CAHP7CTGEDiAFbrzxxtR+a2T8jh8/vmPq4iIyMzODbre73cl79uxZdvYSEgI6gBRIa36gbre7bfyyMiVFEjiOg263izNnztDQEzIFdAApkIYxnpub22EMszAlRRLUajXm8hMSE3QAKZC0Ma7X6zhyZGcmbVE7QM+cOYNOp2NbDUIKAR1ACiSxbvBo9bHRalWTNeIi15CLHN4iJE24IlgKjIxxp9OJZYoIk8nM7rjjjql/J6sUNbxFSNqwBZASrVYL/X4fqoputztViyBoeoder4fPfOYzkc+fZZjfT0h80AFYoNVqYXV1dXuk6ih/3XRR+aAacFFj5MzvJyRe6AAsMd4iGOWvHzt2DI7jbC9U0m63d7UUTGrARYuR1+v1HSmuhJB4oAPIECOncP78efT7faysrGy3FMKsXpXnGHmlUkG73d5xzW6d3ISQ6bG+IlgYFhcXdW1tzbYamafX6+HgwYO21QjN7Ows7rnnHhp7QmIm9RXBiD1arRb27dtnWw1jms0mut0uXnnlFRp/QlKEDqCgnDx5EhdccIFtNXwREbTbbWxubtLwE2IBOoACc++998Y+AC0uHMfBsWPHuGALIRaxOhBMRH4VwN0A9qrqpk1disj4ALSNjQ3Mz89jc3MTr776qlW9HMdBv9+3qgMhxGILQESuAvCzAIqVs5gxJjOL7rnnnsD1ikUk9GC1arW6nb3jBwdyEZIdbIaA/i2Afw4gP2lIBWC0XrGfoZ6fn/ccrNZsNnc5kEajgaNHj2JlZQX9ft/z3NVqlQO5CMkSo8U00hQA7wdwePi5D2CPz75LANYArM3PzyuJj263q41GQzFwwgpAG42GdrvdwOMcx1ERUcdxdu0f9byEkGQAsKZu9tVtYxwC4BEAT7nITQC+CeBH1MABjMv+/fuTLKNSEmTMs3ZeQkh4vBxA6gPBRORvAngUwGhGsysBPA/gWlX9vt+xHAhGCCHh8RoIlnoWkKo+CeAto/9FpA9gUZkFRAghqcJxAIQQUlKsLwijqgu2dSCEkDLCFgAhhJQUOgBCCCkpuZoOWkROAZh+Ud2d7AGQ9Q5o6hgP1DE+8qAndXwDR1X3Tm7MlQNIAhFZc0uPyhLUMR6oY3zkQU/qGAxDQIQQUlLoAAghpKTQAQCrthUwgDrGA3WMjzzoSR0DKH0fACGElBW2AAghpKTQARBCSEkpnQMQkU+KyP8WkRNDudFjvxtE5M9F5FkRuStlHe8WkWdE5AkReVBELvbYry8iTw6vI5VpUoPKRQb8++H3T4jIu9PQa+z3rxKRPxKRp0XkpIjc6bLPdSLyV2PPwL9MU8ehDr73LgPl+M6x8jkhIj8UkY9N7GOlHEXkPhF5UUSeGtt2iYg8LCLfHf59s8exqbzXHjpm7712myO6yALgkwB+NWCfKoDvAfhRAHUA3wawL0Ud/wGAmeHnXwPwax779WG4lkJMegWWC4AbAfwBAAHwHgDfTPn+Xgbg3cPPFwH4jouO1wF4yMbzZ3rvbJejy33/PgaDiayXI4C/B+DdAJ4a2/brAO4afr7L7Z1J87320DFz73XpWgCGXAvgWVX9C1V9HcAXMFjIJhVU9Suqenb47zcwWDMhC5iUy00APqcDvgHgYhG5LC0FVfUFVX18+PllAE8DuCKt348Rq+U4wQEA31PVuEfhR0JVvwrgpYnNNwE4Ovx8FMAHXA5N7b120zGL73VZHcBHh82w+zyailcA+Mux/5+DPSNyGwY1QTcUwFdE5DERWUpBF5NyyUzZicgCgB/HYAW6SX5SRL4tIn8gIn8jXc0ABN+7zJQjgA8B+LzHd7bLccRbVfUFYFAJwNiaI2NkqUwz8V5bnw46CUTkEQCXunzVAfAZAJ/CoJA/BeA3MLgZO07hcmys+bJ+Oqrq7w336QA4C6DncZr3qurzIvIWAA+LyDPDmkdSmJRL4mVngojMAfiPAD6mqj+c+PpxDMIZrwz7gL4E4B0pqxh077JSjnUM1vD+hMvXWSjHMGSlTDPzXhfSAajqz5jsJyL/AcBDLl89B+Cqsf9Hy1bGRpCOInIIwPsAHNBhYNDlHM8P/74oIg9i0MRN0gGYlEviZReEiNQwMP49Vf1Pk9+POwRVPS4iKyKyR1Nclc7g3lkvxyE/B+BxVf3B5BdZKMcxfiAil6nqC8NQ2Ysu+1gv06y916ULAU3EUX8eg4XqJ/lTAO8QkbcNa0AfAvDlNPQDBpkKAD4O4P2quuWxz6yIXDT6jEEHk9u1xIlJuXwZwK3DLJb3APirUdM8DUREANwL4GlV/Tce+1w63A8ici0G78HpFHU0uXdWy3GMD8Mj/GO7HCf4MoBDw8+HAPyeyz58rydJo6c5SwLgGIAnATyBwc2/bLj9cgDHx/a7EYMMku9hEJZJU8dnMYhVnhjKkUkdMchk+PZQTqalo1u5ALgdwO3DzwLgN4ffP4nBes9plt3fxaBZ/8RY+d04oeNHh2X2bQw64/5Oyjq63rssleNQhwYGBv1HxrZZL0cMHNILAM5gUKv/CIAmgEcBfHf495Lhvlbeaw8dM/decyoIQggpKaULARFCCBlAB0AIISWFDoAQQkoKHQAhhJQUOgBCCCkpdACEGCAi54azMz4lIr8jIo3h9ktF5Asi8j0R+TMROS4if3343X8Rkf8jIm6DDQmxDh0AIWa8pqrXqOrVAF4HcPtwENSDAP5YVX9MVfcB+BcA3jo85m4At9hRl5Bg6AAICc/XALwdwE8DOKOqR0ZfqOoJVf3a8POjAF62oyIhwdABEBICEZnBYH6cJwFcDeAxuxoREh06AELMuFBETgBYA7CBwXxDhOSaQs4GSkgCvKaq14xvEJGTAP6RHXUImR62AAiJzn8FcIGI/NJog4j8hIj8fYs6EWIMHQAhEdHBTIo/D+Bnh2mgJzFYc/p5ABCRrwH4HQAHROQ5EfmH1pQlxAXOBkoIISWFLQBCCCkpdACEEFJS6AAIIaSk0AEQQkhJoQMghJCSQgdACCElhQ6AEEJKyv8Hu5VcCR3equ0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X = df[[\"PC1\", \"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
+    "plt.scatter(X[\"PC1\"], X[\"PC2\"], c=\"black\")\n",
+    "plt.xlabel(\"PC1\")\n",
+    "plt.ylabel(\"PC2\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "823b5072",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K=3\n",
+    "\n",
+    "Centroids = (X.sample(n=K))\n",
+    "plt.scatter(X[\"PC1\"], X[\"PC2\"], c=\"g\")\n",
+    "plt.scatter(Centroids[\"PC1\"], Centroids[\"PC2\"], c=\"red\")\n",
+    "plt.xlabel(\"PC1\")\n",
+    "plt.ylabel(\"PC2\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "d6823842",
+   "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",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4004</th>\n",
+       "      <td>3.294887</td>\n",
+       "      <td>-0.682700</td>\n",
+       "      <td>0.293764</td>\n",
+       "      <td>-0.692295</td>\n",
+       "      <td>0.311167</td>\n",
+       "      <td>-0.655658</td>\n",
+       "      <td>0.176687</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6118</th>\n",
+       "      <td>0.022790</td>\n",
+       "      <td>-0.643222</td>\n",
+       "      <td>-1.009786</td>\n",
+       "      <td>1.951393</td>\n",
+       "      <td>-0.722909</td>\n",
+       "      <td>-0.478503</td>\n",
+       "      <td>-0.017844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>1.208302</td>\n",
+       "      <td>-1.753497</td>\n",
+       "      <td>0.195418</td>\n",
+       "      <td>-0.067226</td>\n",
+       "      <td>0.308101</td>\n",
+       "      <td>-0.565165</td>\n",
+       "      <td>0.244017</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "4004  3.294887 -0.682700  0.293764 -0.692295  0.311167 -0.655658  0.176687\n",
+       "6118  0.022790 -0.643222 -1.009786  1.951393 -0.722909 -0.478503 -0.017844\n",
+       "80    1.208302 -1.753497  0.195418 -0.067226  0.308101 -0.565165  0.244017"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Centroids"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "45ba9de1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-0.23520183108741863\n",
+      "-0.208790130685671\n",
+      "-0.054299597507878314\n",
+      "-0.005954287499595682\n",
+      "0.014268204888448769\n",
+      "0.010910151950534982\n",
+      "0.006663144821310631\n",
+      "0.00850006811258558\n",
+      "0.005535699172615438\n",
+      "0.005043910213153377\n",
+      "0.0057546586269896435\n",
+      "0.0020179893491226834\n",
+      "0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "diff = 1\n",
+    "j=0\n",
+    "\n",
+    "while(diff!=0):\n",
+    "    XD=X\n",
+    "    i=1\n",
+    "    for index1, row_c in Centroids.iterrows():\n",
+    "        ED=[]\n",
+    "        for index2, row_d in XD.iterrows():\n",
+    "            d1 = (row_c[\"PC1\"]-row_d[\"PC1\"])**2\n",
+    "            d2 = (row_c[\"PC2\"]-row_d[\"PC2\"])**2\n",
+    "            d3 = (row_c[\"PC3\"]-row_d[\"PC3\"])**2\n",
+    "            d4 = (row_c[\"PC4\"]-row_d[\"PC4\"])**2\n",
+    "            d5 = (row_c[\"PC5\"]-row_d[\"PC5\"])**2\n",
+    "            d6 = (row_c[\"PC6\"]-row_d[\"PC6\"])**2\n",
+    "            d7 = (row_c[\"PC7\"]-row_d[\"PC7\"])**2\n",
+    "            d = sqrt(d1+d2+d3+d4+d5+d6+d7)\n",
+    "            ED.append(d)\n",
+    "        X[i] = ED\n",
+    "        i = i+1\n",
+    "    \n",
+    "    C = []\n",
+    "    for index, row in X.iterrows():\n",
+    "        min_dist=row[1]\n",
+    "        pos=1\n",
+    "        for i in range(K):\n",
+    "            if row[i+1] < min_dist:\n",
+    "                min_dist = row[i+1]\n",
+    "                pos = i+1\n",
+    "        C.append(pos)\n",
+    "    X[\"Cluster\"]=C\n",
+    "    Centroids_new = X.groupby([\"Cluster\"]).mean()[[\"PC1\", \"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
+    "    if j == 0:\n",
+    "        diff = 1\n",
+    "        j = j+1\n",
+    "    else:\n",
+    "        diff = (Centroids_new['PC1'] - Centroids['PC1']).sum() + (Centroids_new['PC2'] - Centroids['PC2']).sum() + (Centroids_new['PC3'] - Centroids['PC3']).sum() + (Centroids_new['PC4'] - Centroids['PC4']).sum() +(Centroids_new['PC5'] - Centroids['PC5']).sum()+ (Centroids_new['PC6'] - Centroids['PC6']).sum()+(Centroids_new['PC7'] - Centroids['PC7']).sum()\n",
+    "        print(diff.sum())\n",
+    "    Centroids = X.groupby([\"Cluster\"]).mean()[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "02b62ffb",
+   "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",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>Cluster</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "      <td>5.717627</td>\n",
+       "      <td>3.911431</td>\n",
+       "      <td>1.987937</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "      <td>6.413887</td>\n",
+       "      <td>2.453188</td>\n",
+       "      <td>5.502300</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "      <td>3.366650</td>\n",
+       "      <td>4.701523</td>\n",
+       "      <td>3.467866</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "      <td>4.447815</td>\n",
+       "      <td>2.955205</td>\n",
+       "      <td>3.141441</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</td>\n",
+       "      <td>5.556942</td>\n",
+       "      <td>3.316609</td>\n",
+       "      <td>2.555326</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "      <td>6.891655</td>\n",
+       "      <td>6.715344</td>\n",
+       "      <td>4.841445</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "      <td>6.604518</td>\n",
+       "      <td>6.223211</td>\n",
+       "      <td>4.608522</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "      <td>7.025480</td>\n",
+       "      <td>6.416311</td>\n",
+       "      <td>4.658972</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "      <td>8.220182</td>\n",
+       "      <td>5.340378</td>\n",
+       "      <td>5.554943</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "      <td>6.404796</td>\n",
+       "      <td>6.016475</td>\n",
+       "      <td>5.613511</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7  \\\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206   \n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749   \n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876   \n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756   \n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600   \n",
+       "...        ...       ...       ...       ...       ...       ...       ...   \n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375   \n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529   \n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732   \n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277   \n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815   \n",
+       "\n",
+       "             1         2         3  Cluster  \n",
+       "0     5.717627  3.911431  1.987937        3  \n",
+       "1     6.413887  2.453188  5.502300        2  \n",
+       "2     3.366650  4.701523  3.467866        1  \n",
+       "3     4.447815  2.955205  3.141441        2  \n",
+       "4     5.556942  3.316609  2.555326        3  \n",
+       "...        ...       ...       ...      ...  \n",
+       "8945  6.891655  6.715344  4.841445        3  \n",
+       "8946  6.604518  6.223211  4.608522        3  \n",
+       "8947  7.025480  6.416311  4.658972        3  \n",
+       "8948  8.220182  5.340378  5.554943        2  \n",
+       "8949  6.404796  6.016475  5.613511        3  \n",
+       "\n",
+       "[8950 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "0c8495ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color=['y','black','r']\n",
+    "for k in range(K):\n",
+    "    data=X[X[\"Cluster\"]==k+1]\n",
+    "    plt.scatter(data[\"PC1\"],data[\"PC2\"],c=color[k])\n",
+    "plt.scatter(Centroids[\"PC1\"],Centroids[\"PC2\"],c='white')\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cbcd1491",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}