{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "737766d3-84dc-4542-916d-4a214f38a190",
   "metadata": {},
   "source": [
    "# Clustering and Segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d85ee195-f399-4385-9da7-603d273a0c47",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "497fb6ca-b26c-47e9-adc3-5c989d9525c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import scipy as sp\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt \n",
    "import sklearn\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "from sklearn.pipeline import Pipeline, make_pipeline\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA, FactorAnalysis\n",
    "from sklearn import metrics\n",
    "import pickle\n",
    "import joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96c47d0a-d0c7-4b12-b57c-d330156c1dfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "887b7107-ca7e-4e2c-b2dc-b52a97f34b3b",
   "metadata": {},
   "source": [
    "## Read Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "106e9ac1-351f-439a-9d7b-7a8d7c3fee1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Sex</th>\n",
       "      <th>Marital status</th>\n",
       "      <th>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Income</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Settlement size</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100000001</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>2</td>\n",
       "      <td>124670</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000002</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>150773</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000003</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>89210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000004</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>171565</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000005</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>149031</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Sex  Marital status  Age  Education  Income  Occupation  \\\n",
       "ID                                                                   \n",
       "100000001    0               0   67          2  124670           1   \n",
       "100000002    1               1   22          1  150773           1   \n",
       "100000003    0               0   49          1   89210           0   \n",
       "100000004    0               0   45          1  171565           1   \n",
       "100000005    0               0   53          1  149031           1   \n",
       "\n",
       "           Settlement size  \n",
       "ID                          \n",
       "100000001                2  \n",
       "100000002                2  \n",
       "100000003                0  \n",
       "100000004                1  \n",
       "100000005                1  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"segmentation data.csv\", index_col=0); df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9fcb738-4545-4c65-9187-87a463df950b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sex',\n",
       " 'Marital status',\n",
       " 'Age',\n",
       " 'Education',\n",
       " 'Income',\n",
       " 'Occupation',\n",
       " 'Settlement size']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc38013b-4455-467a-bdd7-51b16b0058c4",
   "metadata": {},
   "source": [
    "## Standardization "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e2aa8403-b1fa-4c7a-8e04-ec93112f20f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07a35491-d0f0-47f4-a969-35f5efab2d12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 7)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_norm = scaler.fit_transform(df); data_norm.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7bc046dc-12dc-478d-bca8-6a503275fff6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sex</th>\n",
       "      <th>Marital status</th>\n",
       "      <th>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Income</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Settlement size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>2.653614</td>\n",
       "      <td>1.604323</td>\n",
       "      <td>0.097524</td>\n",
       "      <td>0.296823</td>\n",
       "      <td>1.552326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.090038</td>\n",
       "      <td>1.007025</td>\n",
       "      <td>-1.187132</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>0.782654</td>\n",
       "      <td>0.296823</td>\n",
       "      <td>1.552326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>1.117316</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>-0.833202</td>\n",
       "      <td>-1.269525</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>0.775916</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>1.328386</td>\n",
       "      <td>0.296823</td>\n",
       "      <td>0.321298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>1.458716</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>0.736932</td>\n",
       "      <td>0.296823</td>\n",
       "      <td>0.321298</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>1995</th>\n",
       "      <td>1.090038</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>0.946616</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>0.067471</td>\n",
       "      <td>-1.269525</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>1.090038</td>\n",
       "      <td>1.007025</td>\n",
       "      <td>-0.760382</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>-0.084265</td>\n",
       "      <td>0.296823</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>-0.418983</td>\n",
       "      <td>-1.731068</td>\n",
       "      <td>-0.906957</td>\n",
       "      <td>-1.269525</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>1.090038</td>\n",
       "      <td>1.007025</td>\n",
       "      <td>-1.016432</td>\n",
       "      <td>-0.063372</td>\n",
       "      <td>-0.603329</td>\n",
       "      <td>-1.269525</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>-0.917399</td>\n",
       "      <td>-0.993024</td>\n",
       "      <td>-0.931082</td>\n",
       "      <td>-1.731068</td>\n",
       "      <td>-1.378987</td>\n",
       "      <td>-1.269525</td>\n",
       "      <td>-0.909730</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Sex  Marital status       Age  Education    Income  Occupation  \\\n",
       "0    -0.917399       -0.993024  2.653614   1.604323  0.097524    0.296823   \n",
       "1     1.090038        1.007025 -1.187132  -0.063372  0.782654    0.296823   \n",
       "2    -0.917399       -0.993024  1.117316  -0.063372 -0.833202   -1.269525   \n",
       "3    -0.917399       -0.993024  0.775916  -0.063372  1.328386    0.296823   \n",
       "4    -0.917399       -0.993024  1.458716  -0.063372  0.736932    0.296823   \n",
       "...        ...             ...       ...        ...       ...         ...   \n",
       "1995  1.090038       -0.993024  0.946616  -0.063372  0.067471   -1.269525   \n",
       "1996  1.090038        1.007025 -0.760382  -0.063372 -0.084265    0.296823   \n",
       "1997 -0.917399       -0.993024 -0.418983  -1.731068 -0.906957   -1.269525   \n",
       "1998  1.090038        1.007025 -1.016432  -0.063372 -0.603329   -1.269525   \n",
       "1999 -0.917399       -0.993024 -0.931082  -1.731068 -1.378987   -1.269525   \n",
       "\n",
       "      Settlement size  \n",
       "0            1.552326  \n",
       "1            1.552326  \n",
       "2           -0.909730  \n",
       "3            0.321298  \n",
       "4            0.321298  \n",
       "...               ...  \n",
       "1995        -0.909730  \n",
       "1996        -0.909730  \n",
       "1997        -0.909730  \n",
       "1998        -0.909730  \n",
       "1999        -0.909730  \n",
       "\n",
       "[2000 rows x 7 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_norm = pd.DataFrame(data_norm, columns = df.columns); df_norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed08e2c5-0ef8-4901-ad5d-b36e6f827217",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dPHiQfR8IAQEJxZLUunVrrV27VnXq1PHr9swpxpmg72tegwa1dO2112vjxg0yxsjlcumaa67TZ599ygkkahj7f81q3Liu3O4web1eVVZWKDw8Qm63W16vR/v359pdnqOw79srmPs/4HOKi4uLdeDAAd/lNWvWqHbt2kpISLCieQDnmM8++7TKaZ4/++xTu0sCAq5DhxSVl5f5pgp5PB6Vl5epQ4cUmysDYAVL5hQfOXJEgwcP1pEjR+R2u1W7dm3Nnj2bg+2AEPbdd/9WSUmJvvvu33aXAtSI7du3Kjr6PFVWVqqy0quwsDCFh0dp+3ZWngBCgSWhuH79+lq8eLEVTQEIAuef30hffvm5Gjdu7Lt88OCBX7gXENz279+vxYvfVadOXXxfH3/88RrdffcddpcGwAKc0Q5AtbhcLnXrdquysgpkjFFWVoG6dbuVb4YAAEHN0iXZAIS+G27orHnzXpMkTZv2v3rqqSc1b95r6tSpi82VAYHVuHFjPfBAX1VUVPgOtIuIiPB9YwIguDFSDKBajn19PH/+XCUkJGj+/Lnq1KmLFi9+1+7SgIBKSkrWkSMliouLldvtVlxcrI4cKVFSUrLdpQGwAKEYQLV9/vkm37qsxhh9/vkmmysCAm/Dhk/VvPklys/Pl9frVX5+vpo3v0QbNrD6ChAKCMUAquWiixqppKRYTZo01Q8//KAmTZqqpKRYF13UyO7SgIAqLy/Tjz/uUnr6syouLlZ6+rP68cddKi8vs7s0ABYgFAOolmOB+P/+b7OaN2+u//u/zb5gDIS6xo0v0LPPjlFsbKyefXaMGje+wO6SAFiEUAyg2pYu/etpLwOhau/ePb6R4fLyMu3du8fmigBYhdUnAFTbNddcaXcJAABYipFiAGfs3XfftbsEoMbVrp1Q5SeA0EAoBnDG7rjjDrtLAGpcfn5elZ8AQgOhGACAajh29kbO4giEFkIxgDNSq1Ztffvtt6pVq7bdpQA16vg1ugGEDkIxgDNSWVn539PdVtpdCgAAZ41QDKDaXC6XSkqKddVVV6mkpJivkeEoiYkN5HK5lJjYwO5SAFiIJdkAVNuJXxvzNTKcJDs7q8pPAKGBkWIAZ2zevHl2lwAAgCUIxQDO2B/+8Ae7SwAAwBKEYgDVtmrVB8rKKpAxRllZBVq16gO7SwJqjNvtrvITQGjgFQ2g2nr2vO20l4FQ5vV6q/wEEBoIxQCqraKiQhdcUE+ffvqpLrignioqKuwuCagxXbveouzsbHXteovdpQCwEKtPAPDp3bu7du7ccdrbNG7cWPv371dFRYU6dOhQZXubNsmnvW/z5pdq2bKVltQK2OX9999TYmKi3WUAsBihGIBPdQNr//59NXfuwgBVAwBAzWH6BAAAAByPUAwAQDUcO4MjZ3IEQguhGAAAP4WFhSksLPy//w9XWFiYzRUBsApzigEA8JPH45HkkSRVVrLqChBKGCkGAACA4xGKAQCoBs5oB4QmXtEAAFQDZ7QDQhOhGAAAv5244gQrUAChglAMAIDfzAlLshl7ywFgGUIxAADVYIyp8hNAaCAUAwBQDQkJCXK5XEpISLC7FAAWsmSd4sOHD+upp57Snj17FBkZqWbNmmns2LGqW7euFc0DAHBOCAsLU3x8LRUUFCg+vpYKCwv/u3YxgGBnyUixy+XSgw8+qPfff18rV65U06ZNNWXKFCuaBgDgnOHxeFRaWiqv16vS0lICMRBCLAnFCQkJat++ve9ymzZttH//fiuaBgDgnHBsXeKcnJwqP1mvGAgNlp/m2ev1atGiRerSpYvVTQMAEBC9e3fXzp07Tnub6OholZSUyOs9Ojp87Gd0dLTatEk+7X2bN79Uy5attKZYAAHhMhYfPjtmzBhlZmZq5syZfHoGQlz37t21ciV/6OEcgwYN0pw5c1RWVqaoqCgNGDBAM2bMsLssABawNBRPmjRJ27Zt0+zZsxUZGVmt++bkFMnrDc7lbRIT45WdXWh3GY5E39urf/++mjt3od1lOBb7v33Y9+3Fvm+vYO5/t9ulevXiTnqdZdMnpk6dqu+++06vvvpqtQMxAAAAYCdLQvGOHTv0yiuv6KKLLtLvfvc7SVKTJk300ksvWdE8AAAAEFCWhOJLL71U27Zts6IpAAAAoMZZvvoEAABAdfiz+sfZYPUP+INQDAAAbFXdwMqBjggE1kwDAACA4xGKAQAA4HiEYgAAADgeoRgAAACORygGAACA4xGKAQAA4HgsyQYAQaZBg1o/25aVVWBDJQAQOhgpBoAgcrJAfLrtAAD/EIoBIAhlZRXIGMMIMQBYhFAMAAAAxyMUAwAAwPE40A4AghBziAFYpXfv7tq5c0fA2m/e/FItW7YyYO1bhVAMAEEkK6uA1ScAWKq6gbV//76aO3dhgKqxD6EYAILMsQCcmBiv7OxCm6sBgNDAnGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB44VY1NGnSJL3//vv66aeftHLlSiUlJVnV9FkbNGiAiouL/b79li1bVFpaGrB6oqOj1apVK79vHxsbqxkz5gSsHgAAAKezLBTfeOON+v3vf697773XqiYtU1xcrLlzFwas/cTEeGVnFwas/f79+wasbQAAAFgYiq+++mqrmgIAAABqFHOKAQAA4HiWjRSfrXr14gLafmJiPO3b5J577lFRUZFftz3X5nPHxcVp0aJFAasnFATzvhkK6H/70Pf2ov/tFYr9f86E4pycInm9JmDtB3LOb6DnFEuBrT/QioqKAjanuybmcwdz39cE+sc+NfHeg1Oj7+1F/9srWPvf7XadciCW6RMAAABwPMtC8fjx45WSkqKDBw+qX79+uu2226xqGgAAAAgoy6ZPjBgxQiNGjLCqOQAAAKDGMH0CAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgOMRigEAAOB44XYXACBwBg0aoOLi4oA+Rv/+fQPWdmxsrGbMmBOw9gEAOIZQDISw4uJizZ27MGDtJybGKzu7MGDtBzJwAwBwPKZPAAAAwPEYKQYAhBymDgGoLkIxACDkMHUIQHUxfQIAAACORygGAACA4xGKAQAA4HjMKQYAAAghf/tbhhISEgLW/oMPPqgNG9YErP28vDzdemuvgLV/KoRiAABgKUKZvZYuXRr0B5oSigEAQNAjlCEYMacYAAAAjkcoBgAAgOMRigEAAOB4hGIAAAA4HqEYAAAAjkcoBgAAgONZFop37dqlPn36qGvXrurTp49+/PFHq5oGAAAAAsqyUDx69Gj17dtX77//vvr27atRo0ZZ1TQAAAAQUJaE4pycHG3ZskWpqamSpNTUVG3ZskW5ublWNA8AAAAElCWh+MCBA2rYsKHCwsIkSWFhYWrQoIEOHDhgRfMAAABAQJ0zp3muVy8uoO0nJsbTvo0CWT99f3rB3j/B3v+BRv+cWrDvm8H+uw32/qH/Q7v9k7EkFDdq1EiZmZnyeDwKCwuTx+NRVlaWGjVq5HcbOTlF8nqNFeWcVCDPkR7oc7BLga2/JgSqfvr+l7Hvh66a6P9gxr5vL/rfXvT/ybndrlMOxFoyfaJevXpq2bKlVq1aJUlatWqVWrZsqbp161rRPAAAABBQlk2fSE9P1zPPPKNZs2apVq1amjRpklVNA0BQWrVqaVAPDuTm5io19U67ywCAGmFZKG7evLmWLFliVXMAEPQCHSiZPgEA1uGMdgAAAHC8c2b1CQAArNKrVy9t2LDG7jLOWK9evewuAXAcQjEAIORkZGRo7tyFAWs/0FNX+vfvy3xuoIYxfQIAAACORygGAACA4zF9AghhzKsEAMA/hGIghDGvEgAA/zB9AgAAAI5HKAYAAIDjEYoBAADgeIRiAAAAOB6hGAAAAI5HKAYAAIDjEYoBAADgeIRiAAAAOB6hGAAAAI5HKAYAAIDjEYoBAADgeIRiAAAAOB6hGAAAAI4XbncBAAAEQv/+fe0u4YzFxsbaXQLgOIRiAEDImTt3YUDb79+/b8AfA0DNYvoEAAAAHI9QDAAAAMcjFAMAAMDxCMUAAABwPEIxAAAAHI/VJ4AQx7JUAAD8MkIxEMJYlgoAAP8wfQIAAACORygGAACA4xGKAQAA4HiEYgAAADjeWR9ot2LFCv3lL3/Rzp07NWzYMN13331W1GWpXr16acOGNXaXccbuvPNOu0sAAABBpDorD23ZskWlpaUBqyU6OlqtWrXy+/Z2rTx01qG4ZcuWeuGFF/Tqq69aUU9ApKYGNlQmJsYrO7swoI8BAADgj0CvChSqueesQ3FSUpIkye1mJgYAAACCE+sUI+CCefoKU1cAAHCGXwzFPXv21P79+0963YYNGxQWFmZJIfXqxVnSjl0SE+PtLuGc1a9fP7tLQACx79uL/rcPfX96ge6fYG8/2IVi//xiKF6+fHlN1KGcnCJ5vaZGHstqoTq3JhjQ9/aj/+3D/m8v+v70Atk/NbHv8/s9tWB+73G7XacciGUiMAAAABzvrEPxqlWrlJKSor///e+aPn26UlJS9MMPP1hRGwAAAFAjzvpAu9TUVKWmplpRCwAAAGALpk8AAADA8QjFAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8QjFAAAAcLyzXpINAADgRP379/X7tlu2bFFpaWnAaomOjlarVq38vn1sbGzAasG5i1AMAAAsNXfuwoC2H8ynGca5i+kTAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8QjFAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8Th5BwCf3r27a+fOHdW6T5s2yX7ftnnzS7Vs2crqlgUAQMARigH4VDewclYpAECoYPoEAAAAHI9QDAAAAMcjFAMAAMDxCMUAAABwPA60A4Ag06BBrZ9ty8oqsKESAAgdjBQDQBA5WSA+3XYAgH8IxQAQhLKyCmSMYYQYACxCKAYAAIDjEYoBAADgeBxoBwBBiDnEAGAtRooBIIicag4xc4sB4OwwUgwAQeZYAE5MjFd2dqHN1QBAaGCkGAAAAI5HKAYAAIDjnfX0iTFjxuizzz5TZGSkYmJiNHz4cF1++eVW1AYAAADUiLMeKU5JSdHKlSv117/+VQMHDtSQIUOsqAsAAACoMWc9Uty5c2ff/9u0aaODBw/K6/XK7WZmBgAAAIKDpcn1rbfeUqdOnQjEAAAACCq/OFLcs2dP7d+//6TXbdiwQWFhYZKk1atXa+XKlXrrrbfOqJB69eLO6H7nisTEeLtLcCz63l70v73of/vQ9/ai/+0Viv3/i6F4+fLlv9jIP/7xD73wwguaN2+e6tevf0aF5OQUyes1Z3Rfu7FWqH3oe3vR//ai/+1F39uHfd9ewdz/brfrlAOxZz2n+KOPPtJzzz2n119/XU2aNDnb5gAAAIAad9aheOjQoYqIiNBjjz3m2zZv3jzVqVPnbJsGAAAAasRZh+KNGzdaUQcAAABgG5aJAADATxkZS5SS0l6rVq1SSkp7ZWQssbskABY565FiAACcICNjiUaMeFrnnRcjSSouLtaIEU9Lknr1usvO0gBYgFAMAHC83r27a+fOHae9zcGDByVJdeoYNWrUSCUlxTp8+LAeeWSAxo4dedr7Nm9+qZYtW2lZvQCsRygGADieP4G1QYNaWrz4XXXq1MW3JNXHH6/R3Xffoa+/3loDVQIIJOYUAwAAwPEIxQAA+KFx48YaNGig1q9fp4qKCq1fv06DBg1U48aN7S4NgAUIxQAA+GHUqHGqrPRo8OBHFB0drcGDH1FlpUejRo2zuzQAFmBOMQAAfji2wsS0aVMkSbGxsRo+fDQrTwAhglAMAICfevW6S7163eU70A5A6GD6BAAAAByPUAwAAADHIxQDAADA8QjFAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8QjFAAAAcDxCMQAAABzvnDmjndvtsruEsxLs9Qcz+t5e9L+96H/70Pf2ov/tFaz9f7q6XcYYU4O1AAAAAOccpk8AAADA8QjFAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8QjFAAAAcDxCMQAAAByPUAwAAADHIxQDAADA8QjFv+C9997THXfcoR49eqhbt2568skn7S7JVl26dFGHDh3k8Xh82zIyMtSiRQu9+eab1W4vMzNT999/v+/yjBkzVF5e7nct27dv9/uxNm3apPXr1/t12++//15/+9vf/G47FOXn56t169YaP3683aUElS5duqhbt27q0aOH79++fft+drsWLVqouLjY8sfft2+f3nnnnSrbBgwYoD179lj+WMGmuu8Z+GXl5eWaOHGibrrpJnXr1k133HGH/vnPf9pdls+J7/sn/s05l5xJ3igoKNCcOXOqbMvIyNCuXbuqXH7ssccsr/dMnFibP2rydxZeI48SpLKysjRmzBgtX75cjRo1kjFG33//vd1l2a5BgwZav369brjhBknS8uXL9etf/7ra7VRWVqphw4ZasGCBb9vMmTPVv39/RUZGWlbvMZ9//rlKSkrUoUOHX7zt999/r48//li33nqr5XUEi1WrVumKK67Q6tWr9dRTTwXkdxKqXnzxRSUlJdny2D/99JPeeecd9enTx7ftxD+agFXS09NVUlKi1atXKyoqStu3b9eDDz6o2rVrq23btnaX97P3/RP/5pwrzjRvFBQU6C9/+YsGDBjg27Z8+XLVqVNHF198cSBLPiNnUltN/s4Ixadx6NAhhYeHKyEhQZLkcrnUqlUrSdI333yjKVOm+EZ6HnvsMXXq1EmzZs3Sli1bNHPmTB05ckR333230tLSfAEyFPTs2VMZGRm64YYbtHfvXpWUlFQJAJ999pmmTZumsrIyeTwe/elPf9Jtt90mSbr//vuVnJysb775RrVr19bo0aPVu3dvbdq0SWPGjJEk/e53v5Pb7daCBQu0du1avfHGG6qoqJAkPf3007r22mtPW99//vMfDR06VEeOHJHX61XPnj3VoUMHvf322/J6vdqwYYNuu+029e/fXwMHDtThw4dVVlam1q1ba8yYMSouLtaLL76ooqIi9ejRQ23bttUf/vAHX53S0dG4Y5dzcnL05JNPKicnR5J07bXXatiwYZb3e01btmyZ/vznP+uVV17Rhx9+qFtuuUWFhYUaNmyYduzYoYYNG6phw4aqV6+enn76aZWXl+uFF17QF198ofLycrVo0ULp6emKjY21+6mcEz744ANNnTpVUVFRuvnmm33bj9+XTnb5o48+0owZM1RZWSm3262JEycqOTlZTz75pHbt2qWKigpdeOGFmjBhgmrXrq2xY8dq37596tGjh5o1a6YXX3xRXbp00ezZs5WUlKTdu3dr1KhRys3NVXh4uIYMGaKUlBRJR0evhwwZon/84x/Ky8vTU089pa5du9Z8ZwXY/fffr8suu0xff/21srKydMsttygtLU3S0VGp8ePH68cff5QkpaamauDAgTp06JBGjx7tG3H/4x//qDvuuEPS0RHo7t27a+PGjcrMzPS9H6xatUr5+fmaMGGCLyCuXbtWL7/8ssrLyxUREaGhQ4eqTZs2Nd0Flvjpp5/03nvv6aOPPlJUVJQkKSkpSX/60580c+ZMzZ8/X6+88opWrVoll8ulmJgYLVy4UG63W0uXLtUbb7whSYqIiNArr7yinTt3atKkScrIyJB0dJT32OVNmzbp2WefVXJysjZv3qzzzjtPEydO1CWXXKLs7Gw98cQTKi4uVllZmW644QY99dRT2rZt28/e92+99dYqr69169Zp6tSp8ng8qlu3rsaOHatmzZpp06ZNmjBhgq644gp99dVXcrlceuGFF9S8efOA9OXp8oZ06swxduxYFRYWqkePHjrvvPN011136bvvvtP48eM1bdo0Pf300z97rOXLl2vhwoXyeDyKi4tTenq6fvWrXykjI0OrVq1SfHy8tm3bpoYNG2rkyJGaNGmS9uzZo8suu0xTpkyRy+VSUVGRnnvuOW3btk1lZWVq3769hg4dqrCwsFO+vpYtW/az2q677jpfXV6vV2PHjtXGjRsVGRmpmJgYvf3221XeE9euXaupU6f67rNz505NmzZNN9100ymfV7UYnJLH4zEPP/ywadeunRk0aJB5/fXXTW5ursnPzzc9evQwmZmZxhhjMjMzTceOHU1+fr7xeDymX79+5o033jDPPPOMmTRpks3PwlqdO3c2W7duNd26dTN5eXlm+vTp5o033jBPP/20WbBggTHGmLy8PFNZWWmMMSY7O9t07NjR5OXlGWOMue+++8zAgQNNRUWFMcaYvXv3mnbt2vnaT0pKMkVFRb7Lubm5xuv1GmOM2blzp+nYsWOVWrZt2/azGseNG2dmz57tu3zssV988UUzceJE33av12tyc3N9///zn/9sFi5caIwxZtmyZWbQoEG+255Y5/GXX3/9dTNy5MifPV4w+/77703nzp2N1+s1K1asMH/84x+NMcY899xzZtiwYcYYYw4fPmw6d+7s69OXXnrJvPTSS742nn/+eTN16tSaL95mnTt3Nl27djW33367uf32203Pnj1Ndna2adeundm5c6cxxphXX33Vt6+fbt/6z3/+Y6677jqza9cuY4wxZWVlprCw0BhjTE5Oju8+U6dONZMnTzbGGLNx40bTs2fPn9V07LVy5513msWLFxtjjNmxY4dp166dr62kpCTf6/jLL780HTp0sLRv7HasH+677z4zePBg4/F4TEFBgWnXrp2vj++77z4zZ84c332O9c3gwYPNCy+8YIw5+p5//fXX+/r0+NfBN998Y6644grz5ptvGmOMWb16tfnd735njDFm9+7d5u677/b9Drdv325uuOGGQD/tgFmzZo25/fbbf7Z98+bNpl27diYjI6PK8z32frtx40Zz0003maysLGOMMUVFRaa0tPRn++7xlzdu3GiSkpLMpk2bjDHGZGRk+K4rLS31/d0oLy83999/v1m7dq0x5ufv+8e/vg4dOmTat29vduzYYYwxZvHixebOO+/0PV6rVq3M5s2bjTHGzJo1yzzxxBNn3Wencqq8YYw5beY48f3DmKP78Jo1a3yXj/979sUXX5gBAwaYsrIyY4wxH3/8senTp4/vdldffbU5cOCAMcaYhx56yNx+++0mPz/fVFRUmNTUVPPpp58aY4wZNmyYWb58ua/2IUOGmHfeecf3+Kd7fR1f2/E2b95sunXrZjwejzHm//8tPdlzNMaYd955x/Tp08eUlpae9nlVByPFp+F2uzVr1ixt375dX3zxhf75z3/qtdde01NPPaV9+/ZV+brC5XJp9+7duvzyyzV58mT16NFDjRs31sKFC218BoHhcrl0yy23aPXq1Vq9erXefvttbd682Xd9bm6uhg0bpt27dyssLEz5+fnatWuXbzSke/fuCg/3b9fbu3evnnzySWVmZio8PFyHDh1Sdna2EhMTT3mftm3bavLkyTpy5Ijat2+va6655qS383q9mjt3rtatWyev16v8/HxFR0f73xH/dcUVV2jevHmaNGmS2rVr59f0jHPd0qVL1aNHD7lcLt18880aP368MjMztWnTJo0YMUKSlJCQoJtuusl3nzVr1qioqEjvv/++pKNzDZOTk22p324nTp/48MMP1apVK9+oRZ8+fTRlypRfbGfDhg1KSUnRRRddJEmKjIz0TWNZsWKFVq5cqYqKCpWUlPhuczpFRUX6/vvv1bt3b0nSJZdcopYtW+rrr79Wly5dJMk3ZahNmzbKyspSWVmZbxQwlHTr1k1ut1vx8fFq3ry59uzZo8TERH311Vd6/fXXfberW7eupKPfgD3zzDOSjk4hu+GGG7Rp0ybf7/lYv/3617/WkSNHdMstt0iSLrvsMt/o8ieffKI9e/bo3nvv9bVfWVmpQ4cOqX79+oF/0hYzxpz2+o8++kj33HOP4uLiJEl16tSRJH388cfq0aOH733c32+TmjVrpnbt2kmSevTooZEjR6qoqEhut1vPP/+8vvrqKxljdOjQIW3dutX3DcipfPPNN0pOTtYll1wiSerdu7fGjBmjoqIiSdLFF1/sG61t06aNPvroI7/qPBOnyhsrV67UN998c8rMcaxP/bVmzRpt3bpVd911l6Sjv8OCggLf9b/5zW90/vnnS5JatmypCy64QLVq1ZIkJScna/fu3bruuuu0Zs0affvtt77XSmlpqRo2bOhr52Svr196j2ratKkqKys1fPhwtW/fXp07dz7lbT/55BO9/vrreuuttxQVFfWLz8tfhGI/JCUlKSkpSffee69uvfVWGWPUokULvfXWWye9/b59++R2u1VQUKDS0lLfG0Io6dmzp+666y61bdv2Zy/K9PR0denSRTNnzpTL5VLXrl1VVlbmuz4mJsbvx3niiSf0zDPP6KabbpLX69UVV1xRpa2T6dq1q9q0aaNPP/1Uc+bM0bJly04aQFauXKl//etfeuuttxQXF6fZs2f7vjI9UXh4eJU/AMfXcOWVV2r58uXasGGDVqxYoVdffVWLFi3y+zmea8rLy7Vq1SpFRkZqxYoVkqSKigrfV5qnYozR6NGjf3F6C6o63b51Kl9++aUWLVqkt99+W3Xr1tXKlSu1ePFiS+o5FoDDwsIkHQ1toRiKj39OYWFhVQ4ePpv2jvXbsctut1uVlZW+23Xs2FHPP//8WT3WuSIpKUl79uxRXl6e72t/Sfr666/VokWLarcXFhZW7deCJL3++usqKCjQkiVLFBUVpZEjR/p939M5/jiKE3+PgXJi3vj8888VGRl5ysxxsoN4T8cYo969e2vw4MEnvf7E18WpXifGGM2aNUtNmzb1qx1/Xl/x8fFavXq1Nm3apA0bNmjKlClavnz5z263detWjR49Wq+99prvQ+svPS9/sfrEaWRmZuqrr77yXT548KByc3N1ySWXaPfu3dq4caPvum+//VbGGOXn5ystLU1Tp07VrbfeqpEjR9pResA1bdpUQ4YM0SOPPPKz6woLC3XBBRfI5XLp008/1e7du/1uNzY21vcp/VhbTZo0kXR0jqs/K1Ps3r1biYmJ6tWrl/7nf/5H//73vyVJcXFxKiwsrNJ2nTp1fNtXrVrlu+7E29avX18VFRW+53L8bffu3au4uDjddtttGjp0qDZv3iyv1+v3cz7XfPjhh7r44ou1bt06rVmzRmvWrNHcuXO1fPlytWvXzheUCwoK9OGHH/ru16VLF82bN0+lpaWSjo5K7ty505bncK5p06aNtmzZ4vvQtWTJEt91p9u3rr/+eq1bt853v/LychUVFamgoEBxcXFKSEhQeXm5li1b5rtPXFxcldfQ8eLi4tSyZUvfH5qdO3dq69atQTun1WqxsbG68sorNW/ePN+23NxcSUePFTj2wSM7O1tr16495bdQp3L99dfrk08+0Y4dO3zbvv3227Mv3CZNmjRRt27dlJ6e7guh27dv1+zZs/Xoo4+qc+fOWrRokW9/PHz4sCSpU6dOWrFihQ4dOiRJvrnATZs21d69e5Wfny9jjFavXl3l8fbs2aMvv/xS0tFBjaSkJN97dWJioqKiopSZmVnlfenE9/LjtWnTRlu3bvW9Ty1fvlytWrWyZSDrVHmjSZMmuvLKK0+ZOeLi4lRaWlolsMfGxp7yOXfp0kUrVqzQwYMHJUkej0ffffddtevt0qWLXn31VV/Yzc3N1d69e3/xfqerLTc3V0eOHFHHjh2Vlpam+Pj4n7WZmZmpQYMGafLkyVUO1rPqeTFSfBqVlZWaMWOGfvrpJ0VHR8vr9erxxx9Xq1atNGvWLE2ePFkTJkxQRUWFmjZtqtmzZ2vYsGHq3bu3rr76al155ZX6wx/+oEWLFumee+6x++lY7vij24/35JNPasyYMZoxY4Yuv/zyao0Y9O/fX7///e8VHR2tBQsWaOjQoXrkkUdUu3ZtdezYscpoxKm89957WrlypSIiIuRyuXwHvd10001699131aNHD912222655579OGHH6pbt26qV6+errrqKt8b+7XXXqu5c+fq9ttvV7t27TRixAgNHz5c/fr1U926ddWpUyff433++eeaN2+e3G63vF6vxowZI7c7eD9vLlu2TN27d6+y7corr5TX69WNN96o+fPnq1u3bkpMTNRll13m+wPy0EMPaebMmbrzzjvlcrnkcrn06KOPBuzAlHPZY489VmWkZPz48Ro3bpz+9Kc/KTo6usqBduHh4afcty666CKNGzdOQ4YMkcfjUVhYmCZOnKiOHTvqr3/9q7p27ao6dero6quv9n34a9GihS6++GKlpqbqV7/6lV588cUqtU2ZMkWjRo3SvHnzFB4erueff9432oKj/TNmzBilpqbK7XYrNTVVDz30kEaMGKFRo0b5XhtpaWm69NJLq9X2RRddpMmTJ2v48OEqLS1VRUWFfvOb36h169aBeCo1YvTo0b5BoIiICEVFRWn48OFq166djDHKzMxUnz59FB4erpiYGL311ltq3769HnroIfXr108ul0uRkZGaPXu2GjZsqH79+qlXr16qX7++2rZtW+UDRFJSkpYsWaL09HRFR0f7Rtzvv/9+DR48WKmpqWrYsGGVb6tOfN8/fkWhunXr6vnnn1daWpoqKytVt25dTZ48ueY67zinyxuSTpk5EhIS1L17d3Xv3l21a9fW22+/rT59+mjixIl67bXXfnagXdu2bfX444/r4YcflsfjUUVFhbp166bLLrusWvUOGzbMN1XU5XIpIiJCw4YNO+XI8TEn1nb8gXYHDhzQyJEjVVlZKY/Ho5SUFLVp00b79+/33WbJkiXKzc3V2LFjfduGDh2qa665xpLn5TK/NCkIAP6roqJCXq9XUVFRKioq0j333KOhQ4dWeWMDAKsdvxIFECiMFAPwW0FBgQYMGCCPx6OysjKlpqYSiAEAIYGRYgAAADhe8E58BAAAACxCKAYAAIDjEYoBAADgeIRiAAAAOB6hGAAAAI5HKAYAAIDj/T+jp4AbvbZI9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_norm.boxplot(figsize=(12,6))#patch_artist=True, "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28dced4e-19cb-43c6-8c40-1b6a5c25a1d5",
   "metadata": {},
   "source": [
    "## Clustering "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a60ca476-24aa-4564-af4c-878ea07c4a9e",
   "metadata": {},
   "source": [
    "### Hierarchial "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3db8d2b3-3164-40d8-8323-fa8a1b80e0cc",
   "metadata": {},
   "source": [
    "#### Scipy Implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9949e2c-938f-4e33-9c40-53189cf2625a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[4.78000000e+02, 1.95700000e+03, 3.41213651e-04, 2.00000000e+00],\n",
       "        [6.73000000e+02, 8.21000000e+02, 3.93708059e-04, 2.00000000e+00],\n",
       "        [8.67000000e+02, 9.33000000e+02, 8.92404934e-04, 2.00000000e+00],\n",
       "        ...,\n",
       "        [3.99200000e+03, 3.99500000e+03, 5.67337517e+01, 1.18000000e+03],\n",
       "        [3.99000000e+03, 3.99400000e+03, 6.30691755e+01, 8.20000000e+02],\n",
       "        [3.99600000e+03, 3.99700000e+03, 7.73495855e+01, 2.00000000e+03]]),\n",
       " (1999, 4))"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hier_clusters = linkage(data_norm, method='ward'); hier_clusters, hier_clusters.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8726c0ec-9e07-43d2-aaf7-79e19479011b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.title(\"Hierarchial Clustering Dendogram\")\n",
    "plt.xlabel(\"Observations\")\n",
    "plt.ylabel('Distance')\n",
    "dendrogram(hier_clusters, show_leaf_counts=True, no_labels=True, color_threshold=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed40c575-823c-4040-ac03-92542b95ff1a",
   "metadata": {},
   "source": [
    "```{admonition} How to determine appropriate number of clusters from Hierarchial Clustering?\n",
    "- Find out the largest vertical line for which there is no cutting horizontal line.\n",
    "- Draw a line through the selected line and count the clusters/ group below\n",
    "- Scipy dendogram algorithm already does the work for us [ Here you will draw a line on second level from top line 2]\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "533fdd70-7d73-4208-ad39-2a7ad14237b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ys7NVXFzsrrIAAAAAI265KdFisWjhwoX6/e9/r1atWunUqVN6/fXXVVBQoIiICPn6+kqSfH19FR4eroKCAoWGhjo8/sV+YwAAAABcyS2BuqKiQq+99poWL16s7t276+uvv9b48eM1d+5cp4zPlA8AAAC4SqOY8vHNN9/IarWqe/fukqTu3burZcuWCgwMVGFhoWw2myTJZrPJarUqMjLSHWUBAAAAxtwSqDt06KCjR4/q22+/lSQdPHhQRUVFuvzyyxUfH6+0tDRJUlpamuLj4xs03QMAAADwJLes8iFJH3/8sd544w1ZLBZJ0tixY9W/f38dPHhQU6ZM0ffff682bdooNTVVV155ZYPGZsoHAAAAXKW+KR9uC9SuRKAGAACAqzSKOdQAAABAU0WgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMODn6QKApmhL1hFl7C30dBkA4HWSu0Sob0K0p8sAGoQONeACGXsLlWMt9XQZAOBVcqylNCPglehQAy4SFx6kyfd283QZAOA1Ut/d6ekSgEtChxoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAN+7niTvLw8PfbYY/avS0pKVFpaqq+++kqHDh3SlClTdPLkSYWEhCg1NVVXXHGFO8oCAAAAjLklUMfExGj16tX2r59//nnZbDZJ0owZMzR8+HANHjxYq1ev1vTp07V8+XJ3lAUAAAAYc/uUj/Lycq1Zs0ZDhgxRUVGRsrOzlZKSIklKSUlRdna2iouL3V0WAAAAcEnc0qG+0KZNmxQREaEuXbpoz549ioiIkK+vryTJ19dX4eHhKigoUGhoqMNjhoUFuapc4JL4B5z7TLdvH+zhSgDAe/B3J7yV2wP1Bx98oCFDhjh1zKKiUlVWVjl1TMDE2fJzU5qOHSvxcCUA4D34uxONlY+P5aINXLdO+SgsLNSOHTt05513SpIiIyNVWFhon09ts9lktVoVGRnpzrIAAACAS+bWQL1q1Sr16dNHbdu2lSSFhYUpPj5eaWlpkqS0tDTFx8c3aLoHAAAA4EluD9Q/nu4xc+ZMvfPOOxowYIDeeecdzZo1y50lAQAAAEbcOod6/fr1NR7r2LGjVq5c6c4yAAAAAKdhp0QAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAz4eboAAAC81ZasI8rYW+jpMpqMHGuJJCn13Z0erqTpSO4Sob4J0Z4uo8mjQw0AwCXK2FuoHGupp8toMuLCgxUXHuzpMpqMHGspv/C5CR1qAAAMxIUHafK93TxdBlADnX73oUMNAAAAGCBQAwAAAAYI1AAAAIABAjUAAABggEANAAAAGCBQAwAAAAYI1AAAAIABAjUAAABggEANAAAAGCBQAwAAAAYI1AAAAIABAjUAAABggEANAAAAGPBz1xuVlZXpj3/8o9LT0xUYGKiEhAT94Q9/0KFDhzRlyhSdPHlSISEhSk1N1RVXXOGusgAAAAAjbgvU8+bNU2BgoNavXy+LxaLjx49LkmbMmKHhw4dr8ODBWr16taZPn67ly5e7qywAAADAiFumfJw6dUofffSRxo0bJ4vFIklq166dioqKlJ2drZSUFElSSkqKsrOzVVxc7I6yAAAAAGNu6VDn5uYqJCREL7/8sjIyMtS6dWuNGzdOLVq0UEREhHx9fSVJvr6+Cg8PV0FBgUJDQx0ePywsyFWlA5fEP+DcZ7p9+2APVwLAlfhZR2PG59N93BKobTabcnNz1blzZ02ePFn/+Mc/9Oijj+qll15yyvhFRaWqrKxyyliAM5wtt0mSjh0r8XAlAFyJn3U0Znw+ncfHx3LRBq5bpnxERkbKz8/PPrXjZz/7mdq2basWLVqosLBQNtu5b7jNZpPValVkZKQ7ygIAAACMuSVQh4aGKjk5WV9++aUk6dChQyoqKtIVV1yh+Ph4paWlSZLS0tIUHx/foOkeAAAAgCe5bZWPWbNmaerUqUpNTZWfn5/mzp2rNm3aaObMmZoyZYoWL16sNm3aKDU11V0lAQAAAMbcFqhjY2P19ttv13i8Y8eOWrlypbvKAAAAAJyKnRIBAAAAAwRqAAAAwACBGgAAADBAoAYAAAAMEKgBAAAAAwRqAAAAwACBGgAAADBAoAYAAAAMEKgBAAAAAwRqAAAAwACBGgAAADBAoAYAAAAMEKgBAAAAA36eLgCNw5asI8rYW+jpMpqMHGuJJCn13Z0erqTpSO4Sob4J0Z4uAwCAGuhQQ5KUsbdQOdZST5fRZMSFBysuPNjTZTQZOdZSfuEDADRadKhhFxcepMn3dvN0GUANdPoBAI0ZHWoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAz4ueuN+vXrp4CAAAUGBkqSJk6cqJtuuklZWVmaPn26ysrKFB0drXnz5iksLMxdZQEAAABG3BaoJenPf/6zrr76avvXlZWVeuqppzRnzhwlJSVp8eLFmj9/vubMmePOsgAAAIBL5tEpH3v27FFgYKCSkpIkScOGDdO6des8WRIAAADQIG7tUE+cOFFVVVXq3r27JkyYoIKCAkVFRdmfDw0NVWVlpU6ePKmQkBB3lgYAAABcErcF6nfffVeRkZEqLy/X888/r9mzZ+vWW291ythhYUFOGac58w/wlSS1bx/s4UqAmvh8orHis4nGjM+n+7gtUEdGRkqSAgICNHz4cP3ud7/TiBEjlJ+fbz+muLhYPj4+De5OFxWVqrKyypnlNjtny22SpGPHSjxcCVATn080Vnw20Zjx+XQeHx/LRRu4bplDffr0aZWUnPtmVlVVae3atYqPj1fXrl31ww8/KDMzU5K0YsUKDRw40B0lAQAAAE7hlg51UVGRHn/8cdlsNlVWVqpjx46aMWOGfHx8NHfuXM2YMaPasnkAAACAt3BLoI6NjdVHH31U63PdunXTmjVr3FEGAAAA4HTslAgAAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCAQA0AAAAYIFADAAAABgjUAAAAgAECNQAAAGCgwYG6srJSVqvVFbUAAAAAXsfhQP3999/rySef1HXXXafbbrtNkvTZZ59pwYIFLisOAAAAaOwcDtQzZsxQUFCQNm3aJH9/f0lSYmKiPv30U5cVBwAAADR2fo4emJ6erm3btsnf318Wi0WSFBoaqqKiIpcVBwAAADR2Dneog4ODdeLEiWqP5efnq3379k4vCgAAAPAWDgfqX//61xo7dqy2b9+uyspK7dq1S5MnT9awYcNcWR8AAADQqDk85WP06NEKDAzU7NmzVVFRoalTp2ro0KEaOXKkK+sDAAAAGjWHA7XFYtHIkSMJ0AAAAMAFHJ7y8frrr2v37t3VHtu9e7feeOMNpxcFAAAAeAuHA/Xy5ct11VVXVXusY8eOeuutt5xeFAAAAOAtHA7UZ8+elZ9f9Rki/v7+Ki8vd3pRAAAAgLdwOFB36dJFf/nLX6o9tmLFCnXu3NnpRQEAAADewuGbEp9++mk9+OCD+vjjjxUbG6vc3FwdO3ZMb775pivrAwAAABo1hwN1p06dtH79em3evFlHjx7Vbbfdpr59+6p169aurA8AAABo1BwO1JLUunVrpaSkuKoWAAAAwOs4HKhzc3O1cOFCffPNNzp9+nS157Zs2eLsugAAAACv4HCgnjhxomJjYzV58mS1bNnSlTUBAAAAXsPhQL1//36999578vFxeGEQAAAAoMlzOB336NFD2dnZrqwFAAAA8DoOd6ijo6M1atQo3XrrrWrXrl2158aNG+f0wgAAAABv4HCgPnPmjG6++WZVVFTo6NGjrqwJAAAA8BoOB+o5c+a4sg4AAADAKzVoHWpJKi0t1YkTJ6o9Fhsb67SCAAAAAG/icKA+cOCAJk6cqH379slisaiqqkoWi0WS9M033zj8hi+//LIWLVqkNWvW6Oqrr1ZWVpamT5+usrIyRUdHa968eQoLC2v4mQAAAAAe4PAqH7NmzVJycrK++uorBQUFaceOHRo6dKj+9Kc/Ofxme/fuVVZWlqKjoyVJlZWVeuqppzR9+nStX79eSUlJmj9/fsPPAgAAAPAQhwP1vn37NHHiRLVp00ZVVVUKDg7WpEmT9NJLLzn0+vLycs2ePVszZ860P7Znzx4FBgYqKSlJkjRs2DCtW7euYWcAAAAAeJDDgTowMFAVFRWSpLZt2yo/P1+VlZU6efKkQ69/6aWXNGjQIMXExNgfKygoUFRUlP3r0NDQBo0JAAAAeJrDc6i7d++uTz/9VL/85S81YMAAjR49WgEBAbrhhhvqfe2uXbu0Z88eTZw40ajYuoSFBblk3ObEP8BXktS+fbCHKwFq4vOJxorPJhozPp/u43CgvnBqx4QJE9SpUyedOnVKd999d72v3bFjhw4ePKhbbrlFknT06FH99re/1f3336/8/Hz7ccXFxfLx8VFISEgDTkEqKipVZWVVg16D6s6W2yRJx46VeLgSoCY+n2is+GyiMePz6Tw+PpaLNnAdnvKxbNmyCwb10eDBgzV8+HCtWLGi3tc+/PDD+uKLL7Rp0yZt2rRJHTp00LJlyzRq1Cj98MMPyszMlCStWLFCAwcOdLQkAAAAwOMcDtSvvPJKrY+/+uqrl/7mPj6aO3euZs2apdtuu007duzQk08+ecnjAQAAAO5W75SP9PR0SeeWuNu+fbuqqv47tSIvL0+tW7du8Jtu2rTJ/udu3bppzZo1DR4DgLkvjmxXZmGWp8uoV17puZuZF+78ysOV1C8pIkG9ouu/twQA0HTUG6ifeeYZSVJZWZmmTp1qf9xisahdu3Z69tlnXVcdAJfKLMxSXmm+YoKi6j/Ygzr2yPN0CQ7JKz13TwiBGgCal3oD9flu8qRJkzR37lyXFwTAvWKCojS+26OeLqNJWLhziadLAAB4gMNzqH8cprdv364dO3Y4vSAAAADAmzgcqO+77z59/fXXkqTXX39dEyZM0IQJE7RkCR0ZAAAANF8OB+r9+/crISFBkrRy5UotX75c77//vkPL5gEAAABNlcMbu1RWVspisSgnJ0dVVVW66qqrJEn/+c9/XFYcAAAA0Ng1aOvx2bNn69ixY7r11lslSTk5OWrbtq3LigMAAAAaO4enfMyZM0dt2rTRNddcozFjxkiSvv32W40YMcJlxQEAAACNncMd6rZt22rChAnVHuvbt6+z6wEAAAC8ykUD9auvvqrf/e53kqSXXnqpzuPGjRvn3KoAAAAAL3HRQH306NFa/wwAAADgnIsG6lmzZtn//Nvf/laZmZn6z3/+o8suu0zdu3dXp06dXF4gAAAA0JjVO4e6qqpKU6dO1erVqxUREaHw8HAVFhbKarVq8ODB+uMf/yiLxeKOWgEAAIBGp95A/de//lVfffWVVqxYoeuuu87++O7du/Xkk09qxYoVuueee1xaJAAAANBY1bts3urVq/Xss89WC9OSdN1119k71wAAAEBzVW+gPnjwoHr06FHrcz169NDBgwedXhQAAADgLeoN1DabTUFBQbU+FxQUpMrKSqcXBQAAAHiLeudQV1RUaPv27aqqqqr1eZvN5vSiAAAAAG9Rb6AOCwvT1KlT63w+NDTUqQUBAAAA3qTeQL1p0yZ31AEAAAB4pXrnUAMAAACoG4EaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADfp4uAAAAwJtkZ+Vr/16rp8uo13FrqSRp9btZni2kHp26hKtzQpSnyzBCoAYAAGiA/XutOm4tVbvwIE+XclG9wtt4uoR6nQ/9BGoAAIBmpl14kAbfm+DpMrxeY++eO4o51AAAAIABAjUAAABggCkfAJqlL45sV2ZhllPHzCvJlyQt3LnEqeMmRSSoV/QNTh0TAOA8dKgBNEuZhVnKK8136pgxwVGKCXbujTV5pflOD/4AAOeiQw2g2YoJitL4bo96uoyLcna3GwDgfHSoAQAAAAMEagAAAMAAgRoAAAAwwBxqNyj/ZosqDqR7uoyLshXFS5JOr1nv4Urq53dVTwXE9/V0GQAAAJLcGKh///vfKy8vTz4+PmrVqpWmTZum+Ph4HTp0SFOmTNHJkycVEhKi1NRUXXHFFe4qyy0qDqTLVpQj37A4T5dSp/E/+cbTJTjEVpQjSQRqAADQaLgtUKempio4OFiStHHjRk2dOlWrVq3SjBkzNHz4cA0ePFirV6/W9OnTtXz5cneV5Ta+YXFqdefTni7D651eM8fTJQAAAFTjtjnU58O0JJWWlspisaioqEjZ2dlKSUmRJKWkpCg7O1vFxcXuKgsAAAAw4tY51M8884y+/PJLVVVVaenSpSooKFBERIR8fX0lSb6+vgoPD1dBQYFCQ0MdHjcsLMhVJTtFvv+5y9y+fXA9R6I+XEvn8vc/97PXHK+nt5y7t9TZXPkH8P1pjvi+O09TuZZuDdTPP/+8JOmjjz7S3LlzNW7cOKeMW1RUqsrKKqeM5Qpnz1ZIko4dK/FwJd6Pa+lcZ8/aJDXP6+kt5+4tdTZXZ8v5/jRHfN+dx1uupY+P5aINXI8sm3fXXXcpIyNDHTp0UGFhoWy2cxfTZrPJarUqMjLSE2UBAAAADeaWQH3q1CkVFBTYv960aZMuu+wyhYWFKT4+XmlpaZKktLQ0xcfHN2i6BwAAAOBJbpnycebMGY0bN05nzpyRj4+PLrvsMi1ZskQWi0UzZ87UlClTtHjxYrVp00apqanuKAkAAABwCrcE6nbt2un999+v9bmOHTtq5cqV7igDAAAAcDq2HgcAAAAMEKgBAAAAAwRqAAAAwACBGgAAADBAoAYAAAAMEKgBAAAAAwRqAAAAwACBGgAAADDglo1dAJj74sh2ZRZmOXXMvJJ8SdLCnUucOm5SRIJ6Rd/g1DEBAGis6FADXiKzMEt5pflOHTMmOEoxwVFOHTOvNN/pwR8AgMaMDjXgRWKCojS+26OeLuOinN3tBgCgsaNDDQAAABggUAMAAAAGCNQAAACAAQI1AAAAYIBADQAAABggUAMAAAAGCNQAAACAAQI1AAAAYICNXQAAjc7Jz7eoJCPd02XUq6wyXpKUO3e9hyupX3ByT4X06evpMoAmiUANAGh0SjLSVZabo8DYOE+XclEP+nzj6RIcUpabI0kEasBFCNQAgEYpMDZOsZOe9nQZTULu3DmeLgFo0phDDQAAABggUAMAAAAGCNQAAACAAQI1AAAAYIBADQAAABhglQ8AAAA4JDsrX/v3Wp023nFrqSRp9btZThtTkjp1CVfnhCinjnkxdKgBAADgkP17rfYQ7AztwoPULjzIaeNJ50K6M0O/I+hQAwAAwGHtwoM0+N4ET5dRJ2d3ux1BhxoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAgRoAAAAw4OfpAtB0lX+zRRUH0p06pq0oR5J0es0cp47rd1VPBcT3deqYAACgeaBDDZepOJBuD8DO4hsWJ9+wOKeOaSvKcXrwBwAAzQcdariUb1icWt35tKfLuChnd7sBAEDzQocaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAADclAgDQiJz8fItKMpy78lBZ7rkVl3LnOvcm7ODkngrp09epYwLeyC2B+sSJE5o0aZJycnIUEBCgyy+/XLNnz1ZoaKiysrI0ffp0lZWVKTo6WvPmzVNYWJg7ygIAoNEpyUhXWW6OAmOdt0SoM8c673xIJ1ADbgrUFotFo0aNUnJysiQpNTVV8+fP13PPPaennnpKc+bMUVJSkhYvXqz58+drzhyWMQMANF+BsXGKndS4lxx1drcb8GZumUMdEhJiD9OSlJCQoPz8fO3Zs0eBgYFKSkqSJA0bNkzr1q1zR0kAAACAU7h9DnVlZaXee+899evXTwUFBYqKirI/FxoaqsrKSp08eVIhISEOjxkWFuSCSp0n3//cZW7fPtjDlbiXt5y3t9Tp7+8riTqdhTobt6MB3vFz6Qrecu7eUqcr+Ac0z59LyTvO3RM1uj1Q/+EPf1CrVq1033336W9/+5tTxiwqKlVlZZVTxnKFs2crJEnHjpV4uBL38pbz9p46bZKo01mos3E7W+4dP5eu4C3n7i11usLZ8ub5cyl5x7m7okYfH8tFG7huDdSpqak6fPiwlixZIh8fH0VGRio/P9/+fHFxsXx8fBrUnQYAAAA8yW3rUL/44ovas2ePXnnlFQUEBEiSunbtqh9++EGZmZmSpBUrVmjgwIHuKgkAAAAw5pYO9f79+/Xaa6/piiuu0LBhwyRJMTExeuWVVzR37lzNmDGj2rJ5AAAAgLdwS6Du1KmT/vWvf9X6XLdu3bRmzRp3lAEAAAA4HTslAqjXF0e2K7Mwy6Fj80rO3RexcOeSeo9NikhQr+gbTEoDAMDj3DaHGoD3yizMUl5pfv0HSooJjlJMcFS9x+WV5jsc0gEAaMzoUANwSExQlMZ3e9Rp4znSwQYAwBvQoQYAAAAM0KEGAABAo5edla/9e631HnfcWipJWv1ulkPjduoSrs4J9U9VvBg61AAAAGj09u+12sPyxbQLD1K78Lp3NbzQcWupQyG9PnSoAQAA4BXahQdp8L0JThvP0S52fehQAwAAAAboUAMAjJz8fItKMtKdOmZZbo4kKXfuHKeOG5zcUyF9+jp1TACgQw0AMFKSkW4PwM4SGBunwNg4p45Zlpvj9OAPABIdagCAEwTGxil20tOeLuOinN3tBoDz6FADAAAABgjUAAAAgAGmfAAAgCbL0c1AGqKhG4c4yhkbjMAzCNQA4GZfHNmuzMIsh47NK8mXJC3cuaTeY5MiEtQr+gaT0oAm5/xmII5u9OEIZ4513vmQTqD2TgRqAHCzzMIs5ZXmKyao/v9xxgQ79j/XvNJzwZtADdTk7M1AXMHZ3W64F4EaADwgJihK47s96rTxHOlgAwBcg5sSAQAAAAMEagAAAMAAgRoAAAAwQKAGAAAADBCoAQAAAAMEagAAAMAAy+YBHuboJh9s8AEAQONEhxrwsPObfNQnJjjKoU0+8krzHd6FDwAAmKNDDTQCztzkgw0+AABwLzrUAAAAgAECNQAAAGCAQA0AAAAYYA71j5R/s0UVB9KdOqatKEeSdHrNHKeN6XdVTwXE93XaeAAAwLmys/K1f6/VoWOPW0slSavfzar32E5dwtU5of6b1OE+dKh/pOJAuj0AO4tvWJx8w+KcNp6tKMfpoR8AADjX/r1We1CuT7vwILULD6r3uOPWUodDOtyHDnUtfMPi1OrOpz1dRp2c2ekGAG938vMtKsmov8lQlnuuWZI717G/Q4OTeyqkT1+T0rySK65nc72W0rmgPPjeBKeN50gHG+5HhxoA4NVKMtLt4e5iAmPjFBjr2L8WluXmOBQqmyJnX8/mfC3RfNChBtBkOLrrpMTOk01NYGycYic5718WHe1iN1XOvJ7N/VqieaBDDaDJcHTXSYmdJwEAzkOHGkCT4sxdJyV2ngQA1I8ONQAAAGCAQA0AAAAYYMoH4MVquwnvYjfbcXMdAADOR4ca8GK13YRX18123FwHAIBr0KEGvJyjN+Fxcx0AoDZskW6OQN2IlH+zxaEtxc9vje7ojol+V/VUQHxfk9K8EtcTAID6nd8i3ZGtzx05Rvpv8CZQw+0qDqTLVpQj37CL7zxV3/MXOh8Wm2MA5HoCAOAYtkg3Q6BuZHzD4tTqTuft9uVo17Wp4noCAABXI1ADAACgyattrnhdc8IbOv+bVT4AAADQ5J2fK36hduFBNeaFH7eWOnyT5nl0qIFa1HVDY103MHKjIoD6nPx8i0oy6r9Ruiz33N8zuXMdm2IWnNxTIX36mpQGNBuOzBW/lPnfdKiBWpy/ofHHfMPiatzEaCvKcWg1EQDNW0lGuj0sX0xgbJwCYx27WbosN8ehkA7AtehQA3Vw9IZGblQE4KjA2DjFTnLejdKOdrEBuBYdagAAAMAAgRoAAAAw4JZAnZqaqn79+umaa67Rv//9b/vjhw4d0tChQzVgwAANHTpU3333nTvKAQAAAJzGLXOob7nlFo0YMUL33ntvtcdnzJih4cOHa/DgwVq9erWmT5+u5cuXu6MkAKjhiyPblVmYVe2xvJJ8SdLCnUuqPZ4UkaBe0Te4qzQAQCPmlg51UlKSIiMjqz1WVFSk7OxspaSkSJJSUlKUnZ2t4uJid5QEADVkFmYprzS/2mMxwVGKCa6+uH9eaX6N4A0AaL48tspHQUGBIiIi5OvrK0ny9fVVeHi4CgoKFBoa6qmyADRzMUFRGt/t0Yse8+NuNQCgeWsSy+aFhQXVf5CD8v3PXZL27YOdNqYn37upnY+73r8hrzU9T39/30t+fUNe66738eYxHX29u97H02M66miAZ3/WXfH+jOm8MT39+fAP8NzPhiveuzGO+XX6Ye3ZdaTaY0XHTkmS1q78Z7XHuyZGq3vPyy/pfUzrdPT1l/I+HgvUkZGRKiwslM1mk6+vr2w2m6xWa42pIY4oKipVZWWVU+o6e7ZCknTsWIlTxvP0eze183HX+zfktabnefas7ZJf35DXuut9vHlMR1/vrvfx9JgOv3e5h3/WXfD+jOm8MT3/+fDkz4YLftYb4Zi7MnJ03FpabQvvsPatq40tndvS+2y5TXFXXdpMBNM6HX19bcf5+Fgu2sD1WKAOCwtTfHy80tLSNHjwYKWlpSk+Pp7pHgAAAF7GVVt6ewu3BOrnnntOGzZs0PHjx/Xggw8qJCREn3zyiWbOnKkpU6Zo8eLFatOmjVJTU91RDgAAAOA0bgnUzz77rJ599tkaj3fs2FErV650RwkAgAY6+fkWlWSk13tcWW6OJMe3wQ5O7qmQPn1NSmt26vpe1HXtPXWNa6vzYp8PPgtoKtgpEQBQq5KMdHsYupjA2DgFxsY5NGZZbo5DIR3V1fW9qO3ae/Ia11ZnXZ8PPgtoSprEKh8AANcIjI1T7KSnnTaeo11s1OTo98LT19hb6gSciQ41AAAAYIAONQB4GbZIR3OXnZWv/XutDh173FoqybEVJjp1CVfnhKh6j3OX2s6zrvNpbLU3N3SoAcDLsEU6mrv9e632YFmfduFB1dZHrstxa6nDId1dajvP2s6nMdbe3NChBgAvxBbpaO4cWfe4IRrrGsnNfX1nb0GHGgAAADBAh7oJKf9miyoOVF+CyFZ0bvmi02uq303td1VPBcT3dVdpLlXbeUvN49wB4FJ5y9rWgDegQ92EVBxIt4fI83zD4uQbVn39T1tRTq0B1FvVdt5S8zh3ALhU3rK2NeAN6FA3Mb5hcWp158XX//xxx7YpcOS8paZ57gBwqVgzGnAOOtQAAACAATrUAIBmrba5xMwjBtAQBGoAgNdwRfg9P5f4wnnDP55DfOH7EKgB/BiB2kOa64ocAGDCVeHXkbnEzCMG3MfbdokkUHvI+ZUpLlyF4scrUkj/DdkEagA4p7GHX5ajA8yd3yXywl0ha9vx8nzIJlA3Y811RQ4AaMpq66JLTCMBGsqbdokkUAMA4GQsRwc0LyybBwAAABigQ40Gq2ur7x+r6ybLunDzJQAA8EZ0qNFgdW31/WO1bf1dF7YEBwAA3qpZdKgd7ahKDeuqNueOqqNbfTuqOdx8+cWR7coszKrxeF5JviRp4c4l1R5PikhQr+gb3FGay9V27nWdt9S0zh0A0PQ1i0Bd2xJ1dWlIR1ViOTs4LrMwS3ml+YoJqr60T0xwzaV+8krPhU1PhEpXhN/azr2285YcP/eG1ElABwC4UrMI1BIdVTQOMUFRGt/t0XqPqy24uosrwq/k/HN3tE5P/nICoPnwto1I4FzNJlADcJw3BH/JsTo9XSOAxqch4VdyLAB720YkcC4CNQAAaFYcDb9SwwKwN21EAuciUAMAgGbHkfArEYDhGAI1AABAM8Fcb9dgHWoAAIBm4vx0lwu1Cw+qMeXluLW0RvBG3ehQO6C2dazrWq+6Oa9NDaAmlvcD0Ngw19v56FA7oLadAWvbBZDd/gD82Pnl/S4UExxVY4m/vNL8Wjf+AQA0fnSoHeTIOtasTe0YOv5obprr8n4nP9+ikozqP+tlued+1nPnVv9ZD07uqZA+fd1VGgA4FR1quB0df6B5KMlItwfo8wJj4xQYW/1nvSw3p0bwBgBvQocaHkHHH2geAmPjFDvp4j/rP+5WA4C3IVADAJieAQAGmPIBAGB6BgAYoEMNAJDE9AwAuFR0qAEAAAADBGoAAADAAIEaAAAAMMAcalwUm7AAADwpOytf+/daqz123FoqqfbtsTt1CVfnhKgajwOuRIcaF8UmLAAAT9q/12oP0Oe1Cw9Su/CgGscet5bWCN+AOzS5DjUdVedjExYAgCe1Cw/S4HsT6j2uto414A5NrkNNRxUAAADu1OQ61BIdVQAAALhPk+tQAwAAAO5EoAYAAAAMEKgBAAAAAwRqAAAAwACBGgAAADBAoAYAAAAMEKgBAAAAA40iUB86dEhDhw7VgAEDNHToUH333XeeLgkAAABwSKMI1DNmzNDw4cO1fv16DR8+XNOnT/d0SQAAAIBDPB6oi4qKlJ2drZSUFElSSkqKsrOzVVxc7OHKAAAAgPp5fOvxgoICRUREyNfXV5Lk6+ur8PBwFRQUKDQ01KExfHws9j/7BoXUeKw2jh7HmI1/TG85n5AWbRwe09FjGbNxv7c3jRnQNsShYx09rjmP2dTOx9NjBrUJdHhMR4/15JhN7Xyay5j1vcZSVVVVVW8FLrRnzx5NnjxZn3zyif2xO+64Q/PmzVOXLl08WBkAAABQP49P+YiMjFRhYaFsNpskyWazyWq1KjIy0sOVAQAAAPXzeKAOCwtTfHy80tLSJElpaWmKj493eLoHAAAA4Eken/IhSQcPHtSUKVP0/fffq02bNkpNTdWVV17p6bIAAACAejWKQA0AzdGiRYt0+PBhzZ8/39OlNMioUaP0i1/8QnfffbenSwGARsHjq3wAQFP24Ycf6s0331ROTo6CgoLUv39/Pfnkk2rTpo2nS3NIbaF/6dKlHqwIABofj8+hBoCm6n/+5380f/58PfXUU8rMzNRf//pX5efn68EHH1R5eblbaqioqHDL+wBAc0agBgAXKC0t1aJFi/Tss8+qd+/e8vf3V0xMjBYuXKgjR47o448/liSVl5dr/PjxSkxM1N133619+/bZx3j99dd10003KTExUQMGDFB6erokqbKyUq+//rr69++v5ORkjRs3TidPnpQk5eXl6ZprrtHKlSvVt29fjRw5UqNGjdI777xTrb5BgwZpw4YNkqTnnntOffr0Ubdu3fTLX/5SmZmZkqStW7fqtdde06effqrExEQNGjRIknT//fdr5cqV9loWL16sm2++WT179tSkSZNUUlJSrZZVq1apb9++Sk5O1quvvmqvYffu3frlL3+pbt266ec//7nmzJnj7G8DALgFgRoAXGDnzp0qKyvTbbfdVu3x1q1bq0+fPvr73/8uSfrss880cOBAffXVV0pJSdHvf/97nT17Vt9++63effdd/d///Z927dqlZcuWKTo6WpL09ttva+PGjXrnnXe0bds2XXbZZZo9e3a199mxY4fWrl2rZcuWKSUlxb6SkiQdOHBA+fn56tu3ryTppz/9qT766CN7DePGjVNZWZl69+6tRx55RLfffrt27dpl/yXgQh9++KFWrVql5cuXa+PGjTp9+nSNWr7++mutW7dOb731ll555RUdPHhQkvT8889rxIgR2rlzp/72t7/p9ttvN7voAOAhBGoAcIETJ06obdu28vOreatK+/btdeLECUlSly5dNHDgQPn7+9ungvzjH/+Qr6+vysvLdfDgQZ09e1YxMTGKi4uTJK1YsUJPPPGEOnTooICAAI0ZM0br16+vNr3j8ccfV6tWrdSiRQv1799f+/bt05EjRyRJa9as0a233qqAgABJ0uDBg+21PvTQQyovL9ehQ4ccOs81a9bogQceUGxsrFq3bq0JEyZo7dq11WoZM2aMWrRooWuvvVbXXnutvQvv5+ennJwcFRcXq3Xr1kpISGj4hQaARoBADQAu0LZtW504caLWOczHjh1T27ZtJUkdOnSwP+7j46OIiAhZrVZdfvnlmjp1qhYtWqSf//zneuKJJ1RYWChJys/P12OPPaakpCQlJSXpjjvukI+Pj4qKiuxjXThuUFCQ+vTpY9+RNi0tzT59Q5KWLVum22+/Xd27d1dSUpJKSkrsgb8+VqvV3jmXpOjoaFVUVFSrpV27dvY/t2zZUqdPn5Z0rkP93Xff6fbbb9eQIUO0efNmh94TABobAjUAuEBiYqICAgLs85TPO3XqlLZu3aqePXtKko4ePWp/rrKyUoWFhQoPD5ck3XnnnXrvvfe0efNmWSwW+0obHTp00BtvvKHMzEz7f//85z8VERFhH8tisVR735SUFH3yySfatWuXysrKlJycLEnKzMzU0qVLtXDhQu3YsUOZmZkKDg7W+RVVfzzOj4WHh9s739K5sO/n56ewsLB6r9EVV1yhF198Uenp6Ro9erTGjh1rD9sA4E0I1ADgAsHBwXrsscf03HPPaevWrTp79qzy8vI0fvx4dejQQYMHD5Yk7d27Vxs2bFBFRYXeeustBQQE6Gc/+5m+/fZbpaenq7y8XAEBAQoMDJSPz7m/su+55x77zY2SVFxcrI0bN160nj59+ig/P19//vOf7R1t6VzA9/X1VWhoqCoqKvTyyy+rtLTU/rqwsDAdOXJElZWVtY6bkpKit956S7m5uTp16pQWLFig22+/vdapLj+2evVqFRcXy8fHx76M4Pm6AMCbsA41ALjI6NGjFRISorlz51Zbh3r+/Pn2+cu33HKL1q5dq8mTJ+vyyy/XokWL5O/vr/Lycr3wwgs6ePCg/P39lZiYaL/Zb8SIEaqqqtJDDz0kq9WqsLAw3XHHHerfv3+dtQQEBOjWW2/VBx98oCeeeML+eK9evXTTTTdpwIABatWqlUaOHKnIyEj78wMHDtTHH3+s5ORkxcTEaNWqVdXGHTJkiAoLC3XfffeprKxMvXr10rRp0xy6Ptu2bdOf/vQn/fDDD4qKitKCBQvUokULh68vADQW7JQIAAAAGODf1gAAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAADBGoAAADAAIEaAAAAMECgBgAAAAwQqAEAAAAD/w8K73bpNhJtlAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.title(\"Hierarchial Clustering Dendogram\")\n",
    "plt.xlabel(\"Observations\")\n",
    "plt.ylabel('Distance')\n",
    "dendrogram(hier_clusters, \n",
    "           truncate_mode='level', p=5,\n",
    "           show_leaf_counts=True,\n",
    "           no_labels=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d9ac299-4233-4f78-b79b-947c1b35b9d3",
   "metadata": {},
   "source": [
    "#### Seaborn Clustermap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a64bb35-52f3-4f82-8021-64109bec9ef2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda/envs/aiking/lib/python3.9/site-packages/seaborn/matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x622428ec2e0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(df_norm, method='ward')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6344107-0c7c-43cf-a7a8-d069e65bf7d7",
   "metadata": {},
   "source": [
    "### Kmeans"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf2ae978-b39a-4e85-b22a-25f46daeb571",
   "metadata": {},
   "source": [
    "#### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c18464d1-b612-460c-8fa5-bfdc21eb4c7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "standardscaler\n",
      "pca\n",
      "kmeans\n"
     ]
    }
   ],
   "source": [
    "sc = StandardScaler()\n",
    "pca = PCA(n_components=4)\n",
    "model = KMeans(n_clusters=4, random_state=42)\n",
    "pipeline = make_pipeline(sc, pca, model); pipeline\n",
    "for step in pipeline.named_steps:\n",
    "    print(step)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d61483fd-73e2-43d2-986d-cd375497c7ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PCA1', 'PCA2', 'PCA3', 'PCA4']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = pipeline.named_steps['pca']\n",
    "m.n_components\n",
    "\n",
    "comp_names = [f\"PCA{i+1}\" for i in range(m.n_components)]\n",
    "comp_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bab6090-7252-4498-ab96-a5d1d61929b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_clustering(df, drop_cols, pipeline):\n",
    "    df_new = df.copy()\n",
    "    if drop_cols: df_new = df_new.drop(columns=drop_cols, axis=1)\n",
    "    y = pipeline.fit_predict(df_new)\n",
    "    if 'pca' in pipeline.named_steps:\n",
    "        m = pipeline.named_steps['pca']\n",
    "        comp_names = [f\"PCA{i+1}\" for i in range(m.n_components)]\n",
    "        transform_df = df_new.copy()\n",
    "        for step in pipeline.named_steps:\n",
    "            transform_df = pipeline.named_steps[step].transform(transform_df)\n",
    "            if step == \"pca\": break\n",
    "        pca_df = pd.DataFrame(transform_df, \n",
    "                              columns=comp_names, \n",
    "                              index=df_new.index)\n",
    "        df_new = pd.concat([df_new, pca_df], axis=1)\n",
    "    df_new['y'] = y+1\n",
    "    return df_new, pipeline\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9348fe7e-e2fa-4c9f-8bc9-57c4e15fe625",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_model, trained_pipeline = do_clustering(df, drop_cols=None, pipeline=pipeline)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc8bac66-06cb-449f-8bc7-f7fca341d3d5",
   "metadata": {},
   "source": [
    "#### Scree plot & Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6103fa62-54ea-4410-97c4-7d574fde13ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Scree-plot'}>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = trained_pipeline['pca']\n",
    "comp_names = [f\"PCA{i+1}\" for i in range(m.n_components)]\n",
    "df_variance = pd.DataFrame(m.explained_variance_ratio_, index=comp_names); \n",
    "ax = df_variance.plot(kind='bar', legend=False, title='Scree-plot', ylim=(0,1))\n",
    "df_variance.cumsum().plot(ax=ax, legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "673b2edc-a0a2-4a94-ac72-9ad053bf7ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x6223d001070>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 766.6x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_model.plot.scatter(x='PCA1', y='PCA2', c='y', cmap='RdBu')\n",
    "\n",
    "plotter_features = comp_names.copy()\n",
    "plotter_features.append('y')\n",
    "sns.pairplot(data=df_model[plotter_features], hue='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef7b1a90-78b8-4374-b2c8-84fa80d1b873",
   "metadata": {},
   "source": [
    "#### Scoring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18ba5b5e-6bd6-4922-8178-3ef694317661",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pipeline_callback(n_clusters):\n",
    "    sc = StandardScaler()\n",
    "    pca = PCA(n_components=4)\n",
    "    model = KMeans(n_clusters=n_clusters, init='k-means++', random_state=42)\n",
    "    pipeline = Pipeline([(\"sc\", sc),(\"pca\", pca), (\"model\", model)])\n",
    "    return pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aaaa4a33-c50c-45a9-a7f7-684c1219ce57",
   "metadata": {},
   "outputs": [],
   "source": [
    "def score(n_clusters,clbck, df, drop_cols=None):\n",
    "    pipeline = clbck(n_clusters)\n",
    "    df_new = df.copy()\n",
    "    if drop_cols: df_new = df_new.drop(columns=drop_cols, axis=1)\n",
    "    y = pipeline.fit_predict(df_new)\n",
    "    model = pipeline['model']\n",
    "    SSE = model.inertia_\n",
    "    Silhouette = metrics.silhouette_score(df, y)\n",
    "    CHS = metrics.calinski_harabasz_score(df, y)\n",
    "    DBS = metrics.davies_bouldin_score(df, y)\n",
    "    return {'SSE':SSE, \n",
    "            'Silhouette': Silhouette, \n",
    "            'Calinski_Harabasz': CHS, \n",
    "            'Davies_Bouldin':DBS, \n",
    "            'model':model}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b7f3ba3-b10b-40fd-a879-288e0839a08f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'SSE': 4844.605934763394,\n",
       " 'Silhouette': -0.08788670871723951,\n",
       " 'Calinski_Harabasz': 364.195348701542,\n",
       " 'Davies_Bouldin': 2.7414278478537,\n",
       " 'model': KMeans(n_clusters=5, random_state=42)}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pipeline_callback(n_clusters=5)\n",
    "score(n_clusters=5, clbck=pipeline_callback, df=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94bcbe2c-70c1-42de-9b66-14a9fdba0661",
   "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>n_clusters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   n_clusters\n",
       "0           2\n",
       "1           3\n",
       "2           4\n",
       "3           5\n",
       "4           6\n",
       "5           7\n",
       "6           8\n",
       "7           9\n",
       "8          10"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cluster_scorer = pd.DataFrame()\n",
    "df_cluster_scorer['n_clusters'] = list(range(2, 11))\n",
    "df_cluster_scorer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70b8c791-0d43-4ed7-8c74-0bb5ac02dfa0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>n_clusters</th>\n",
       "      <th>SSE</th>\n",
       "      <th>Silhouette</th>\n",
       "      <th>Calinski_Harabasz</th>\n",
       "      <th>Davies_Bouldin</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>8880.414629</td>\n",
       "      <td>0.283954</td>\n",
       "      <td>1102.121434</td>\n",
       "      <td>1.020794</td>\n",
       "      <td>KMeans(n_clusters=2, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>7002.392373</td>\n",
       "      <td>0.123472</td>\n",
       "      <td>511.298912</td>\n",
       "      <td>2.516972</td>\n",
       "      <td>KMeans(n_clusters=3, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>5550.669973</td>\n",
       "      <td>-0.055975</td>\n",
       "      <td>362.742657</td>\n",
       "      <td>3.339190</td>\n",
       "      <td>KMeans(n_clusters=4, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>4844.605935</td>\n",
       "      <td>-0.087887</td>\n",
       "      <td>364.195349</td>\n",
       "      <td>2.741428</td>\n",
       "      <td>KMeans(n_clusters=5, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>4280.231528</td>\n",
       "      <td>-0.114802</td>\n",
       "      <td>293.145249</td>\n",
       "      <td>528.028205</td>\n",
       "      <td>KMeans(n_clusters=6, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "      <td>3832.921508</td>\n",
       "      <td>-0.113219</td>\n",
       "      <td>258.881753</td>\n",
       "      <td>4.254454</td>\n",
       "      <td>KMeans(n_clusters=7, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>3498.065117</td>\n",
       "      <td>-0.111513</td>\n",
       "      <td>325.874041</td>\n",
       "      <td>39.848429</td>\n",
       "      <td>KMeans(random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>3158.496071</td>\n",
       "      <td>-0.129571</td>\n",
       "      <td>317.344098</td>\n",
       "      <td>201.169169</td>\n",
       "      <td>KMeans(n_clusters=9, random_state=42)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>2892.091797</td>\n",
       "      <td>-0.164104</td>\n",
       "      <td>220.717341</td>\n",
       "      <td>62.522815</td>\n",
       "      <td>KMeans(n_clusters=10, random_state=42)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   n_clusters          SSE  Silhouette  Calinski_Harabasz  Davies_Bouldin  \\\n",
       "0           2  8880.414629    0.283954        1102.121434        1.020794   \n",
       "1           3  7002.392373    0.123472         511.298912        2.516972   \n",
       "2           4  5550.669973   -0.055975         362.742657        3.339190   \n",
       "3           5  4844.605935   -0.087887         364.195349        2.741428   \n",
       "4           6  4280.231528   -0.114802         293.145249      528.028205   \n",
       "5           7  3832.921508   -0.113219         258.881753        4.254454   \n",
       "6           8  3498.065117   -0.111513         325.874041       39.848429   \n",
       "7           9  3158.496071   -0.129571         317.344098      201.169169   \n",
       "8          10  2892.091797   -0.164104         220.717341       62.522815   \n",
       "\n",
       "                                    model  \n",
       "0   KMeans(n_clusters=2, random_state=42)  \n",
       "1   KMeans(n_clusters=3, random_state=42)  \n",
       "2   KMeans(n_clusters=4, random_state=42)  \n",
       "3   KMeans(n_clusters=5, random_state=42)  \n",
       "4   KMeans(n_clusters=6, random_state=42)  \n",
       "5   KMeans(n_clusters=7, random_state=42)  \n",
       "6                 KMeans(random_state=42)  \n",
       "7   KMeans(n_clusters=9, random_state=42)  \n",
       "8  KMeans(n_clusters=10, random_state=42)  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cluster_scorer['SSE'],df_cluster_scorer['Silhouette'],\\\n",
    "df_cluster_scorer['Calinski_Harabasz'], df_cluster_scorer['Davies_Bouldin'],\\\n",
    "df_cluster_scorer['model'] = zip(*df_cluster_scorer['n_clusters'].map(lambda row: score(row,\n",
    "                                                                                        pipeline_callback, \n",
    "                                                                                        df, \n",
    "                                                                                        drop_cols=None).values()))\n",
    "df_cluster_scorer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4265cad-7ad8-4721-9e01-0900b9cde20a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:xlabel='n_clusters'>,\n",
       "       <AxesSubplot:xlabel='n_clusters'>,\n",
       "       <AxesSubplot:xlabel='n_clusters'>,\n",
       "       <AxesSubplot:xlabel='n_clusters'>], dtype=object)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cluster_scorer.plot.line(subplots=True,x ='n_clusters', figsize=(12,12))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8e63de0-e8f7-4b68-aff8-00747f79991c",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b29d26e3-7f6b-4083-a0a1-887dc92fe3dd",
   "metadata": {},
   "source": [
    "### PCA Component Intuition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7583843a-278f-426b-8190-ef9a8213d41d",
   "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>Sex</th>\n",
       "      <th>Marital status</th>\n",
       "      <th>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Income</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Settlement size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PCA1</th>\n",
       "      <td>-0.314695</td>\n",
       "      <td>-0.191704</td>\n",
       "      <td>0.326100</td>\n",
       "      <td>0.156841</td>\n",
       "      <td>0.524525</td>\n",
       "      <td>0.492059</td>\n",
       "      <td>0.464789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA2</th>\n",
       "      <td>0.458006</td>\n",
       "      <td>0.512635</td>\n",
       "      <td>0.312208</td>\n",
       "      <td>0.639807</td>\n",
       "      <td>0.124683</td>\n",
       "      <td>0.014658</td>\n",
       "      <td>-0.069632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA3</th>\n",
       "      <td>-0.293013</td>\n",
       "      <td>-0.441977</td>\n",
       "      <td>0.609544</td>\n",
       "      <td>0.275605</td>\n",
       "      <td>-0.165662</td>\n",
       "      <td>-0.395505</td>\n",
       "      <td>-0.295685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCA4</th>\n",
       "      <td>-0.315601</td>\n",
       "      <td>0.280454</td>\n",
       "      <td>-0.009506</td>\n",
       "      <td>0.181476</td>\n",
       "      <td>-0.482600</td>\n",
       "      <td>-0.281690</td>\n",
       "      <td>0.690265</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Sex  Marital status       Age  Education    Income  Occupation  \\\n",
       "PCA1 -0.314695       -0.191704  0.326100   0.156841  0.524525    0.492059   \n",
       "PCA2  0.458006        0.512635  0.312208   0.639807  0.124683    0.014658   \n",
       "PCA3 -0.293013       -0.441977  0.609544   0.275605 -0.165662   -0.395505   \n",
       "PCA4 -0.315601        0.280454 -0.009506   0.181476 -0.482600   -0.281690   \n",
       "\n",
       "      Settlement size  \n",
       "PCA1         0.464789  \n",
       "PCA2        -0.069632  \n",
       "PCA3        -0.295685  \n",
       "PCA4         0.690265  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = trained_pipeline['pca']\n",
    "pca_loadings = pd.DataFrame(m.components_, columns=df.columns, index = comp_names); pca_loadings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85c8dc1c-b58f-4570-a64c-9a2dea5b4ad9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Loading Importance cutoff=0.33289014252885146')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "figure, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(21,4))\n",
    "figure.suptitle('PCA Loadings')\n",
    "\n",
    "sns.heatmap(pca_loadings, \n",
    "            cmap='RdBu', \n",
    "            annot=True, \n",
    "            vmin=-1, \n",
    "            vmax=1, ax=axes[0]).set(title=\"Loading Correlation\")\n",
    "sns.heatmap(np.abs(pca_loadings), \n",
    "            cmap='Greens', \n",
    "            annot=True, ax=axes[1]).set(title=\"Loading Importance\")\n",
    "sns.heatmap(np.abs(pca_loadings)>np.abs(pca_loadings).mean().mean(), \n",
    "            cmap='Greens', \n",
    "            annot=True, ax=axes[2]).set(title=f\"Loading Importance cutoff={np.abs(pca_loadings).mean().mean()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d7a5187-49dc-492c-b050-e0481cc2622d",
   "metadata": {},
   "source": [
    "- PCA1: Carrier Focussed \n",
    "- PCA2: Education & Lifestyle\n",
    "- PCA3: Experience"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48b2b713-0330-4c09-9152-f8ba490bee9d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f7224a8-0094-4a6a-bab5-223263ed7864",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "d5578738-20d7-4042-ba58-93873a649033",
   "metadata": {},
   "source": [
    "### Cluster Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d868dd2e-ff6b-4458-898f-58b1b1b019c6",
   "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>Sex</th>\n",
       "      <th>Marital status</th>\n",
       "      <th>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Income</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Settlement size</th>\n",
       "      <th>PCA1</th>\n",
       "      <th>PCA2</th>\n",
       "      <th>PCA3</th>\n",
       "      <th>PCA4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>y</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.905045</td>\n",
       "      <td>0.986647</td>\n",
       "      <td>28.873887</td>\n",
       "      <td>1.063798</td>\n",
       "      <td>107576.228487</td>\n",
       "      <td>0.672107</td>\n",
       "      <td>0.439169</td>\n",
       "      <td>-1.122432</td>\n",
       "      <td>0.733291</td>\n",
       "      <td>-0.797918</td>\n",
       "      <td>-0.019662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.026178</td>\n",
       "      <td>0.178010</td>\n",
       "      <td>35.624782</td>\n",
       "      <td>0.734729</td>\n",
       "      <td>140950.319372</td>\n",
       "      <td>1.267016</td>\n",
       "      <td>1.520070</td>\n",
       "      <td>1.381089</td>\n",
       "      <td>-1.044848</td>\n",
       "      <td>-0.273292</td>\n",
       "      <td>0.211736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.319018</td>\n",
       "      <td>0.089980</td>\n",
       "      <td>35.259714</td>\n",
       "      <td>0.768916</td>\n",
       "      <td>95850.155419</td>\n",
       "      <td>0.296524</td>\n",
       "      <td>0.038855</td>\n",
       "      <td>-0.987777</td>\n",
       "      <td>-0.882022</td>\n",
       "      <td>0.965476</td>\n",
       "      <td>-0.271684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.503788</td>\n",
       "      <td>0.689394</td>\n",
       "      <td>55.689394</td>\n",
       "      <td>2.128788</td>\n",
       "      <td>158209.094697</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>1.106061</td>\n",
       "      <td>1.697646</td>\n",
       "      <td>2.029427</td>\n",
       "      <td>0.841953</td>\n",
       "      <td>0.093869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sex  Marital status        Age  Education         Income  Occupation  \\\n",
       "y                                                                              \n",
       "1  0.905045        0.986647  28.873887   1.063798  107576.228487    0.672107   \n",
       "2  0.026178        0.178010  35.624782   0.734729  140950.319372    1.267016   \n",
       "3  0.319018        0.089980  35.259714   0.768916   95850.155419    0.296524   \n",
       "4  0.503788        0.689394  55.689394   2.128788  158209.094697    1.125000   \n",
       "\n",
       "   Settlement size      PCA1      PCA2      PCA3      PCA4  \n",
       "y                                                           \n",
       "1         0.439169 -1.122432  0.733291 -0.797918 -0.019662  \n",
       "2         1.520070  1.381089 -1.044848 -0.273292  0.211736  \n",
       "3         0.038855 -0.987777 -0.882022  0.965476 -0.271684  \n",
       "4         1.106061  1.697646  2.029427  0.841953  0.093869  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_analysis = df_model.groupby(['y']).mean(); df_analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2af71ae-7242-49c7-b8cf-062fc78ac0d6",
   "metadata": {},
   "source": [
    "```{admonition} Segment Interpretation and Labelling\n",
    "- 1 : More Female mostly married , youngest group avg education, tending towards small areas and cities -- Standard (May be female)\n",
    "- 2 : Next Highest income, mostly male Age 35 avg, Education lowest Income high, occupation highest, settlement tending  to cities -- Career Focussed (Mostly male)\n",
    "- 3 : Lowest occupation and income lower end of education --Fewer Opportunities\n",
    "- 4 : Highest Income, Education, Oldest, Sex 50-50, Occupation, Settlement in between -- Well Off\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "514b56b9-e496-449d-824d-7498e32b2535",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = {1:\"Standard\",\n",
    "                    2:\"Career-Focussed\",\n",
    "                    3:\"Fewer-Opportunities\",\n",
    "                    4:\"Well-off\"}\n",
    "df_analysis[\"Segment Names\"] = list(names.values())\n",
    "df_analysis.set_index([\"Segment Names\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "938bc191-82f6-483a-8693-c24582a21c41",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>Standard</th>\n",
       "      <td>0.905045</td>\n",
       "      <td>0.986647</td>\n",
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       "      <td>-0.797918</td>\n",
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       "    <tr>\n",
       "      <th>Career-Focussed</th>\n",
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      "text/plain": [
       "                          Sex  Marital status        Age  Education  \\\n",
       "Segment Names                                                         \n",
       "Standard             0.905045        0.986647  28.873887   1.063798   \n",
       "Career-Focussed      0.026178        0.178010  35.624782   0.734729   \n",
       "Fewer-Opportunities  0.319018        0.089980  35.259714   0.768916   \n",
       "Well-off             0.503788        0.689394  55.689394   2.128788   \n",
       "\n",
       "                            Income  Occupation  Settlement size      PCA1  \\\n",
       "Segment Names                                                               \n",
       "Standard             107576.228487    0.672107         0.439169 -1.122432   \n",
       "Career-Focussed      140950.319372    1.267016         1.520070  1.381089   \n",
       "Fewer-Opportunities   95850.155419    0.296524         0.038855 -0.987777   \n",
       "Well-off             158209.094697    1.125000         1.106061  1.697646   \n",
       "\n",
       "                         PCA2      PCA3      PCA4  \n",
       "Segment Names                                      \n",
       "Standard             0.733291 -0.797918 -0.019662  \n",
       "Career-Focussed     -1.044848 -0.273292  0.211736  \n",
       "Fewer-Opportunities -0.882022  0.965476 -0.271684  \n",
       "Well-off             2.029427  0.841953  0.093869  "
      ]
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     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df_analysis"
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93953203-808f-4cff-8db2-7f95863fa76e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_analysis['Segment-Size'] = df_model.groupby(\"y\").count()[df_model.columns[0]].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfab49ea-1c85-4bc9-b0d6-f8727ab450da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_analysis['Segment-Prop'] = df_analysis['Segment-Size']/ df_analysis['Segment-Size'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32eb7073-c788-4d0a-860f-00746ce6b4da",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.2445</td>\n",
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       "                          Sex  Marital status        Age  Education  \\\n",
       "Segment Names                                                         \n",
       "Standard             0.905045        0.986647  28.873887   1.063798   \n",
       "Career-Focussed      0.026178        0.178010  35.624782   0.734729   \n",
       "Fewer-Opportunities  0.319018        0.089980  35.259714   0.768916   \n",
       "Well-off             0.503788        0.689394  55.689394   2.128788   \n",
       "\n",
       "                            Income  Occupation  Settlement size      PCA1  \\\n",
       "Segment Names                                                               \n",
       "Standard             107576.228487    0.672107         0.439169 -1.122432   \n",
       "Career-Focussed      140950.319372    1.267016         1.520070  1.381089   \n",
       "Fewer-Opportunities   95850.155419    0.296524         0.038855 -0.987777   \n",
       "Well-off             158209.094697    1.125000         1.106061  1.697646   \n",
       "\n",
       "                         PCA2      PCA3      PCA4  Segment-Size  Segment-Prop  \n",
       "Segment Names                                                                  \n",
       "Standard             0.733291 -0.797918 -0.019662           674        0.3370  \n",
       "Career-Focussed     -1.044848 -0.273292  0.211736           573        0.2865  \n",
       "Fewer-Opportunities -0.882022  0.965476 -0.271684           489        0.2445  \n",
       "Well-off             2.029427  0.841953  0.093869           264        0.1320  "
      ]
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     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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   "execution_count": null,
   "id": "6d945a90-4994-424e-bdd3-e14b3f1352a7",
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   "outputs": [
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       "      <td>0</td>\n",
       "      <td>-0.651063</td>\n",
       "      <td>-0.680093</td>\n",
       "      <td>2.280419</td>\n",
       "      <td>0.120675</td>\n",
       "      <td>3</td>\n",
       "      <td>Fewer-Opportunities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000004</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>171565</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.714316</td>\n",
       "      <td>-0.579927</td>\n",
       "      <td>0.730731</td>\n",
       "      <td>-0.510753</td>\n",
       "      <td>2</td>\n",
       "      <td>Career-Focussed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000005</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>149031</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.626745</td>\n",
       "      <td>-0.440496</td>\n",
       "      <td>1.244909</td>\n",
       "      <td>-0.231808</td>\n",
       "      <td>2</td>\n",
       "      <td>Career-Focussed</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100001996</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>123525</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.866034</td>\n",
       "      <td>0.298330</td>\n",
       "      <td>1.438958</td>\n",
       "      <td>-0.945916</td>\n",
       "      <td>3</td>\n",
       "      <td>Fewer-Opportunities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100001997</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>117744</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.114957</td>\n",
       "      <td>0.794727</td>\n",
       "      <td>-1.079871</td>\n",
       "      <td>-0.736766</td>\n",
       "      <td>1</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100001998</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>86400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.452298</td>\n",
       "      <td>-2.235937</td>\n",
       "      <td>0.896571</td>\n",
       "      <td>-0.131774</td>\n",
       "      <td>3</td>\n",
       "      <td>Fewer-Opportunities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100001999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>97968</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.241453</td>\n",
       "      <td>0.627108</td>\n",
       "      <td>-0.530456</td>\n",
       "      <td>-0.042606</td>\n",
       "      <td>1</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100002000</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>68416</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.866885</td>\n",
       "      <td>-2.454672</td>\n",
       "      <td>0.662622</td>\n",
       "      <td>0.100896</td>\n",
       "      <td>3</td>\n",
       "      <td>Fewer-Opportunities</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Sex  Marital status  Age  Education  Income  Occupation  \\\n",
       "ID                                                                   \n",
       "100000001    0               0   67          2  124670           1   \n",
       "100000002    1               1   22          1  150773           1   \n",
       "100000003    0               0   49          1   89210           0   \n",
       "100000004    0               0   45          1  171565           1   \n",
       "100000005    0               0   53          1  149031           1   \n",
       "...        ...             ...  ...        ...     ...         ...   \n",
       "100001996    1               0   47          1  123525           0   \n",
       "100001997    1               1   27          1  117744           1   \n",
       "100001998    0               0   31          0   86400           0   \n",
       "100001999    1               1   24          1   97968           0   \n",
       "100002000    0               0   25          0   68416           0   \n",
       "\n",
       "           Settlement size      PCA1      PCA2      PCA3      PCA4  y  \\\n",
       "ID                                                                      \n",
       "100000001                2  2.514746  0.834122  2.174806  1.217794  4   \n",
       "100000002                2  0.344935  0.598146 -2.211603  0.548385  1   \n",
       "100000003                0 -0.651063 -0.680093  2.280419  0.120675  3   \n",
       "100000004                1  1.714316 -0.579927  0.730731 -0.510753  2   \n",
       "100000005                1  1.626745 -0.440496  1.244909 -0.231808  2   \n",
       "...                    ...       ...       ...       ...       ... ..   \n",
       "100001996                0 -0.866034  0.298330  1.438958 -0.945916  3   \n",
       "100001997                0 -1.114957  0.794727 -1.079871 -0.736766  1   \n",
       "100001998                0 -1.452298 -2.235937  0.896571 -0.131774  3   \n",
       "100001999                0 -2.241453  0.627108 -0.530456 -0.042606  1   \n",
       "100002000                0 -1.866885 -2.454672  0.662622  0.100896  3   \n",
       "\n",
       "                        labels  \n",
       "ID                              \n",
       "100000001             Well-off  \n",
       "100000002             Standard  \n",
       "100000003  Fewer-Opportunities  \n",
       "100000004      Career-Focussed  \n",
       "100000005      Career-Focussed  \n",
       "...                        ...  \n",
       "100001996  Fewer-Opportunities  \n",
       "100001997             Standard  \n",
       "100001998  Fewer-Opportunities  \n",
       "100001999             Standard  \n",
       "100002000  Fewer-Opportunities  \n",
       "\n",
       "[2000 rows x 13 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_model['labels'] = df_model['y'].map(names)\n",
    "df_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ce66738-f060-426a-93bc-4ae8475010de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 'Standard', 2: 'Career-Focussed', 3: 'Fewer-Opportunities', 4: 'Well-off'}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cfc3c80-f98e-47d7-9676-51e270aadd65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Income', ylabel='Age'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df_model, x='Income', y='Age',hue='labels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf2ecc1e-2e96-45cd-b5b4-eced6b0f5906",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x62236c36760>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 871.725x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotter_features = comp_names.copy()\n",
    "plotter_features.append('labels')\n",
    "sns.pairplot(data=df_model[plotter_features], hue='labels')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba8395c6-c825-434f-8a24-36979a0211cd",
   "metadata": {},
   "source": [
    "## Export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12ccbdf6-9d23-4445-a5db-8d5b967f8578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cluster_pipeline.pkl']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# trained_pipeline.export(\"cluster_pipeline.pickle\")\n",
    "joblib.dump(trained_pipeline, \"cluster_pipeline.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c35ad68-ef61-4cff-ba45-819ce1d13fbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enfin\n"
     ]
    }
   ],
   "source": [
    "print(\"Enfin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb73c0f0-a1ef-4e46-a1ba-92ede3ee185f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cda6e77a-5027-43d2-8172-333df7b2c3b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}