4 - Denetimsiz Öğrenme/2 - Hiyerarşik Kümeleme.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hiyerarşik Kümeleme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "from scipy.cluster.hierarchy import dendrogram\n",
    "from warnings import filterwarnings\n",
    "filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Murder</th>\n",
       "      <th>Assault</th>\n",
       "      <th>UrbanPop</th>\n",
       "      <th>Rape</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>13.2</td>\n",
       "      <td>236</td>\n",
       "      <td>58</td>\n",
       "      <td>21.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>10.0</td>\n",
       "      <td>263</td>\n",
       "      <td>48</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>8.1</td>\n",
       "      <td>294</td>\n",
       "      <td>80</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>8.8</td>\n",
       "      <td>190</td>\n",
       "      <td>50</td>\n",
       "      <td>19.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>9.0</td>\n",
       "      <td>276</td>\n",
       "      <td>91</td>\n",
       "      <td>40.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Murder  Assault  UrbanPop  Rape\n",
       "Alabama       13.2      236        58  21.2\n",
       "Alaska        10.0      263        48  44.5\n",
       "Arizona        8.1      294        80  31.0\n",
       "Arkansas       8.8      190        50  19.5\n",
       "California     9.0      276        91  40.6"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./USArrests.csv\", index_col=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "hc_complete = linkage(df, \"complete\")\n",
    "hc_average = linkage(df, \"average\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **leaf_font_size:** Oluşacak olan x ekseninin boyutudur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "dendrogram(hc_complete, leaf_font_size=10)\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **truncate_mode:** En son p adet gözlem göstermektedir.\n",
    "* **show_contracted:** Kümeler oluşturulduğunda kaçar tane eleman olduğunu göstermektedir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\")\n",
    "\n",
    "dendrogram(\n",
    "    hc_complete,\n",
    "    leaf_font_size=10,\n",
    "    truncate_mode=\"lastp\",\n",
    "    show_contracted=True,\n",
    "    p=4,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\")\n",
    "\n",
    "dendrogram(\n",
    "    hc_complete,\n",
    "    leaf_font_size=10,\n",
    "    truncate_mode=\"lastp\",\n",
    "    show_contracted=True,\n",
    "    p=10,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Diğer yönteme bakalım.\n",
    "* **leaf_font_size:** Oluşacak olan x ekseninin boyutudur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "dendrogram(hc_average, leaf_font_size=10)\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\")\n",
    "\n",
    "dendrogram(\n",
    "    hc_average,\n",
    "    leaf_font_size=10,\n",
    "    truncate_mode=\"lastp\",\n",
    "    show_contracted=True,\n",
    "    p=4,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Hiyerarşik Kümeleme Dendogramı\")\n",
    "plt.xlabel(\"Gözlem Birimleri\")\n",
    "plt.ylabel(\"Uzaklıklar\")\n",
    "\n",
    "dendrogram(\n",
    "    hc_average,\n",
    "    leaf_font_size=10,\n",
    "    truncate_mode=\"lastp\",\n",
    "    show_contracted=True,\n",
    "    p = 10,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}