Proyecto Minería PCA.ipynb

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    "# <p style=\"text-align: center;\">Minería de Datos - PCA Primera y Segunda Entrega </p>\n",
    "### Alumno: Daniel Garnica Sánchez\n",
    "\n",
    "Indice de Entregas:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Primera entrega** \n",
    "  * Introducción \n",
    "      * ¿Qué es PCA?\n",
    "  * Desarrollo\n",
    "  * Preprocesamiento del archivo\n",
    "      * Información Dataset\n",
    "      * Estandarización de Información\n",
    "      * Visualizacion de Información Estandarizada\n",
    "  * Proyección de datos con PCA\n",
    "  * Visualización de Componetes Principales\n",
    "  * Graficación de la Información\n",
    "  * Concuslión\n",
    "\n",
    "\n",
    "* **Segunda Entrega**\n",
    "    * Detección y Eliminación de Outliers\n",
    "    * Clasificación de Información\n",
    "    * Predicción y Análisis\n",
    "    * Consulsión Entrega 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introducción\n",
    "\n",
    "<p style=\"text-align: justify;\">\n",
    "Dentro de la estadística existen diversos problemas y dificultades inherentes, de los cuales uno de los principales es la visualización de datos. Generalmente se nos muestran gráficos de relación entre dos variables, esto quiere decir que ésta información la podemos facilmente visualizar en un plano bidimensional (2D), incluso es posible representar información de relación entre tres variables en un plano tridimensional (3D), sin embargo, ¿Que sucede cuando son mas de tres variables, quizas cuatro, cinco, o treinta? Una manera de resolver el problea es con el Análisis de Componentes Principales por sus siglas PCA. </p>\n",
    "\n",
    "### ¿Qué es PCA?\n",
    "\n",
    "<p style=\"text-align: justify;\">\n",
    "El Análisis de Componentes Principales constituye un procedimiento matemático que permite transformar un número de variables posiblemente correlacionadas en un número menor de variables no correlacionadas, llamadas: Componentes Principales. El primer componente o eje absorbe la mayor cantidad de variabilidad posible del conjunto de datos y cada uno de los componentes restantes absorbe el resto. </p>\n",
    "\n",
    "<p style=\"text-align: justify;\">\n",
    "Básicamente el método genera un nuevo conjunto de variables, denomiadas Componentes Principales, donde cada componente principal es una combinación lineal de las variables originales.</p>\n",
    "\n",
    "<p style=\"text-align: justify;\">    \n",
    "PCA es un método tradicionalmente utilizado para reducir la dimensionalidad de un conjunto de datos. También se utiliza para identificar nuevas variables en un conjunto de datos para una mejor interpretación de los mismos. </p>\n",
    "\n",
    "## Desarrollo\n",
    "\n",
    "<p style=\"text-align: justify;\">  \n",
    "La siguiente entrega desea mostrar el proceso de reducción de dimensionalidad con el procedimiento de PCA a partir de un conjunto de datos con variables de hasta 19 <b>características</b> y una <b>clase</b> </p>\n",
    "\n",
    "A continuación se mostrará el proceso antes mencionado: \n",
    "\n",
    "## Preprocesamiento del archivo\n",
    "\n",
    "Primeramente se debera obtener la información del archivo correspondiente para manipular los metadatos, haciendo referencia a el numero elementos, atributos y clases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "archivo = \"datos.txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(archivo, names = ['A0','A1','A2','A3','A4','A5','A6',\n",
    "                                   'A7','A8','A9','A10','A11','A12',\n",
    "                                   'A13','A14','A15','A16','A17','A18', 'Clase'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Información Dataset\n",
    "Tras importar las correspondientes librerías e indicar el archivo que deseamos preprocesar, podemos ver una pequeña parte de nuestro dataset"
   ]
  },
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    "df.head()"
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   "cell_type": "markdown",
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   "source": [
    "### Estandarización de Información\n",
    "\n",
    "Dado que PCA produce un subespacio de características que maximiza la varianza a lo largo de los ejes, tiene sentido estandarizar los datos, especialmente si se midieron en diferentes escalas.\n",
    "\n",
    "A continuación se dividirá la información en dos conjuntos, el de las **clases** y el de la **información**, esto para poder estandarizar la información sin tomar en cuenta la clase del elemento. "
   ]
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "caracteristicas = ['A0','A1','A2','A3','A4','A5','A6','A7','A8','A9'\n",
    "                   ,'A10','A11','A12','A13','A14','A15','A16','A17','A18']\n",
    "x = df.loc[:,caracteristicas].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
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   "source": [
    "y = df.loc[:,['Clase']].values"
   ]
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   "cell_type": "code",
   "execution_count": 7,
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   "source": [
    "x = StandardScaler().fit_transform(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizacion de Información Estandarizada\n",
    "\n",
    "A continuación podemos ver la información estandarizada, la cual podemos notar un cambio en los valores de los atributos."
   ]
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  {
   "cell_type": "code",
   "execution_count": 8,
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       "1  0.598297 -0.153891  0.0 -0.338097 -0.199868 -0.598559 -0.103935 -0.509463   \n",
       "2 -0.536634 -0.055087  0.0 -0.338097 -0.199868 -0.621918 -0.109110 -0.418060   \n",
       "3 -1.507478 -0.088021  0.0 -0.338097 -0.199868 -0.528480 -0.107184 -0.341891   \n",
       "4 -1.439109 -0.516170  0.0 -0.338097 -0.199868 -0.435042 -0.100444 -0.402826   \n",
       "\n",
       "         A8        A9       A10       A11       A12       A13       A14  \\\n",
       "0 -0.090389 -0.784836 -0.693751 -0.796105 -0.848481  1.511535 -0.712136   \n",
       "1 -0.093776 -0.769504 -0.659068 -0.793056 -0.837138  1.680258 -0.772656   \n",
       "2 -0.087325 -0.787194 -0.686044 -0.808304 -0.848481  1.607948 -0.772656   \n",
       "3 -0.088024 -0.795450 -0.678336 -0.829651 -0.856043  1.764620 -0.857382   \n",
       "4 -0.088669 -0.789553 -0.705312 -0.796105 -0.852262  1.451277 -0.687929   \n",
       "\n",
       "        A15       A16       A17       A18  \n",
       "0 -0.070207 -0.849913  0.757935 -0.001032  \n",
       "1 -0.106443 -0.831181  0.724362  0.119387  \n",
       "2 -0.052089 -0.856157  0.696035  0.094247  \n",
       "3 -0.043030 -0.849913  0.891177  0.229748  \n",
       "4 -0.061148 -0.846791  0.840188 -0.034012  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(data = x, columns = caracteristicas).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Proyección de datos con PCA\n",
    "\n",
    "Tras haber estandarizado nuestro dataset podemos proceder a realizar PCA, donde indicamos el numero de componentes que deseamos, para posteriormente visualizar la información en manera gráfica."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "componentesPrincipales = pca.fit_transform(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "principalDf = pd.DataFrame(data = componentesPrincipales, columns = ['PC1', 'PC2'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualización de Componetes Principales\n",
    "\n",
    "Tras haber aplicado PCA en nuestro dataset, podemos ver el numero de componentes principales mostrandonos como las dimensiones han sido reducidas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.299677</td>\n",
       "      <td>-0.343837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.371925</td>\n",
       "      <td>-0.403867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.389590</td>\n",
       "      <td>-0.266572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.514506</td>\n",
       "      <td>-0.096834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.236746</td>\n",
       "      <td>-0.124341</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        PC1       PC2\n",
       "0 -2.299677 -0.343837\n",
       "1 -2.371925 -0.403867\n",
       "2 -2.389590 -0.266572\n",
       "3 -2.514506 -0.096834\n",
       "4 -2.236746 -0.124341"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "principalDf.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De la misma manera visualizamos la información del nuestro conjunto con la información de las clases. Cabe recalcar que a la información de las clases **no** se ha estandarizado **ni** aplicado PCA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "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>Clase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Clase\n",
       "0      0\n",
       "1      0\n",
       "2      0\n",
       "3      0\n",
       "4      0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Clase']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finalmente podemos agregar la clase a nuestro dataset con dimensionalidad reducida."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>Clase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.299677</td>\n",
       "      <td>-0.343837</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.371925</td>\n",
       "      <td>-0.403867</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.389590</td>\n",
       "      <td>-0.266572</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.514506</td>\n",
       "      <td>-0.096834</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.236746</td>\n",
       "      <td>-0.124341</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        PC1       PC2  Clase\n",
       "0 -2.299677 -0.343837      0\n",
       "1 -2.371925 -0.403867      0\n",
       "2 -2.389590 -0.266572      0\n",
       "3 -2.514506 -0.096834      0\n",
       "4 -2.236746 -0.124341      0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finalDf = pd.concat([principalDf, df[['Clase']]], axis = 1)\n",
    "finalDf.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Graficación de la Información\n",
    "\n",
    "Tras haber reducido las dimensiones de nuestro dataset nos es posible graficarlo en un plano 2D como se muestra a continuación."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,8))\n",
    "ax = fig.add_subplot(1,1,1) \n",
    "ax.set_xlabel('PC1', fontsize = 15)\n",
    "ax.set_ylabel('PC2', fontsize = 15)\n",
    "ax.set_title('PCA 2 Componentes', fontsize = 20)\n",
    "\n",
    "\n",
    "clases = [0,1,2,3,4,5,6,7]\n",
    "colors = ['r', 'g', 'b', 'c', 'm', 'y', 'k']\n",
    "for clase, color in zip(clases,colors):\n",
    "    indicesToKeep = finalDf['Clase'] == clase\n",
    "    ax.scatter(finalDf.loc[indicesToKeep, 'PC1']\n",
    "               , finalDf.loc[indicesToKeep, 'PC2']\n",
    "               , c = color\n",
    "               , s = 50)\n",
    "ax.legend(clases)\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusión \n",
    "\n",
    "<p style=\"text-align: justify;\">\n",
    "El análisis de componentes principales es un método cuantitativamente riguroso para lograr la reducción de dimensionalidad. El método nos brinda información no redundante y la capacidad de graficar de manera mas simple y entendible nuestra información, por lo que en diversas areas del uso de la estadistica y análisis de datos, es un método esencial.  </p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segunda Entrega - Outliers y Árbol de Clasificación"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tras haber hecho el análisis de componentes principales pudimos reducir la dimensionalidad de nuestra información, así como la estandarización de ésta, sin embargo tras haber graficado nuestra información pudimos notar que nuestra información tiene elementos que son anómalos o bien se comportan de manera diferente a la mayoría, estos elementos se les conoce como **outliers**.\n",
    "\n",
    "A continuación procederemos a tratar con éstos **outliers** los cuales pueden alterar la información que nos interesa. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detección y Eliminación de Outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos notar por medio de una gráfica de bigotes que en el caso del Componente Principal 2 existen elementos anómalos que están muy alejados de la media, lo cual no es el caso del CP1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd98b72fba8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FD+S0a9cudXV1MdtH5XBiEsip0WjoxRdfLDsGsGrM+AEgMRQ/ACSG4geAxFD8AJCYStyywfaEpLfLzgG0cLWkd8sOASzi2ohY8NDyShQ/0Klsj7a6FwrQyTjVAwCJofgBIDEUP/DR7Ck7ALBanOMHgMQw4weAxFD8AJAYih8AEkPxA0BiKH4ASMz/Az8xA+OX6XdCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sb\n",
    "sb.boxplot(y = finalDf['PC2'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tras haber identificado el componente principal donde se encuentran nuestros **outliers** procederemos a identificarlos por medio de la regla **IQR 1.5** donde IQR se refiere a \"Inter-Quartile Range\".\n",
    "Esta regla o procedimiento consiste en identificar el límite inferior y el límite superior de nuestra información para posteriormente eliminar los elementos fuera de éstos límites. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def outlierTratamiento(columna):\n",
    "    sorted(columna)\n",
    "    Q1,Q3 = np.percentile(columna , [25,75])\n",
    "    IQR = Q3 - Q1\n",
    "    rangoInferior = Q1 - (1.5 * IQR)\n",
    "    rangoSuperior = Q3 + (1.5 * IQR)\n",
    "    return rangoInferior,rangoSuperior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1.467193200512753 1.1785539827654936\n"
     ]
    }
   ],
   "source": [
    "limiteInf,limiteSup = outlierTratamiento(finalDf.PC2)\n",
    "print(limiteInf, limiteSup)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Una vez identificados nuestros límites podemos visualizar los elementos que están fuera de éstos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>Clase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.088319</td>\n",
       "      <td>-1.560816</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>6.653630</td>\n",
       "      <td>-1.589645</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>6.754232</td>\n",
       "      <td>-1.498079</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>7.097352</td>\n",
       "      <td>-1.683036</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>7.072242</td>\n",
       "      <td>-1.571110</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         PC1       PC2  Clase\n",
       "30  7.088319 -1.560816      5\n",
       "31  6.653630 -1.589645      5\n",
       "32  6.754232 -1.498079      5\n",
       "34  7.097352 -1.683036      5\n",
       "35  7.072242 -1.571110      5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finalDf[(finalDf.PC2 < limiteInf) | (finalDf.PC2 > limiteSup)].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tras detectar los elementos que se encuentran fuera de los ímites establecidos procederemos a eliminarlos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataFinal = finalDf\n",
    "dataFinal.drop(dataFinal[(dataFinal.PC2 < limiteInf) | (dataFinal.PC2 > limiteSup)].index , inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tras eliminar los outliers que se encontraban en nuestra información podemos notar que nuestra gráfica despliega los datos de una manera normal o de la manera esperada."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd98b695400>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.boxplot(y = finalDf['PC2'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Una vez eliminados los outliers podemos asegurar que nuestra información está límpia, de tal manera que al volver a desplegar nuestra información en una gráfica podemos notar una dispersión mas uniforme y sin elementos extremadamente alejados del resto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,8))\n",
    "ax = fig.add_subplot(1,1,1) \n",
    "ax.set_xlabel('PC1', fontsize = 15)\n",
    "ax.set_ylabel('PC2', fontsize = 15)\n",
    "ax.set_title('Gráfica Sin Outliers', fontsize = 20)\n",
    "\n",
    "\n",
    "clases = [0,1,2,3,4,5,6,7]\n",
    "colors = ['#78FF8F', '#FF8599', '#53E2FF', '#FFF752', '#FF8F08', '#B33C39', '#0165B3']\n",
    "for clase, color in zip(clases,colors):\n",
    "    indicesToKeep = dataFinal['Clase'] == clase\n",
    "    ax.scatter(dataFinal.loc[indicesToKeep, 'PC1']\n",
    "               , dataFinal.loc[indicesToKeep, 'PC2']\n",
    "               , c = color\n",
    "               , s = 50)\n",
    "ax.legend(clases)\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dataFinal.drop('Clase', 1)\n",
    "Y = dataFinal['Clase']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clasificación de Información"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A continuación tras haber limpiado nuestra información se entrenará un arbol de decision, así como analizaremos la precisión de éste.\n",
    "\n",
    "Para crear nuestro árbol de decisión es nececsario entrenar con un conjunto de prueba, por lo que dividiremos nuestra información en dos conjuntos:\n",
    "* Conjunto de entrenamiento\n",
    "* Conjunto de prueba\n",
    "\n",
    "Por lo que nos auxiliaremos con el método 'train_test_split' que divirá nuestra información en éstos conjuntos. Este método nos permite determinar la proporción en la que podemos dividir nuestr ainformación, sin embargo la dejaremos en su valor por defecto que es 0.25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tras haber dividio nuestra información podemos proceder a entrenar a nuestro clasificador"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import tree\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'arbol_decision.pdf'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import graphviz \n",
    "dot_data = tree.export_graphviz(clf, out_file=None) \n",
    "graph = graphviz.Source(dot_data) \n",
    "graph.render(\"arbol_decision\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A continuación se muestra el árbol de decisión generado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "<text text-anchor=\"start\" x=\"1046.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 0, 1, 3, 0, 0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1101.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>5&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1127,-817.8796C1127,-809.6838 1127,-800.9891 1127,-792.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1130.5001,-792.298 1127,-782.2981 1123.5001,-792.2981 1130.5001,-792.298\"/>\n",
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       "<!-- 7 -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>7</title>\n",
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       "<text text-anchor=\"start\" x=\"232.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.673</text>\n",
       "<text text-anchor=\"start\" x=\"237.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"235.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"196\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"247.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 6&#45;&gt;7 -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>6&#45;&gt;7</title>\n",
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       "<!-- 10 -->\n",
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       "<title>10</title>\n",
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       "<text text-anchor=\"start\" x=\"514.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.126</text>\n",
       "<text text-anchor=\"start\" x=\"519.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.719</text>\n",
       "<text text-anchor=\"start\" x=\"517.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"478\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0, 3, 2, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"529.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 6&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>6&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M555,-698.8796C555,-690.6838 555,-681.9891 555,-673.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"558.5001,-673.298 555,-663.2981 551.5001,-673.2981 558.5001,-673.298\"/>\n",
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       "<!-- 8 -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>8</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M158,-536.5C158,-536.5 12,-536.5 12,-536.5 6,-536.5 0,-530.5 0,-524.5 0,-524.5 0,-480.5 0,-480.5 0,-474.5 6,-468.5 12,-468.5 12,-468.5 158,-468.5 158,-468.5 164,-468.5 170,-474.5 170,-480.5 170,-480.5 170,-524.5 170,-524.5 170,-530.5 164,-536.5 158,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"57\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"47.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"59.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 7&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>7&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M207.2467,-579.8796C187.872,-567.6158 166.7324,-554.2348 147.5637,-542.1015\"/>\n",
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       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>9</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M346,-536.5C346,-536.5 200,-536.5 200,-536.5 194,-536.5 188,-530.5 188,-524.5 188,-524.5 188,-480.5 188,-480.5 188,-474.5 194,-468.5 200,-468.5 200,-468.5 346,-468.5 346,-468.5 352,-468.5 358,-474.5 358,-480.5 358,-480.5 358,-524.5 358,-524.5 358,-530.5 352,-536.5 346,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"245\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"235.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"196\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"247.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 7&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>7&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M273,-579.8796C273,-569.2134 273,-557.7021 273,-546.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"276.5001,-546.8149 273,-536.8149 269.5001,-546.815 276.5001,-546.8149\"/>\n",
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       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>11</title>\n",
       "<path fill=\"#cef8d2\" stroke=\"#000000\" d=\"M534,-544C534,-544 388,-544 388,-544 382,-544 376,-538 376,-532 376,-532 376,-473 376,-473 376,-467 382,-461 388,-461 388,-461 534,-461 534,-461 540,-461 546,-467 546,-473 546,-473 546,-532 546,-532 546,-538 540,-544 534,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"420.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.131</text>\n",
       "<text text-anchor=\"start\" x=\"425.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.611</text>\n",
       "<text text-anchor=\"start\" x=\"423.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"384\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 3, 2, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"435.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 10&#45;&gt;11 -->\n",
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       "<title>10&#45;&gt;11</title>\n",
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       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"502.9621,-549.9757 494.017,-544.2981 497.4691,-554.3147 502.9621,-549.9757\"/>\n",
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       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>18</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M722,-536.5C722,-536.5 576,-536.5 576,-536.5 570,-536.5 564,-530.5 564,-524.5 564,-524.5 564,-480.5 564,-480.5 564,-474.5 570,-468.5 576,-468.5 576,-468.5 722,-468.5 722,-468.5 728,-468.5 734,-474.5 734,-480.5 734,-480.5 734,-524.5 734,-524.5 734,-530.5 728,-536.5 722,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"621\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"611.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"572\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"623.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;18 -->\n",
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       "<title>10&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M587.8766,-579.8796C596.8232,-568.5536 606.5224,-556.2748 615.5029,-544.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"618.442,-546.8316 621.8941,-536.8149 612.949,-542.4926 618.442,-546.8316\"/>\n",
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       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>12</title>\n",
       "<path fill=\"#bdf6f5\" stroke=\"#000000\" d=\"M440,-425C440,-425 294,-425 294,-425 288,-425 282,-419 282,-413 282,-413 282,-354 282,-354 282,-348 288,-342 294,-342 294,-342 440,-342 440,-342 446,-342 452,-348 452,-354 452,-354 452,-413 452,-413 452,-419 446,-425 440,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"326.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.655</text>\n",
       "<text text-anchor=\"start\" x=\"331.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.625</text>\n",
       "<text text-anchor=\"start\" x=\"329.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"290\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 2, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"341.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 11&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>11&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M428.1234,-460.8796C421.0803,-451.9633 413.5707,-442.4565 406.3126,-433.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"408.9621,-430.9757 400.017,-425.2981 403.4691,-435.3147 408.9621,-430.9757\"/>\n",
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       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>17</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M628,-417.5C628,-417.5 482,-417.5 482,-417.5 476,-417.5 470,-411.5 470,-405.5 470,-405.5 470,-361.5 470,-361.5 470,-355.5 476,-349.5 482,-349.5 482,-349.5 628,-349.5 628,-349.5 634,-349.5 640,-355.5 640,-361.5 640,-361.5 640,-405.5 640,-405.5 640,-411.5 634,-417.5 628,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"527\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"517.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"478\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 2, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"529.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 11&#45;&gt;17 -->\n",
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       "<title>11&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M493.8766,-460.8796C502.8232,-449.5536 512.5224,-437.2748 521.5029,-425.9058\"/>\n",
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       "<title>13</title>\n",
       "<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M346,-306C346,-306 200,-306 200,-306 194,-306 188,-300 188,-294 188,-294 188,-235 188,-235 188,-229 194,-223 200,-223 200,-223 346,-223 346,-223 352,-223 358,-229 358,-235 358,-235 358,-294 358,-294 358,-300 352,-306 346,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"232.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.775</text>\n",
       "<text text-anchor=\"start\" x=\"245\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"235.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"196\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"247.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 12&#45;&gt;13 -->\n",
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       "<title>12&#45;&gt;13</title>\n",
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       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>16</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M534,-298.5C534,-298.5 388,-298.5 388,-298.5 382,-298.5 376,-292.5 376,-286.5 376,-286.5 376,-242.5 376,-242.5 376,-236.5 382,-230.5 388,-230.5 388,-230.5 534,-230.5 534,-230.5 540,-230.5 546,-236.5 546,-242.5 546,-242.5 546,-286.5 546,-286.5 546,-292.5 540,-298.5 534,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"433\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"423.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"384\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 2, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"435.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 12&#45;&gt;16 -->\n",
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       "<title>12&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M399.8766,-341.8796C408.8232,-330.5536 418.5224,-318.2748 427.5029,-306.9058\"/>\n",
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       "<g id=\"node15\" class=\"node\">\n",
       "<title>14</title>\n",
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       "<text text-anchor=\"start\" x=\"151\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"141.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"102\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
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       "<!-- 13&#45;&gt;14 -->\n",
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       "<title>13&#45;&gt;14</title>\n",
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       "<title>15</title>\n",
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       "<text text-anchor=\"start\" x=\"339\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"329.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"290\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
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       "<!-- 13&#45;&gt;15 -->\n",
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       "<title>13&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M305.8766,-222.8796C314.8232,-211.5536 324.5224,-199.2748 333.5029,-187.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"336.442,-189.8316 339.8941,-179.8149 330.949,-185.4926 336.442,-189.8316\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>20</title>\n",
       "<path fill=\"#e88e4d\" stroke=\"#000000\" d=\"M1107.5,-663C1107.5,-663 954.5,-663 954.5,-663 948.5,-663 942.5,-657 942.5,-651 942.5,-651 942.5,-592 942.5,-592 942.5,-586 948.5,-580 954.5,-580 954.5,-580 1107.5,-580 1107.5,-580 1113.5,-580 1119.5,-586 1119.5,-592 1119.5,-592 1119.5,-651 1119.5,-651 1119.5,-657 1113.5,-663 1107.5,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"990.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.116</text>\n",
       "<text text-anchor=\"start\" x=\"995.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"990\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"950.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1005.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>19&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1093.4239,-698.8796C1086.2309,-689.9633 1078.5616,-680.4565 1071.149,-671.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1073.7224,-668.8836 1064.7195,-663.2981 1068.2742,-673.2788 1073.7224,-668.8836\"/>\n",
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       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>23</title>\n",
       "<path fill=\"#fcebf3\" stroke=\"#000000\" d=\"M1296,-663C1296,-663 1150,-663 1150,-663 1144,-663 1138,-657 1138,-651 1138,-651 1138,-592 1138,-592 1138,-586 1144,-580 1150,-580 1150,-580 1296,-580 1296,-580 1302,-580 1308,-586 1308,-592 1308,-592 1308,-651 1308,-651 1308,-657 1302,-663 1296,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1182.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.293</text>\n",
       "<text text-anchor=\"start\" x=\"1187.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.633</text>\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"1146\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0, 0, 3, 0, 0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1197.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>19&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1160.5761,-698.8796C1167.7691,-689.9633 1175.4384,-680.4565 1182.851,-671.268\"/>\n",
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       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>21</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M917.5,-536.5C917.5,-536.5 764.5,-536.5 764.5,-536.5 758.5,-536.5 752.5,-530.5 752.5,-524.5 752.5,-524.5 752.5,-480.5 752.5,-480.5 752.5,-474.5 758.5,-468.5 764.5,-468.5 764.5,-468.5 917.5,-468.5 917.5,-468.5 923.5,-468.5 929.5,-474.5 929.5,-480.5 929.5,-480.5 929.5,-524.5 929.5,-524.5 929.5,-530.5 923.5,-536.5 917.5,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"813\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"800\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"760.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"815.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>20&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M964.5472,-579.8796C944.8782,-567.5606 923.4093,-554.1143 903.9676,-541.9376\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"905.815,-538.9648 895.4822,-536.623 902.0993,-544.8973 905.815,-538.9648\"/>\n",
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       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>22</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M1106,-536.5C1106,-536.5 960,-536.5 960,-536.5 954,-536.5 948,-530.5 948,-524.5 948,-524.5 948,-480.5 948,-480.5 948,-474.5 954,-468.5 960,-468.5 960,-468.5 1106,-468.5 1106,-468.5 1112,-468.5 1118,-474.5 1118,-480.5 1118,-480.5 1118,-524.5 1118,-524.5 1118,-530.5 1112,-536.5 1106,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1005\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"995.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"956\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1007.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;22 -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>20&#45;&gt;22</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1031.6995,-579.8796C1031.8788,-569.2134 1032.0722,-557.7021 1032.2538,-546.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1035.7546,-546.8724 1032.4233,-536.8149 1028.7556,-546.7547 1035.7546,-546.8724\"/>\n",
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       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>24</title>\n",
       "<path fill=\"#f5b0cf\" stroke=\"#000000\" d=\"M1294,-544C1294,-544 1148,-544 1148,-544 1142,-544 1136,-538 1136,-532 1136,-532 1136,-473 1136,-473 1136,-467 1142,-461 1148,-461 1148,-461 1294,-461 1294,-461 1300,-461 1306,-467 1306,-473 1306,-473 1306,-532 1306,-532 1306,-538 1300,-544 1294,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1180.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.198</text>\n",
       "<text text-anchor=\"start\" x=\"1185.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"1183.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1144\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 3, 0, 0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"1195.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>23&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1222.3005,-579.8796C1222.1628,-571.6838 1222.0166,-562.9891 1221.874,-554.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1225.3701,-554.2378 1221.7025,-544.2981 1218.3711,-554.3555 1225.3701,-554.2378\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g id=\"node34\" class=\"node\">\n",
       "<title>33</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M1482,-544C1482,-544 1336,-544 1336,-544 1330,-544 1324,-538 1324,-532 1324,-532 1324,-473 1324,-473 1324,-467 1330,-461 1336,-461 1336,-461 1482,-461 1482,-461 1488,-461 1494,-467 1494,-473 1494,-473 1494,-532 1494,-532 1494,-538 1488,-544 1482,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1368.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.318</text>\n",
       "<text text-anchor=\"start\" x=\"1373.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"1371.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1332\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0, 0, 0, 0, 0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1383.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;33 -->\n",
       "<g id=\"edge33\" class=\"edge\">\n",
       "<title>23&#45;&gt;33</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1288.0538,-579.8796C1303.3454,-570.0962 1319.7484,-559.6019 1335.386,-549.5971\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1337.4457,-552.4345 1343.983,-544.0969 1333.6732,-546.538 1337.4457,-552.4345\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>25</title>\n",
       "<path fill=\"#bdf6f5\" stroke=\"#000000\" d=\"M1106,-425C1106,-425 960,-425 960,-425 954,-425 948,-419 948,-413 948,-413 948,-354 948,-354 948,-348 954,-342 960,-342 960,-342 1106,-342 1106,-342 1112,-342 1118,-348 1118,-354 1118,-354 1118,-413 1118,-413 1118,-419 1112,-425 1106,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"996.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.26</text>\n",
       "<text text-anchor=\"start\" x=\"1001\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"995.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"956\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 3, 0, 0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1007.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>24&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1155.2467,-460.8796C1139.7906,-451.0962 1123.2113,-440.6019 1107.4055,-430.5971\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1109.0377,-427.488 1098.7162,-425.0969 1105.2938,-433.4027 1109.0377,-427.488\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>32</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M1294,-417.5C1294,-417.5 1148,-417.5 1148,-417.5 1142,-417.5 1136,-411.5 1136,-405.5 1136,-405.5 1136,-361.5 1136,-361.5 1136,-355.5 1142,-349.5 1148,-349.5 1148,-349.5 1294,-349.5 1294,-349.5 1300,-349.5 1306,-355.5 1306,-361.5 1306,-361.5 1306,-405.5 1306,-405.5 1306,-411.5 1300,-417.5 1294,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1193\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1183.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1144\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1195.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;32 -->\n",
       "<g id=\"edge32\" class=\"edge\">\n",
       "<title>24&#45;&gt;32</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1221,-460.8796C1221,-450.2134 1221,-438.7021 1221,-427.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1224.5001,-427.8149 1221,-417.8149 1217.5001,-427.815 1224.5001,-427.8149\"/>\n",
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       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>26</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M1012,-298.5C1012,-298.5 866,-298.5 866,-298.5 860,-298.5 854,-292.5 854,-286.5 854,-286.5 854,-242.5 854,-242.5 854,-236.5 860,-230.5 866,-230.5 866,-230.5 1012,-230.5 1012,-230.5 1018,-230.5 1024,-236.5 1024,-242.5 1024,-242.5 1024,-286.5 1024,-286.5 1024,-292.5 1018,-298.5 1012,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"911\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"901.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"862\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"913.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>25&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1000.1234,-341.8796C991.1768,-330.5536 981.4776,-318.2748 972.4971,-306.9058\"/>\n",
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       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>27</title>\n",
       "<path fill=\"#7beeec\" stroke=\"#000000\" d=\"M1200,-306C1200,-306 1054,-306 1054,-306 1048,-306 1042,-300 1042,-294 1042,-294 1042,-235 1042,-235 1042,-229 1048,-223 1054,-223 1054,-223 1200,-223 1200,-223 1206,-223 1212,-229 1212,-235 1212,-235 1212,-294 1212,-294 1212,-300 1206,-306 1200,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"1086.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.248</text>\n",
       "<text text-anchor=\"start\" x=\"1091.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"1089.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1050\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 3, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1101.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>25&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1065.8766,-341.8796C1072.9197,-332.9633 1080.4293,-323.4565 1087.6874,-314.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1090.5309,-316.3147 1093.983,-306.2981 1085.0379,-311.9757 1090.5309,-316.3147\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>28</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M1106,-179.5C1106,-179.5 960,-179.5 960,-179.5 954,-179.5 948,-173.5 948,-167.5 948,-167.5 948,-123.5 948,-123.5 948,-117.5 954,-111.5 960,-111.5 960,-111.5 1106,-111.5 1106,-111.5 1112,-111.5 1118,-117.5 1118,-123.5 1118,-123.5 1118,-167.5 1118,-167.5 1118,-173.5 1112,-179.5 1106,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1005\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"995.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"956\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 2, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1007.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;28 -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>27&#45;&gt;28</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1094.1234,-222.8796C1085.1768,-211.5536 1075.4776,-199.2748 1066.4971,-187.9058\"/>\n",
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       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>29</title>\n",
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       "<text text-anchor=\"start\" x=\"1180.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.478</text>\n",
       "<text text-anchor=\"start\" x=\"1193\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1183.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1144\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 1, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1195.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>27&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1159.8766,-222.8796C1166.9197,-213.9633 1174.4293,-204.4565 1181.6874,-195.268\"/>\n",
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       "<!-- 30 -->\n",
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       "<title>30</title>\n",
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       "<text text-anchor=\"start\" x=\"1099\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1089.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1050\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 1, 0, 0, 0]</text>\n",
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       "<!-- 29&#45;&gt;30 -->\n",
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       "<title>29&#45;&gt;30</title>\n",
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       "<!-- 31 -->\n",
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       "<title>31</title>\n",
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       "<text text-anchor=\"start\" x=\"1287\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1277.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1238\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1289.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 29&#45;&gt;31 -->\n",
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       "<title>29&#45;&gt;31</title>\n",
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       "<!-- 34 -->\n",
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       "<title>34</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M1482,-417.5C1482,-417.5 1336,-417.5 1336,-417.5 1330,-417.5 1324,-411.5 1324,-405.5 1324,-405.5 1324,-361.5 1324,-361.5 1324,-355.5 1330,-349.5 1336,-349.5 1336,-349.5 1482,-349.5 1482,-349.5 1488,-349.5 1494,-355.5 1494,-361.5 1494,-361.5 1494,-405.5 1494,-405.5 1494,-411.5 1488,-417.5 1482,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1381\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1371.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1332\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1383.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 33&#45;&gt;34 -->\n",
       "<g id=\"edge34\" class=\"edge\">\n",
       "<title>33&#45;&gt;34</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1409,-460.8796C1409,-450.2134 1409,-438.7021 1409,-427.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1412.5001,-427.8149 1409,-417.8149 1405.5001,-427.815 1412.5001,-427.8149\"/>\n",
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       "<!-- 35 -->\n",
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       "<title>35</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1670,-417.5C1670,-417.5 1524,-417.5 1524,-417.5 1518,-417.5 1512,-411.5 1512,-405.5 1512,-405.5 1512,-361.5 1512,-361.5 1512,-355.5 1518,-349.5 1524,-349.5 1524,-349.5 1670,-349.5 1670,-349.5 1676,-349.5 1682,-355.5 1682,-361.5 1682,-361.5 1682,-405.5 1682,-405.5 1682,-411.5 1676,-417.5 1670,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1569\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1559.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"1520\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1571.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;35 -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>33&#45;&gt;35</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1474.7533,-460.8796C1494.128,-448.6158 1515.2676,-435.2348 1534.4363,-423.1015\"/>\n",
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       "<!-- 37 -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>37</title>\n",
       "<path fill=\"#72ecea\" stroke=\"#000000\" d=\"M2046,-782C2046,-782 1900,-782 1900,-782 1894,-782 1888,-776 1888,-770 1888,-770 1888,-711 1888,-711 1888,-705 1894,-699 1900,-699 1900,-699 2046,-699 2046,-699 2052,-699 2058,-705 2058,-711 2058,-711 2058,-770 2058,-770 2058,-776 2052,-782 2046,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1932.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.074</text>\n",
       "<text text-anchor=\"start\" x=\"1937.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.406</text>\n",
       "<text text-anchor=\"start\" x=\"1935.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1896\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 1, 6, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1947.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>36&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2064.685,-817.8796C2053.5868,-808.513 2041.7165,-798.4948 2030.3223,-788.8784\"/>\n",
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       "<!-- 44 -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>44</title>\n",
       "<path fill=\"#b7f6be\" stroke=\"#000000\" d=\"M2328,-782C2328,-782 2182,-782 2182,-782 2176,-782 2170,-776 2170,-770 2170,-770 2170,-711 2170,-711 2170,-705 2176,-699 2182,-699 2182,-699 2328,-699 2328,-699 2334,-699 2340,-705 2340,-711 2340,-711 2340,-770 2340,-770 2340,-776 2334,-782 2328,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"2218.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.58</text>\n",
       "<text text-anchor=\"start\" x=\"2219.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.622</text>\n",
       "<text text-anchor=\"start\" x=\"2214\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"2178\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 2, 8, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2229.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;44 -->\n",
       "<g id=\"edge44\" class=\"edge\">\n",
       "<title>36&#45;&gt;44</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2163.315,-817.8796C2174.4132,-808.513 2186.2835,-798.4948 2197.6777,-788.8784\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2200.0899,-791.4225 2205.4746,-782.2981 2195.575,-786.0731 2200.0899,-791.4225\"/>\n",
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       "<!-- 38 -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>38</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M1858,-655.5C1858,-655.5 1712,-655.5 1712,-655.5 1706,-655.5 1700,-649.5 1700,-643.5 1700,-643.5 1700,-599.5 1700,-599.5 1700,-593.5 1706,-587.5 1712,-587.5 1712,-587.5 1858,-587.5 1858,-587.5 1864,-587.5 1870,-593.5 1870,-599.5 1870,-599.5 1870,-643.5 1870,-643.5 1870,-649.5 1864,-655.5 1858,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1757\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1747.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1708\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1759.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;38 -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>37&#45;&gt;38</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1907.2467,-698.8796C1887.872,-686.6158 1866.7324,-673.2348 1847.5637,-661.1015\"/>\n",
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       "<!-- 39 -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>39</title>\n",
       "<path fill=\"#5ae9e7\" stroke=\"#000000\" d=\"M2046,-663C2046,-663 1900,-663 1900,-663 1894,-663 1888,-657 1888,-651 1888,-651 1888,-592 1888,-592 1888,-586 1894,-580 1900,-580 1900,-580 2046,-580 2046,-580 2052,-580 2058,-586 2058,-592 2058,-592 2058,-651 2058,-651 2058,-657 2052,-663 2046,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1932.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.539</text>\n",
       "<text text-anchor=\"start\" x=\"1937.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"1935.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"1896\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 0, 6, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1947.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 37&#45;&gt;39 -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>37&#45;&gt;39</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1973,-698.8796C1973,-690.6838 1973,-681.9891 1973,-673.5013\"/>\n",
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       "<!-- 40 -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>40</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M1858,-536.5C1858,-536.5 1712,-536.5 1712,-536.5 1706,-536.5 1700,-530.5 1700,-524.5 1700,-524.5 1700,-480.5 1700,-480.5 1700,-474.5 1706,-468.5 1712,-468.5 1712,-468.5 1858,-468.5 1858,-468.5 1864,-468.5 1870,-474.5 1870,-480.5 1870,-480.5 1870,-524.5 1870,-524.5 1870,-530.5 1864,-536.5 1858,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1757\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1747.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1708\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 5, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1759.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;40 -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>39&#45;&gt;40</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1907.2467,-579.8796C1887.872,-567.6158 1866.7324,-554.2348 1847.5637,-542.1015\"/>\n",
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       "<!-- 41 -->\n",
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       "<title>41</title>\n",
       "<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M2046,-544C2046,-544 1900,-544 1900,-544 1894,-544 1888,-538 1888,-532 1888,-532 1888,-473 1888,-473 1888,-467 1894,-461 1900,-461 1900,-461 2046,-461 2046,-461 2052,-461 2058,-467 2058,-473 2058,-473 2058,-532 2058,-532 2058,-538 2052,-544 2046,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1936.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.05</text>\n",
       "<text text-anchor=\"start\" x=\"1945\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1935.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1896\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 0, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1947.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
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       "<!-- 39&#45;&gt;41 -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>39&#45;&gt;41</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1973,-579.8796C1973,-571.6838 1973,-562.9891 1973,-554.5013\"/>\n",
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       "<!-- 42 -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>42</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M1858,-417.5C1858,-417.5 1712,-417.5 1712,-417.5 1706,-417.5 1700,-411.5 1700,-405.5 1700,-405.5 1700,-361.5 1700,-361.5 1700,-355.5 1706,-349.5 1712,-349.5 1712,-349.5 1858,-349.5 1858,-349.5 1864,-349.5 1870,-355.5 1870,-361.5 1870,-361.5 1870,-405.5 1870,-405.5 1870,-411.5 1864,-417.5 1858,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1757\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1747.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1708\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1759.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 41&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>41&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1907.2467,-460.8796C1887.872,-448.6158 1866.7324,-435.2348 1847.5637,-423.1015\"/>\n",
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       "<!-- 43 -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>43</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2046,-417.5C2046,-417.5 1900,-417.5 1900,-417.5 1894,-417.5 1888,-411.5 1888,-405.5 1888,-405.5 1888,-361.5 1888,-361.5 1888,-355.5 1894,-349.5 1900,-349.5 1900,-349.5 2046,-349.5 2046,-349.5 2052,-349.5 2058,-355.5 2058,-361.5 2058,-361.5 2058,-405.5 2058,-405.5 2058,-411.5 2052,-417.5 2046,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1945\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1935.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1896\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1947.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 41&#45;&gt;43 -->\n",
       "<g id=\"edge43\" class=\"edge\">\n",
       "<title>41&#45;&gt;43</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1973,-460.8796C1973,-450.2134 1973,-438.7021 1973,-427.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1976.5001,-427.8149 1973,-417.8149 1969.5001,-427.815 1976.5001,-427.8149\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>45</title>\n",
       "<path fill=\"#55e966\" stroke=\"#000000\" d=\"M2328,-663C2328,-663 2182,-663 2182,-663 2176,-663 2170,-657 2170,-651 2170,-651 2170,-592 2170,-592 2170,-586 2176,-580 2182,-580 2182,-580 2328,-580 2328,-580 2334,-580 2340,-586 2340,-592 2340,-592 2340,-651 2340,-651 2340,-657 2334,-663 2328,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2214.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.002</text>\n",
       "<text text-anchor=\"start\" x=\"2219.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"2217.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"2178\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 7, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2229.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 44&#45;&gt;45 -->\n",
       "<g id=\"edge45\" class=\"edge\">\n",
       "<title>44&#45;&gt;45</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2255,-698.8796C2255,-690.6838 2255,-681.9891 2255,-673.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2258.5001,-673.298 2255,-663.2981 2251.5001,-673.2981 2258.5001,-673.298\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>50</title>\n",
       "<path fill=\"#f5cdb0\" stroke=\"#000000\" d=\"M2610,-663C2610,-663 2464,-663 2464,-663 2458,-663 2452,-657 2452,-651 2452,-651 2452,-592 2452,-592 2452,-586 2458,-580 2464,-580 2464,-580 2610,-580 2610,-580 2616,-580 2622,-586 2622,-592 2622,-592 2622,-651 2622,-651 2622,-657 2616,-663 2610,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2499\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 0.392</text>\n",
       "<text text-anchor=\"start\" x=\"2501.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.571</text>\n",
       "<text text-anchor=\"start\" x=\"2499.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"2460\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 2, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2511.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 44&#45;&gt;50 -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>44&#45;&gt;50</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2340.3746,-704.4731C2372.6774,-690.8418 2409.619,-675.253 2442.6958,-661.295\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2444.0631,-664.517 2451.9156,-657.4044 2441.3415,-658.0677 2444.0631,-664.517\"/>\n",
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       "<!-- 46 -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>46</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M2234,-536.5C2234,-536.5 2088,-536.5 2088,-536.5 2082,-536.5 2076,-530.5 2076,-524.5 2076,-524.5 2076,-480.5 2076,-480.5 2076,-474.5 2082,-468.5 2088,-468.5 2088,-468.5 2234,-468.5 2234,-468.5 2240,-468.5 2246,-474.5 2246,-480.5 2246,-480.5 2246,-524.5 2246,-524.5 2246,-530.5 2240,-536.5 2234,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2133\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2123.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"2084\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 6, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2135.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;46 -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>45&#45;&gt;46</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2222.1234,-579.8796C2213.1768,-568.5536 2203.4776,-556.2748 2194.4971,-544.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2197.051,-542.4926 2188.1059,-536.8149 2191.558,-546.8316 2197.051,-542.4926\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>47</title>\n",
       "<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M2422,-544C2422,-544 2276,-544 2276,-544 2270,-544 2264,-538 2264,-532 2264,-532 2264,-473 2264,-473 2264,-467 2270,-461 2276,-461 2276,-461 2422,-461 2422,-461 2428,-461 2434,-467 2434,-473 2434,-473 2434,-532 2434,-532 2434,-538 2428,-544 2422,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"2311\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.002</text>\n",
       "<text text-anchor=\"start\" x=\"2321\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2311.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2272\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2323.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;47 -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>45&#45;&gt;47</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2287.8766,-579.8796C2294.9197,-570.9633 2302.4293,-561.4565 2309.6874,-552.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2312.5309,-554.3147 2315.983,-544.2981 2307.0379,-549.9757 2312.5309,-554.3147\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>48</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M2234,-417.5C2234,-417.5 2088,-417.5 2088,-417.5 2082,-417.5 2076,-411.5 2076,-405.5 2076,-405.5 2076,-361.5 2076,-361.5 2076,-355.5 2082,-349.5 2088,-349.5 2088,-349.5 2234,-349.5 2234,-349.5 2240,-349.5 2246,-355.5 2246,-361.5 2246,-361.5 2246,-405.5 2246,-405.5 2246,-411.5 2240,-417.5 2234,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2133\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2123.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2084\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2135.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;48 -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>47&#45;&gt;48</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2283.2467,-460.8796C2263.872,-448.6158 2242.7324,-435.2348 2223.5637,-423.1015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2225.2302,-420.0141 2214.9087,-417.623 2221.4863,-425.9288 2225.2302,-420.0141\"/>\n",
       "</g>\n",
       "<!-- 49 -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>49</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M2422,-417.5C2422,-417.5 2276,-417.5 2276,-417.5 2270,-417.5 2264,-411.5 2264,-405.5 2264,-405.5 2264,-361.5 2264,-361.5 2264,-355.5 2270,-349.5 2276,-349.5 2276,-349.5 2422,-349.5 2422,-349.5 2428,-349.5 2434,-355.5 2434,-361.5 2434,-361.5 2434,-405.5 2434,-405.5 2434,-411.5 2428,-417.5 2422,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2321\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2311.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2272\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2323.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;49 -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>47&#45;&gt;49</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2349,-460.8796C2349,-450.2134 2349,-438.7021 2349,-427.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2352.5001,-427.8149 2349,-417.8149 2345.5001,-427.815 2352.5001,-427.8149\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>51</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M2610,-544C2610,-544 2464,-544 2464,-544 2458,-544 2452,-538 2452,-532 2452,-532 2452,-473 2452,-473 2452,-467 2458,-461 2464,-461 2464,-461 2610,-461 2610,-461 2616,-461 2622,-467 2622,-473 2622,-473 2622,-532 2622,-532 2622,-538 2616,-544 2610,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"2496.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.183</text>\n",
       "<text text-anchor=\"start\" x=\"2501.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2499.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"2460\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 2, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2511.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;51 -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>50&#45;&gt;51</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2537,-579.8796C2537,-571.6838 2537,-562.9891 2537,-554.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2540.5001,-554.298 2537,-544.2981 2533.5001,-554.2981 2540.5001,-554.298\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>58</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M2798,-536.5C2798,-536.5 2652,-536.5 2652,-536.5 2646,-536.5 2640,-530.5 2640,-524.5 2640,-524.5 2640,-480.5 2640,-480.5 2640,-474.5 2646,-468.5 2652,-468.5 2652,-468.5 2798,-468.5 2798,-468.5 2804,-468.5 2810,-474.5 2810,-480.5 2810,-480.5 2810,-524.5 2810,-524.5 2810,-530.5 2804,-536.5 2798,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2697\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2687.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2648\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2699.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;58 -->\n",
       "<g id=\"edge58\" class=\"edge\">\n",
       "<title>50&#45;&gt;58</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2602.7533,-579.8796C2622.128,-567.6158 2643.2676,-554.2348 2662.4363,-542.1015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2664.5137,-544.9288 2671.0913,-536.623 2660.7698,-539.0141 2664.5137,-544.9288\"/>\n",
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       "<!-- 52 -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>52</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M2610,-417.5C2610,-417.5 2464,-417.5 2464,-417.5 2458,-417.5 2452,-411.5 2452,-405.5 2452,-405.5 2452,-361.5 2452,-361.5 2452,-355.5 2458,-349.5 2464,-349.5 2464,-349.5 2610,-349.5 2610,-349.5 2616,-349.5 2622,-355.5 2622,-361.5 2622,-361.5 2622,-405.5 2622,-405.5 2622,-411.5 2616,-417.5 2610,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2509\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2499.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2460\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2509.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;52 -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>51&#45;&gt;52</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2537,-460.8796C2537,-450.2134 2537,-438.7021 2537,-427.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2540.5001,-427.8149 2537,-417.8149 2533.5001,-427.815 2540.5001,-427.8149\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>53</title>\n",
       "<path fill=\"#eca06a\" stroke=\"#000000\" d=\"M2798,-425C2798,-425 2652,-425 2652,-425 2646,-425 2640,-419 2640,-413 2640,-413 2640,-354 2640,-354 2640,-348 2646,-342 2652,-342 2652,-342 2798,-342 2798,-342 2804,-342 2810,-348 2810,-354 2810,-354 2810,-413 2810,-413 2810,-419 2804,-425 2798,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2684.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;0.563</text>\n",
       "<text text-anchor=\"start\" x=\"2693\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"2687.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2648\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2699.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;53 -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>51&#45;&gt;53</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2602.7533,-460.8796C2618.2094,-451.0962 2634.7887,-440.6019 2650.5945,-430.5971\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2652.7062,-433.4027 2659.2838,-425.0969 2648.9623,-427.488 2652.7062,-433.4027\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>54</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2704,-298.5C2704,-298.5 2558,-298.5 2558,-298.5 2552,-298.5 2546,-292.5 2546,-286.5 2546,-286.5 2546,-242.5 2546,-242.5 2546,-236.5 2552,-230.5 2558,-230.5 2558,-230.5 2704,-230.5 2704,-230.5 2710,-230.5 2716,-236.5 2716,-242.5 2716,-242.5 2716,-286.5 2716,-286.5 2716,-292.5 2710,-298.5 2704,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2603\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2593.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2554\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2605.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;54 -->\n",
       "<g id=\"edge54\" class=\"edge\">\n",
       "<title>53&#45;&gt;54</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2692.1234,-341.8796C2683.1768,-330.5536 2673.4776,-318.2748 2664.4971,-306.9058\"/>\n",
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       "</g>\n",
       "<!-- 55 -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>55</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M2892,-306C2892,-306 2746,-306 2746,-306 2740,-306 2734,-300 2734,-294 2734,-294 2734,-235 2734,-235 2734,-229 2740,-223 2746,-223 2746,-223 2892,-223 2892,-223 2898,-223 2904,-229 2904,-235 2904,-235 2904,-294 2904,-294 2904,-300 2898,-306 2892,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"2778.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.025</text>\n",
       "<text text-anchor=\"start\" x=\"2783.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2781.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2742\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2793.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;55 -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>53&#45;&gt;55</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2757.8766,-341.8796C2764.9197,-332.9633 2772.4293,-323.4565 2779.6874,-314.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2782.5309,-316.3147 2785.983,-306.2981 2777.0379,-311.9757 2782.5309,-316.3147\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>56</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M2798,-179.5C2798,-179.5 2652,-179.5 2652,-179.5 2646,-179.5 2640,-173.5 2640,-167.5 2640,-167.5 2640,-123.5 2640,-123.5 2640,-117.5 2646,-111.5 2652,-111.5 2652,-111.5 2798,-111.5 2798,-111.5 2804,-111.5 2810,-117.5 2810,-123.5 2810,-123.5 2810,-167.5 2810,-167.5 2810,-173.5 2804,-179.5 2798,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2697\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2687.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2648\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2697.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;56 -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>55&#45;&gt;56</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2786.1234,-222.8796C2777.1768,-211.5536 2767.4776,-199.2748 2758.4971,-187.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2761.051,-185.4926 2752.1059,-179.8149 2755.558,-189.8316 2761.051,-185.4926\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>57</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2986,-179.5C2986,-179.5 2840,-179.5 2840,-179.5 2834,-179.5 2828,-173.5 2828,-167.5 2828,-167.5 2828,-123.5 2828,-123.5 2828,-117.5 2834,-111.5 2840,-111.5 2840,-111.5 2986,-111.5 2986,-111.5 2992,-111.5 2998,-117.5 2998,-123.5 2998,-123.5 2998,-167.5 2998,-167.5 2998,-173.5 2992,-179.5 2986,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2885\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2875.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2836\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2887.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = [</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;57 -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>55&#45;&gt;57</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2851.8766,-222.8796C2860.8232,-211.5536 2870.5224,-199.2748 2879.5029,-187.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2882.442,-189.8316 2885.8941,-179.8149 2876.949,-185.4926 2882.442,-189.8316\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g id=\"node61\" class=\"node\">\n",
       "<title>60</title>\n",
       "<path fill=\"#4ae7e5\" stroke=\"#000000\" d=\"M3413.5,-901C3413.5,-901 3260.5,-901 3260.5,-901 3254.5,-901 3248.5,-895 3248.5,-889 3248.5,-889 3248.5,-830 3248.5,-830 3248.5,-824 3254.5,-818 3260.5,-818 3260.5,-818 3413.5,-818 3413.5,-818 3419.5,-818 3425.5,-824 3425.5,-830 3425.5,-830 3425.5,-889 3425.5,-889 3425.5,-895 3419.5,-901 3413.5,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3296.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.148</text>\n",
       "<text text-anchor=\"start\" x=\"3301.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.156</text>\n",
       "<text text-anchor=\"start\" x=\"3296\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 48</text>\n",
       "<text text-anchor=\"start\" x=\"3256.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 2, 44, 0, 0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3311.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 59&#45;&gt;60 -->\n",
       "<g id=\"edge60\" class=\"edge\">\n",
       "<title>59&#45;&gt;60</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3421.5323,-936.8796C3411.3983,-927.6031 3400.566,-917.6874 3390.1535,-908.1559\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3392.4013,-905.4685 3382.6618,-901.2981 3387.6748,-910.6319 3392.4013,-905.4685\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g id=\"node72\" class=\"node\">\n",
       "<title>71</title>\n",
       "<path fill=\"#ec72a9\" stroke=\"#000000\" d=\"M3696.5,-901C3696.5,-901 3543.5,-901 3543.5,-901 3537.5,-901 3531.5,-895 3531.5,-889 3531.5,-889 3531.5,-830 3531.5,-830 3531.5,-824 3537.5,-818 3543.5,-818 3543.5,-818 3696.5,-818 3696.5,-818 3702.5,-818 3708.5,-824 3708.5,-830 3708.5,-830 3708.5,-889 3708.5,-889 3708.5,-895 3702.5,-901 3696.5,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3579.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;0.121</text>\n",
       "<text text-anchor=\"start\" x=\"3584.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.414</text>\n",
       "<text text-anchor=\"start\" x=\"3579\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"3539.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 2, 1, 0, 0, 12]</text>\n",
       "<text text-anchor=\"start\" x=\"3594.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 59&#45;&gt;71 -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>59&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3520.512,-936.8796C3532.7412,-927.368 3545.8344,-917.1843 3558.3732,-907.432\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3560.7735,-909.9991 3566.5182,-901.0969 3556.4759,-904.4736 3560.7735,-909.9991\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g id=\"node62\" class=\"node\">\n",
       "<title>61</title>\n",
       "<path fill=\"#3ee6e3\" stroke=\"#000000\" d=\"M3177.5,-782C3177.5,-782 3024.5,-782 3024.5,-782 3018.5,-782 3012.5,-776 3012.5,-770 3012.5,-770 3012.5,-711 3012.5,-711 3012.5,-705 3018.5,-699 3024.5,-699 3024.5,-699 3177.5,-699 3177.5,-699 3183.5,-699 3189.5,-705 3189.5,-711 3189.5,-711 3189.5,-770 3189.5,-770 3189.5,-776 3183.5,-782 3177.5,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3060.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.441</text>\n",
       "<text text-anchor=\"start\" x=\"3065.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.046</text>\n",
       "<text text-anchor=\"start\" x=\"3060\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 42</text>\n",
       "<text text-anchor=\"start\" x=\"3020.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 41, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3075.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 60&#45;&gt;61 -->\n",
       "<g id=\"edge61\" class=\"edge\">\n",
       "<title>60&#45;&gt;61</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3254.4587,-817.8796C3234.4276,-807.7791 3212.8936,-796.9209 3192.4768,-786.626\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3193.9997,-783.4742 3183.4947,-782.0969 3190.848,-789.7245 3193.9997,-783.4742\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>66</title>\n",
       "<path fill=\"#cef8f8\" stroke=\"#000000\" d=\"M3410,-782C3410,-782 3264,-782 3264,-782 3258,-782 3252,-776 3252,-770 3252,-770 3252,-711 3252,-711 3252,-705 3258,-699 3264,-699 3264,-699 3410,-699 3410,-699 3416,-699 3422,-705 3422,-711 3422,-711 3422,-770 3422,-770 3422,-776 3416,-782 3410,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3296.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.065</text>\n",
       "<text text-anchor=\"start\" x=\"3301.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.611</text>\n",
       "<text text-anchor=\"start\" x=\"3299.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3260\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 2, 3, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3311.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 60&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>60&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3337,-817.8796C3337,-809.6838 3337,-800.9891 3337,-792.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3340.5001,-792.298 3337,-782.2981 3333.5001,-792.2981 3340.5001,-792.298\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g id=\"node63\" class=\"node\">\n",
       "<title>62</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M2985.5,-655.5C2985.5,-655.5 2832.5,-655.5 2832.5,-655.5 2826.5,-655.5 2820.5,-649.5 2820.5,-643.5 2820.5,-643.5 2820.5,-599.5 2820.5,-599.5 2820.5,-593.5 2826.5,-587.5 2832.5,-587.5 2832.5,-587.5 2985.5,-587.5 2985.5,-587.5 2991.5,-587.5 2997.5,-593.5 2997.5,-599.5 2997.5,-599.5 2997.5,-643.5 2997.5,-643.5 2997.5,-649.5 2991.5,-655.5 2985.5,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2881\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2868\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"2828.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 33, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2883.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;62 -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>61&#45;&gt;62</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3033.8477,-698.8796C3013.9717,-686.5606 2992.2768,-673.1143 2972.6305,-660.9376\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2974.3993,-657.9163 2964.0557,-655.623 2970.7116,-663.8661 2974.3993,-657.9163\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g id=\"node64\" class=\"node\">\n",
       "<title>63</title>\n",
       "<path fill=\"#52e8e6\" stroke=\"#000000\" d=\"M3174,-663C3174,-663 3028,-663 3028,-663 3022,-663 3016,-657 3016,-651 3016,-651 3016,-592 3016,-592 3016,-586 3022,-580 3028,-580 3028,-580 3174,-580 3174,-580 3180,-580 3186,-586 3186,-592 3186,-592 3186,-651 3186,-651 3186,-657 3180,-663 3174,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3060.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;2.433</text>\n",
       "<text text-anchor=\"start\" x=\"3065.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"3063.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"3024\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 8, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3075.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;63 -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>61&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3101,-698.8796C3101,-690.6838 3101,-681.9891 3101,-673.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3104.5001,-673.298 3101,-663.2981 3097.5001,-673.2981 3104.5001,-673.298\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g id=\"node65\" class=\"node\">\n",
       "<title>64</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M2986,-536.5C2986,-536.5 2840,-536.5 2840,-536.5 2834,-536.5 2828,-530.5 2828,-524.5 2828,-524.5 2828,-480.5 2828,-480.5 2828,-474.5 2834,-468.5 2840,-468.5 2840,-468.5 2986,-468.5 2986,-468.5 2992,-468.5 2998,-474.5 2998,-480.5 2998,-480.5 2998,-524.5 2998,-524.5 2998,-530.5 2992,-536.5 2986,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2885\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2875.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2836\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2887.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;64 -->\n",
       "<g id=\"edge64\" class=\"edge\">\n",
       "<title>63&#45;&gt;64</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3035.2467,-579.8796C3015.872,-567.6158 2994.7324,-554.2348 2975.5637,-542.1015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2977.2302,-539.0141 2966.9087,-536.623 2973.4863,-544.9288 2977.2302,-539.0141\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g id=\"node66\" class=\"node\">\n",
       "<title>65</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M3174,-536.5C3174,-536.5 3028,-536.5 3028,-536.5 3022,-536.5 3016,-530.5 3016,-524.5 3016,-524.5 3016,-480.5 3016,-480.5 3016,-474.5 3022,-468.5 3028,-468.5 3028,-468.5 3174,-468.5 3174,-468.5 3180,-468.5 3186,-474.5 3186,-480.5 3186,-480.5 3186,-524.5 3186,-524.5 3186,-530.5 3180,-536.5 3174,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3073\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3063.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"3024\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 8, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3075.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;65 -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>63&#45;&gt;65</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3101,-579.8796C3101,-569.2134 3101,-557.7021 3101,-546.9015\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3104.5001,-546.8149 3101,-536.8149 3097.5001,-546.815 3104.5001,-546.8149\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g id=\"node68\" class=\"node\">\n",
       "<title>67</title>\n",
       "<path fill=\"#9cf2a6\" stroke=\"#000000\" d=\"M3362,-663C3362,-663 3216,-663 3216,-663 3210,-663 3204,-657 3204,-651 3204,-651 3204,-592 3204,-592 3204,-586 3210,-580 3216,-580 3216,-580 3362,-580 3362,-580 3368,-580 3374,-586 3374,-592 3374,-592 3374,-651 3374,-651 3374,-657 3368,-663 3362,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3258.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.2</text>\n",
       "<text text-anchor=\"start\" x=\"3253.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3251.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3212\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 2, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3263.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>66&#45;&gt;67</title>\n",
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       "<!-- 70 -->\n",
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       "<title>70</title>\n",
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       "<text text-anchor=\"start\" x=\"3449\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3439.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
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       "<!-- 66&#45;&gt;70 -->\n",
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       "<title>66&#45;&gt;70</title>\n",
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       "<!-- 68 -->\n",
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       "<title>68</title>\n",
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       "<text text-anchor=\"start\" x=\"3261\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3251.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3212\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3263.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 67&#45;&gt;68 -->\n",
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       "<title>67&#45;&gt;68</title>\n",
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       "<!-- 69 -->\n",
       "<g id=\"node70\" class=\"node\">\n",
       "<title>69</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M3550,-536.5C3550,-536.5 3404,-536.5 3404,-536.5 3398,-536.5 3392,-530.5 3392,-524.5 3392,-524.5 3392,-480.5 3392,-480.5 3392,-474.5 3398,-468.5 3404,-468.5 3404,-468.5 3550,-468.5 3550,-468.5 3556,-468.5 3562,-474.5 3562,-480.5 3562,-480.5 3562,-524.5 3562,-524.5 3562,-530.5 3556,-536.5 3550,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3449\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3439.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3400\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 2, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3451.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 67&#45;&gt;69 -->\n",
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       "<title>67&#45;&gt;69</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3354.7533,-579.8796C3374.128,-567.6158 3395.2676,-554.2348 3414.4363,-542.1015\"/>\n",
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       "<!-- 72 -->\n",
       "<g id=\"node73\" class=\"node\">\n",
       "<title>72</title>\n",
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       "<text text-anchor=\"start\" x=\"3582\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.239</text>\n",
       "<text text-anchor=\"start\" x=\"3584.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.347</text>\n",
       "<text text-anchor=\"start\" x=\"3579\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"3539.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 1, 1, 0, 0, 12]</text>\n",
       "<text text-anchor=\"start\" x=\"3594.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 71&#45;&gt;72 -->\n",
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       "<title>71&#45;&gt;72</title>\n",
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       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3623.5001,-792.298 3620,-782.2981 3616.5001,-792.2981 3623.5001,-792.298\"/>\n",
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       "<!-- 83 -->\n",
       "<g id=\"node84\" class=\"node\">\n",
       "<title>83</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M3885,-774.5C3885,-774.5 3739,-774.5 3739,-774.5 3733,-774.5 3727,-768.5 3727,-762.5 3727,-762.5 3727,-718.5 3727,-718.5 3727,-712.5 3733,-706.5 3739,-706.5 3739,-706.5 3885,-706.5 3885,-706.5 3891,-706.5 3897,-712.5 3897,-718.5 3897,-718.5 3897,-762.5 3897,-762.5 3897,-768.5 3891,-774.5 3885,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3784\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3774.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3735\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3786.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
       "</g>\n",
       "<!-- 71&#45;&gt;83 -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>71&#45;&gt;83</title>\n",
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       "<!-- 73 -->\n",
       "<g id=\"node74\" class=\"node\">\n",
       "<title>73</title>\n",
       "<path fill=\"#f29cc2\" stroke=\"#000000\" d=\"M3738,-663C3738,-663 3592,-663 3592,-663 3586,-663 3580,-657 3580,-651 3580,-651 3580,-592 3580,-592 3580,-586 3586,-580 3592,-580 3592,-580 3738,-580 3738,-580 3744,-580 3750,-586 3750,-592 3750,-592 3750,-651 3750,-651 3750,-657 3744,-663 3738,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3624.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.661</text>\n",
       "<text text-anchor=\"start\" x=\"3629.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.612</text>\n",
       "<text text-anchor=\"start\" x=\"3627.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3588\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 1, 1, 0, 0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3639.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 72&#45;&gt;73 -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>72&#45;&gt;73</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3635.7388,-698.8796C3638.9402,-690.4136 3642.3429,-681.4153 3645.6528,-672.6626\"/>\n",
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       "<!-- 82 -->\n",
       "<g id=\"node83\" class=\"node\">\n",
       "<title>82</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M3926,-655.5C3926,-655.5 3780,-655.5 3780,-655.5 3774,-655.5 3768,-649.5 3768,-643.5 3768,-643.5 3768,-599.5 3768,-599.5 3768,-593.5 3774,-587.5 3780,-587.5 3780,-587.5 3926,-587.5 3926,-587.5 3932,-587.5 3938,-593.5 3938,-599.5 3938,-599.5 3938,-643.5 3938,-643.5 3938,-649.5 3932,-655.5 3926,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3825\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3815.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"3776\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"3827.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 72&#45;&gt;82 -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>72&#45;&gt;82</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3701.4921,-698.8796C3726.0452,-686.3396 3752.8853,-672.6315 3777.0623,-660.2836\"/>\n",
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       "<!-- 74 -->\n",
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       "<title>74</title>\n",
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       "<text text-anchor=\"start\" x=\"3624.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ &#45;1.818</text>\n",
       "<text text-anchor=\"start\" x=\"3637\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3627.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3588\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3639.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 73&#45;&gt;74 -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>73&#45;&gt;74</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3665,-579.8796C3665,-571.6838 3665,-562.9891 3665,-554.5013\"/>\n",
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       "<!-- 77 -->\n",
       "<g id=\"node78\" class=\"node\">\n",
       "<title>77</title>\n",
       "<path fill=\"#ec6aa4\" stroke=\"#000000\" d=\"M3926,-544C3926,-544 3780,-544 3780,-544 3774,-544 3768,-538 3768,-532 3768,-532 3768,-473 3768,-473 3768,-467 3774,-461 3780,-461 3780,-461 3926,-461 3926,-461 3932,-461 3938,-467 3938,-473 3938,-473 3938,-532 3938,-532 3938,-538 3932,-544 3926,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"3815\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.125</text>\n",
       "<text text-anchor=\"start\" x=\"3821\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"3815.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"3776\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0, 0, 0, 0, 0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3827.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 73&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>73&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3730.7533,-579.8796C3746.2094,-570.0962 3762.7887,-559.6019 3778.5945,-549.5971\"/>\n",
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       "<!-- 75 -->\n",
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       "<title>75</title>\n",
       "<path fill=\"#39e54d\" stroke=\"#000000\" d=\"M3550,-417.5C3550,-417.5 3404,-417.5 3404,-417.5 3398,-417.5 3392,-411.5 3392,-405.5 3392,-405.5 3392,-361.5 3392,-361.5 3392,-355.5 3398,-349.5 3404,-349.5 3404,-349.5 3550,-349.5 3550,-349.5 3556,-349.5 3562,-355.5 3562,-361.5 3562,-361.5 3562,-405.5 3562,-405.5 3562,-411.5 3556,-417.5 3550,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3449\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3439.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3400\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 1, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3451.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 74&#45;&gt;75 -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>74&#45;&gt;75</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3599.2467,-460.8796C3579.872,-448.6158 3558.7324,-435.2348 3539.5637,-423.1015\"/>\n",
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       "<!-- 76 -->\n",
       "<g id=\"node77\" class=\"node\">\n",
       "<title>76</title>\n",
       "<path fill=\"#39e5e2\" stroke=\"#000000\" d=\"M3738,-417.5C3738,-417.5 3592,-417.5 3592,-417.5 3586,-417.5 3580,-411.5 3580,-405.5 3580,-405.5 3580,-361.5 3580,-361.5 3580,-355.5 3586,-349.5 3592,-349.5 3592,-349.5 3738,-349.5 3738,-349.5 3744,-349.5 3750,-355.5 3750,-361.5 3750,-361.5 3750,-405.5 3750,-405.5 3750,-411.5 3744,-417.5 3738,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3637\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3627.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3588\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 1, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3639.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 74&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>74&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3665,-460.8796C3665,-450.2134 3665,-438.7021 3665,-427.9015\"/>\n",
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       "<!-- 78 -->\n",
       "<g id=\"node79\" class=\"node\">\n",
       "<title>78</title>\n",
       "<path fill=\"#e53986\" stroke=\"#000000\" d=\"M3926,-417.5C3926,-417.5 3780,-417.5 3780,-417.5 3774,-417.5 3768,-411.5 3768,-405.5 3768,-405.5 3768,-361.5 3768,-361.5 3768,-355.5 3774,-349.5 3780,-349.5 3780,-349.5 3926,-349.5 3926,-349.5 3932,-349.5 3938,-355.5 3938,-361.5 3938,-361.5 3938,-405.5 3938,-405.5 3938,-411.5 3932,-417.5 3926,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3825\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3815.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3776\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"3827.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = &#160;</text>\n",
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       "<!-- 77&#45;&gt;78 -->\n",
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       "<title>77&#45;&gt;78</title>\n",
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       "<title>79</title>\n",
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       "<text text-anchor=\"start\" x=\"4003\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.181</text>\n",
       "<text text-anchor=\"start\" x=\"4013\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
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       "<!-- 77&#45;&gt;79 -->\n",
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       "<title>77&#45;&gt;79</title>\n",
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       "<!-- 80 -->\n",
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       "<title>80</title>\n",
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       "<!-- 79&#45;&gt;80 -->\n",
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       "<title>79&#45;&gt;80</title>\n",
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       "<title>81</title>\n",
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       "<text text-anchor=\"start\" x=\"4109\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4099.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4060\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 0, 1]</text>\n",
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       "<!-- 79&#45;&gt;81 -->\n",
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       "<title>79&#45;&gt;81</title>\n",
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       "<!-- 85 -->\n",
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       "<title>85</title>\n",
       "<path fill=\"#eed5f9\" stroke=\"#000000\" d=\"M4080.5,-1139C4080.5,-1139 3919.5,-1139 3919.5,-1139 3913.5,-1139 3907.5,-1133 3907.5,-1127 3907.5,-1127 3907.5,-1068 3907.5,-1068 3907.5,-1062 3913.5,-1056 3919.5,-1056 3919.5,-1056 4080.5,-1056 4080.5,-1056 4086.5,-1056 4092.5,-1062 4092.5,-1068 4092.5,-1068 4092.5,-1127 4092.5,-1127 4092.5,-1133 4086.5,-1139 4080.5,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"3962\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 4.698</text>\n",
       "<text text-anchor=\"start\" x=\"3964.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.531</text>\n",
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       "<text text-anchor=\"start\" x=\"3915.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 10, 0, 0, 1, 13, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3974.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 84&#45;&gt;85 -->\n",
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       "<title>84&#45;&gt;85</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4000,-1174.8796C4000,-1166.6838 4000,-1157.9891 4000,-1149.5013\"/>\n",
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       "<!-- 92 -->\n",
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       "<title>92</title>\n",
       "<path fill=\"#4f69e8\" stroke=\"#000000\" d=\"M4454.5,-1139C4454.5,-1139 4301.5,-1139 4301.5,-1139 4295.5,-1139 4289.5,-1133 4289.5,-1127 4289.5,-1127 4289.5,-1068 4289.5,-1068 4289.5,-1062 4295.5,-1056 4301.5,-1056 4301.5,-1056 4454.5,-1056 4454.5,-1056 4460.5,-1056 4466.5,-1062 4466.5,-1068 4466.5,-1068 4466.5,-1127 4466.5,-1127 4466.5,-1133 4460.5,-1139 4454.5,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"4340\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 0.998</text>\n",
       "<text text-anchor=\"start\" x=\"4342.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.178</text>\n",
       "<text text-anchor=\"start\" x=\"4337\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 91</text>\n",
       "<text text-anchor=\"start\" x=\"4297.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 9, 0, 0, 82, 0, 0]</text>\n",
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       "<!-- 84&#45;&gt;92 -->\n",
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       "<title>84&#45;&gt;92</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4096.3634,-1186.1634C4152.5021,-1168.4901 4223.1275,-1146.2562 4279.6097,-1128.4747\"/>\n",
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       "<!-- 86 -->\n",
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       "<title>86</title>\n",
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       "<text text-anchor=\"start\" x=\"3862.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.729</text>\n",
       "<text text-anchor=\"start\" x=\"3867.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"3862\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
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       "<text text-anchor=\"start\" x=\"3875.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 85&#45;&gt;86 -->\n",
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       "<title>85&#45;&gt;86</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3966.0741,-1055.8796C3958.8062,-1046.9633 3951.057,-1037.4565 3943.5672,-1028.268\"/>\n",
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       "<!-- 91 -->\n",
       "<g id=\"node92\" class=\"node\">\n",
       "<title>91</title>\n",
       "<path fill=\"#b139e5\" stroke=\"#000000\" d=\"M4174.5,-1012.5C4174.5,-1012.5 4021.5,-1012.5 4021.5,-1012.5 4015.5,-1012.5 4009.5,-1006.5 4009.5,-1000.5 4009.5,-1000.5 4009.5,-956.5 4009.5,-956.5 4009.5,-950.5 4015.5,-944.5 4021.5,-944.5 4021.5,-944.5 4174.5,-944.5 4174.5,-944.5 4180.5,-944.5 4186.5,-950.5 4186.5,-956.5 4186.5,-956.5 4186.5,-1000.5 4186.5,-1000.5 4186.5,-1006.5 4180.5,-1012.5 4174.5,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4070\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4057\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"4017.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 0, 13, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4072.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = ,</text>\n",
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       "<!-- 85&#45;&gt;91 -->\n",
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       "<title>85&#45;&gt;91</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4034.2756,-1055.8796C4043.6935,-1044.4436 4053.9113,-1032.0363 4063.35,-1020.575\"/>\n",
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       "<!-- 87 -->\n",
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       "<title>87</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M3929,-893.5C3929,-893.5 3783,-893.5 3783,-893.5 3777,-893.5 3771,-887.5 3771,-881.5 3771,-881.5 3771,-837.5 3771,-837.5 3771,-831.5 3777,-825.5 3783,-825.5 3783,-825.5 3929,-825.5 3929,-825.5 3935,-825.5 3941,-831.5 3941,-837.5 3941,-837.5 3941,-881.5 3941,-881.5 3941,-887.5 3935,-893.5 3929,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3828\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3818.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
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       "<text text-anchor=\"start\" x=\"3828.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 86&#45;&gt;87 -->\n",
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       "<title>86&#45;&gt;87</title>\n",
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       "<title>88</title>\n",
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       "<text text-anchor=\"start\" x=\"4003.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.688</text>\n",
       "<text text-anchor=\"start\" x=\"4012\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"4006.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"3967\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4, 0, 0, 1, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4016.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 86&#45;&gt;88 -->\n",
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       "<title>86&#45;&gt;88</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3952.315,-936.8796C3963.4132,-927.513 3975.2835,-917.4948 3986.6777,-907.8784\"/>\n",
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       "<title>89</title>\n",
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       "<text text-anchor=\"start\" x=\"3972\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3962.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3972.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 88&#45;&gt;89 -->\n",
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       "<title>88&#45;&gt;89</title>\n",
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       "<title>90</title>\n",
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       "<text text-anchor=\"start\" x=\"4150.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
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       "<title>88&#45;&gt;90</title>\n",
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       "<!-- 93 -->\n",
       "<g id=\"node94\" class=\"node\">\n",
       "<title>93</title>\n",
       "<path fill=\"#dbf29c\" stroke=\"#000000\" d=\"M4451,-1020C4451,-1020 4305,-1020 4305,-1020 4299,-1020 4293,-1014 4293,-1008 4293,-1008 4293,-949 4293,-949 4293,-943 4299,-937 4305,-937 4305,-937 4451,-937 4451,-937 4457,-937 4463,-943 4463,-949 4463,-949 4463,-1008 4463,-1008 4463,-1014 4457,-1020 4451,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"4337.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.128</text>\n",
       "<text text-anchor=\"start\" x=\"4342.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"4340.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"4301\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4, 0, 0, 2, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4350.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;93 -->\n",
       "<g id=\"edge93\" class=\"edge\">\n",
       "<title>92&#45;&gt;93</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4378,-1055.8796C4378,-1047.6838 4378,-1038.9891 4378,-1030.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4381.5001,-1030.298 4378,-1020.2981 4374.5001,-1030.2981 4381.5001,-1030.298\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g id=\"node99\" class=\"node\">\n",
       "<title>98</title>\n",
       "<path fill=\"#4561e7\" stroke=\"#000000\" d=\"M4832.5,-1020C4832.5,-1020 4679.5,-1020 4679.5,-1020 4673.5,-1020 4667.5,-1014 4667.5,-1008 4667.5,-1008 4667.5,-949 4667.5,-949 4667.5,-943 4673.5,-937 4679.5,-937 4679.5,-937 4832.5,-937 4832.5,-937 4838.5,-937 4844.5,-943 4844.5,-949 4844.5,-949 4844.5,-1008 4844.5,-1008 4844.5,-1014 4838.5,-1020 4832.5,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"4718\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 3.471</text>\n",
       "<text text-anchor=\"start\" x=\"4720.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.111</text>\n",
       "<text text-anchor=\"start\" x=\"4715\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 85</text>\n",
       "<text text-anchor=\"start\" x=\"4675.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 5, 0, 0, 80, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4728.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 92&#45;&gt;98 -->\n",
       "<g id=\"edge98\" class=\"edge\">\n",
       "<title>92&#45;&gt;98</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4466.6242,-1069.5998C4523.8819,-1051.5742 4598.4541,-1028.0978 4657.5558,-1009.4917\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4658.7895,-1012.7727 4667.2769,-1006.4313 4656.6874,-1006.0958 4658.7895,-1012.7727\"/>\n",
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       "<!-- 94 -->\n",
       "<g id=\"node95\" class=\"node\">\n",
       "<title>94</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M4402,-893.5C4402,-893.5 4256,-893.5 4256,-893.5 4250,-893.5 4244,-887.5 4244,-881.5 4244,-881.5 4244,-837.5 4244,-837.5 4244,-831.5 4250,-825.5 4256,-825.5 4256,-825.5 4402,-825.5 4402,-825.5 4408,-825.5 4414,-831.5 4414,-837.5 4414,-837.5 4414,-881.5 4414,-881.5 4414,-887.5 4408,-893.5 4402,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4301\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4291.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"4252\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4301.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;94 -->\n",
       "<g id=\"edge94\" class=\"edge\">\n",
       "<title>93&#45;&gt;94</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4360.8622,-936.8796C4356.3797,-925.9935 4351.5347,-914.227 4347.0083,-903.2344\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4350.1736,-901.7291 4343.1297,-893.8149 4343.7009,-904.3944 4350.1736,-901.7291\"/>\n",
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       "<!-- 95 -->\n",
       "<g id=\"node96\" class=\"node\">\n",
       "<title>95</title>\n",
       "<path fill=\"#9caaf2\" stroke=\"#000000\" d=\"M4590,-901C4590,-901 4444,-901 4444,-901 4438,-901 4432,-895 4432,-889 4432,-889 4432,-830 4432,-830 4432,-824 4438,-818 4444,-818 4444,-818 4590,-818 4590,-818 4596,-818 4602,-824 4602,-830 4602,-830 4602,-889 4602,-889 4602,-895 4596,-901 4590,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"4479\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 0.922</text>\n",
       "<text text-anchor=\"start\" x=\"4481.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"4479.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"4440\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 2, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4489.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;95 -->\n",
       "<g id=\"edge95\" class=\"edge\">\n",
       "<title>93&#45;&gt;95</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4426.6155,-936.8796C4437.5562,-927.513 4449.2582,-917.4948 4460.4908,-907.8784\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4462.8568,-910.4603 4468.177,-901.2981 4458.3044,-905.1428 4462.8568,-910.4603\"/>\n",
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       "<!-- 96 -->\n",
       "<g id=\"node97\" class=\"node\">\n",
       "<title>96</title>\n",
       "<path fill=\"#3956e5\" stroke=\"#000000\" d=\"M4449,-774.5C4449,-774.5 4303,-774.5 4303,-774.5 4297,-774.5 4291,-768.5 4291,-762.5 4291,-762.5 4291,-718.5 4291,-718.5 4291,-712.5 4297,-706.5 4303,-706.5 4303,-706.5 4449,-706.5 4449,-706.5 4455,-706.5 4461,-712.5 4461,-718.5 4461,-718.5 4461,-762.5 4461,-762.5 4461,-768.5 4455,-774.5 4449,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4348\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4338.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4299\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 2, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4348.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g id=\"edge96\" class=\"edge\">\n",
       "<title>95&#45;&gt;96</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4467.685,-817.8796C4453.744,-806.1138 4438.5846,-793.3197 4424.6812,-781.5855\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4426.5584,-778.5899 4416.6589,-774.8149 4422.0436,-783.9394 4426.5584,-778.5899\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g id=\"node98\" class=\"node\">\n",
       "<title>97</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M4637,-774.5C4637,-774.5 4491,-774.5 4491,-774.5 4485,-774.5 4479,-768.5 4479,-762.5 4479,-762.5 4479,-718.5 4479,-718.5 4479,-712.5 4485,-706.5 4491,-706.5 4491,-706.5 4637,-706.5 4637,-706.5 4643,-706.5 4649,-712.5 4649,-718.5 4649,-718.5 4649,-762.5 4649,-762.5 4649,-768.5 4643,-774.5 4637,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4536\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4526.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4487\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4536.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;97 -->\n",
       "<g id=\"edge97\" class=\"edge\">\n",
       "<title>95&#45;&gt;97</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4533.4383,-817.8796C4537.7379,-806.9935 4542.3851,-795.227 4546.7268,-784.2344\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4550.0288,-785.4015 4550.447,-774.8149 4543.5182,-782.8301 4550.0288,-785.4015\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g id=\"node100\" class=\"node\">\n",
       "<title>99</title>\n",
       "<path fill=\"#435ee6\" stroke=\"#000000\" d=\"M4832.5,-901C4832.5,-901 4679.5,-901 4679.5,-901 4673.5,-901 4667.5,-895 4667.5,-889 4667.5,-889 4667.5,-830 4667.5,-830 4667.5,-824 4673.5,-818 4679.5,-818 4679.5,-818 4832.5,-818 4832.5,-818 4838.5,-818 4844.5,-824 4844.5,-830 4844.5,-830 4844.5,-889 4844.5,-889 4844.5,-895 4838.5,-901 4832.5,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"4718\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ 0.983</text>\n",
       "<text text-anchor=\"start\" x=\"4720.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.091</text>\n",
       "<text text-anchor=\"start\" x=\"4715\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 84</text>\n",
       "<text text-anchor=\"start\" x=\"4675.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4, 0, 0, 80, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4728.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;99 -->\n",
       "<g id=\"edge99\" class=\"edge\">\n",
       "<title>98&#45;&gt;99</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4756,-936.8796C4756,-928.6838 4756,-919.9891 4756,-911.5013\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4759.5001,-911.298 4756,-901.2981 4752.5001,-911.2981 4759.5001,-911.298\"/>\n",
       "</g>\n",
       "<!-- 116 -->\n",
       "<g id=\"node117\" class=\"node\">\n",
       "<title>116</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M5021,-893.5C5021,-893.5 4875,-893.5 4875,-893.5 4869,-893.5 4863,-887.5 4863,-881.5 4863,-881.5 4863,-837.5 4863,-837.5 4863,-831.5 4869,-825.5 4875,-825.5 4875,-825.5 5021,-825.5 5021,-825.5 5027,-825.5 5033,-831.5 5033,-837.5 5033,-837.5 5033,-881.5 5033,-881.5 5033,-887.5 5027,-893.5 5021,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4920\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4910.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4871\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4920.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;116 -->\n",
       "<g id=\"edge116\" class=\"edge\">\n",
       "<title>98&#45;&gt;116</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4823.1523,-936.8796C4843.0283,-924.5606 4864.7232,-911.1143 4884.3695,-898.9376\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4886.2884,-901.8661 4892.9443,-893.623 4882.6007,-895.9163 4886.2884,-901.8661\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g id=\"node101\" class=\"node\">\n",
       "<title>100</title>\n",
       "<path fill=\"#415ce6\" stroke=\"#000000\" d=\"M4832.5,-782C4832.5,-782 4679.5,-782 4679.5,-782 4673.5,-782 4667.5,-776 4667.5,-770 4667.5,-770 4667.5,-711 4667.5,-711 4667.5,-705 4673.5,-699 4679.5,-699 4679.5,-699 4832.5,-699 4832.5,-699 4838.5,-699 4844.5,-705 4844.5,-711 4844.5,-711 4844.5,-770 4844.5,-770 4844.5,-776 4838.5,-782 4832.5,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"4718\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 1.666</text>\n",
       "<text text-anchor=\"start\" x=\"4724\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.07</text>\n",
       "<text text-anchor=\"start\" x=\"4715\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 82</text>\n",
       "<text text-anchor=\"start\" x=\"4675.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3, 0, 0, 79, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4728.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;100 -->\n",
       "<g id=\"edge100\" class=\"edge\">\n",
       "<title>99&#45;&gt;100</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4756,-817.8796C4756,-809.6838 4756,-800.9891 4756,-792.5013\"/>\n",
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       "<!-- 113 -->\n",
       "<g id=\"node114\" class=\"node\">\n",
       "<title>113</title>\n",
       "<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5021,-782C5021,-782 4875,-782 4875,-782 4869,-782 4863,-776 4863,-770 4863,-770 4863,-711 4863,-711 4863,-705 4869,-699 4875,-699 4875,-699 5021,-699 5021,-699 5027,-699 5033,-705 5033,-711 5033,-711 5033,-770 5033,-770 5033,-776 5027,-782 5021,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"4913.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 1.57</text>\n",
       "<text text-anchor=\"start\" x=\"4920\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4910.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4871\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 1, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4920.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;113 -->\n",
       "<g id=\"edge113\" class=\"edge\">\n",
       "<title>99&#45;&gt;113</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4823.1523,-817.8796C4838.9372,-808.0962 4855.8693,-797.6019 4872.0114,-787.5971\"/>\n",
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       "<!-- 101 -->\n",
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       "<title>101</title>\n",
       "<path fill=\"#536ce8\" stroke=\"#000000\" d=\"M4637.5,-663C4637.5,-663 4484.5,-663 4484.5,-663 4478.5,-663 4472.5,-657 4472.5,-651 4472.5,-651 4472.5,-592 4472.5,-592 4472.5,-586 4478.5,-580 4484.5,-580 4484.5,-580 4637.5,-580 4637.5,-580 4643.5,-580 4649.5,-586 4649.5,-592 4649.5,-592 4649.5,-651 4649.5,-651 4649.5,-657 4643.5,-663 4637.5,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"4523\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 1.665</text>\n",
       "<text text-anchor=\"start\" x=\"4525.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.204</text>\n",
       "<text text-anchor=\"start\" x=\"4520\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"4480.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3, 0, 0, 23, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4533.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 100&#45;&gt;101 -->\n",
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       "<title>100&#45;&gt;101</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4687.7985,-698.8796C4671.6184,-689.0056 4654.2517,-678.4075 4637.7208,-668.3193\"/>\n",
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       "<!-- 112 -->\n",
       "<g id=\"node113\" class=\"node\">\n",
       "<title>112</title>\n",
       "<path fill=\"#3956e5\" stroke=\"#000000\" d=\"M4832.5,-655.5C4832.5,-655.5 4679.5,-655.5 4679.5,-655.5 4673.5,-655.5 4667.5,-649.5 4667.5,-643.5 4667.5,-643.5 4667.5,-599.5 4667.5,-599.5 4667.5,-593.5 4673.5,-587.5 4679.5,-587.5 4679.5,-587.5 4832.5,-587.5 4832.5,-587.5 4838.5,-587.5 4844.5,-593.5 4844.5,-599.5 4844.5,-599.5 4844.5,-643.5 4844.5,-643.5 4844.5,-649.5 4838.5,-655.5 4832.5,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4728\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4715\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 56</text>\n",
       "<text text-anchor=\"start\" x=\"4675.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 56, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4728.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 100&#45;&gt;112 -->\n",
       "<g id=\"edge112\" class=\"edge\">\n",
       "<title>100&#45;&gt;112</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4756,-698.8796C4756,-688.2134 4756,-676.7021 4756,-665.9015\"/>\n",
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       "<!-- 102 -->\n",
       "<g id=\"node103\" class=\"node\">\n",
       "<title>102</title>\n",
       "<path fill=\"#4a65e7\" stroke=\"#000000\" d=\"M4475.5,-544C4475.5,-544 4322.5,-544 4322.5,-544 4316.5,-544 4310.5,-538 4310.5,-532 4310.5,-532 4310.5,-473 4310.5,-473 4310.5,-467 4316.5,-461 4322.5,-461 4322.5,-461 4475.5,-461 4475.5,-461 4481.5,-461 4487.5,-467 4487.5,-473 4487.5,-473 4487.5,-532 4487.5,-532 4487.5,-538 4481.5,-544 4475.5,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"4361\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 1.347</text>\n",
       "<text text-anchor=\"start\" x=\"4363.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.147</text>\n",
       "<text text-anchor=\"start\" x=\"4358\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"4318.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2, 0, 0, 23, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4371.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 101&#45;&gt;102 -->\n",
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       "<title>101&#45;&gt;102</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4504.3403,-579.8796C4491.2684,-570.2774 4477.2641,-559.9903 4463.8727,-550.1534\"/>\n",
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       "<!-- 111 -->\n",
       "<g id=\"node112\" class=\"node\">\n",
       "<title>111</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M4664,-536.5C4664,-536.5 4518,-536.5 4518,-536.5 4512,-536.5 4506,-530.5 4506,-524.5 4506,-524.5 4506,-480.5 4506,-480.5 4506,-474.5 4512,-468.5 4518,-468.5 4518,-468.5 4664,-468.5 4664,-468.5 4670,-468.5 4676,-474.5 4676,-480.5 4676,-480.5 4676,-524.5 4676,-524.5 4676,-530.5 4670,-536.5 4664,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4563\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4553.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4514\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4563.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 101&#45;&gt;111 -->\n",
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       "<title>101&#45;&gt;111</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4571.4925,-579.8796C4574.2092,-569.1034 4577.1434,-557.4647 4579.8905,-546.5677\"/>\n",
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       "<!-- 103 -->\n",
       "<g id=\"node104\" class=\"node\">\n",
       "<title>103</title>\n",
       "<path fill=\"#3956e5\" stroke=\"#000000\" d=\"M4309.5,-417.5C4309.5,-417.5 4156.5,-417.5 4156.5,-417.5 4150.5,-417.5 4144.5,-411.5 4144.5,-405.5 4144.5,-405.5 4144.5,-361.5 4144.5,-361.5 4144.5,-355.5 4150.5,-349.5 4156.5,-349.5 4156.5,-349.5 4309.5,-349.5 4309.5,-349.5 4315.5,-349.5 4321.5,-355.5 4321.5,-361.5 4321.5,-361.5 4321.5,-405.5 4321.5,-405.5 4321.5,-411.5 4315.5,-417.5 4309.5,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4205\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4192\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"4152.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 10, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4205.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 102&#45;&gt;103 -->\n",
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       "<title>102&#45;&gt;103</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4340.9413,-460.8796C4324.142,-448.8368 4305.8401,-435.7167 4289.159,-423.7586\"/>\n",
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       "<!-- 104 -->\n",
       "<g id=\"node105\" class=\"node\">\n",
       "<title>104</title>\n",
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       "<text text-anchor=\"start\" x=\"4390\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC1 ≤ 1.378</text>\n",
       "<text text-anchor=\"start\" x=\"4392.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.231</text>\n",
       "<text text-anchor=\"start\" x=\"4387\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"4347.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2, 0, 0, 13, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4400.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 102&#45;&gt;104 -->\n",
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       "<title>102&#45;&gt;104</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4409.1428,-460.8796C4411.162,-452.5938 4413.3055,-443.798 4415.3956,-435.2216\"/>\n",
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       "<!-- 105 -->\n",
       "<g id=\"node106\" class=\"node\">\n",
       "<title>105</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M4401,-298.5C4401,-298.5 4255,-298.5 4255,-298.5 4249,-298.5 4243,-292.5 4243,-286.5 4243,-286.5 4243,-242.5 4243,-242.5 4243,-236.5 4249,-230.5 4255,-230.5 4255,-230.5 4401,-230.5 4401,-230.5 4407,-230.5 4413,-236.5 4413,-242.5 4413,-242.5 4413,-286.5 4413,-286.5 4413,-292.5 4407,-298.5 4401,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4300\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4290.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4251\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4300.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 104&#45;&gt;105 -->\n",
       "<g id=\"edge105\" class=\"edge\">\n",
       "<title>104&#45;&gt;105</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4393.0249,-341.8796C4383.4148,-330.4436 4372.9885,-318.0363 4363.3571,-306.575\"/>\n",
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       "<!-- 106 -->\n",
       "<g id=\"node107\" class=\"node\">\n",
       "<title>106</title>\n",
       "<path fill=\"#4863e7\" stroke=\"#000000\" d=\"M4596.5,-306C4596.5,-306 4443.5,-306 4443.5,-306 4437.5,-306 4431.5,-300 4431.5,-294 4431.5,-294 4431.5,-235 4431.5,-235 4431.5,-229 4437.5,-223 4443.5,-223 4443.5,-223 4596.5,-223 4596.5,-223 4602.5,-223 4608.5,-229 4608.5,-235 4608.5,-235 4608.5,-294 4608.5,-294 4608.5,-300 4602.5,-306 4596.5,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"4479.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.075</text>\n",
       "<text text-anchor=\"start\" x=\"4484.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"4479\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"4439.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 13, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4492.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 104&#45;&gt;106 -->\n",
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       "<title>104&#45;&gt;106</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4460.1771,-341.8796C4467.0704,-332.9633 4474.4202,-323.4565 4481.5239,-314.268\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4484.3381,-316.3502 4487.6855,-306.2981 4478.8001,-312.0687 4484.3381,-316.3502\"/>\n",
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       "<!-- 107 -->\n",
       "<g id=\"node108\" class=\"node\">\n",
       "<title>107</title>\n",
       "<path fill=\"#3956e5\" stroke=\"#000000\" d=\"M4499,-179.5C4499,-179.5 4353,-179.5 4353,-179.5 4347,-179.5 4341,-173.5 4341,-167.5 4341,-167.5 4341,-123.5 4341,-123.5 4341,-117.5 4347,-111.5 4353,-111.5 4353,-111.5 4499,-111.5 4499,-111.5 4505,-111.5 4511,-117.5 4511,-123.5 4511,-123.5 4511,-167.5 4511,-167.5 4511,-173.5 4505,-179.5 4499,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4398\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4388.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"4349\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 9, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4398.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 106&#45;&gt;107 -->\n",
       "<g id=\"edge107\" class=\"edge\">\n",
       "<title>106&#45;&gt;107</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4487.1234,-222.8796C4478.1768,-211.5536 4468.4776,-199.2748 4459.4971,-187.9058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4462.051,-185.4926 4453.1059,-179.8149 4456.558,-189.8316 4462.051,-185.4926\"/>\n",
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       "<!-- 108 -->\n",
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       "<title>108</title>\n",
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       "<text text-anchor=\"start\" x=\"4573.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">PC2 ≤ &#45;0.051</text>\n",
       "<text text-anchor=\"start\" x=\"4582\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"4576.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4537\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 4, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4586.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 106&#45;&gt;108 -->\n",
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       "<title>106&#45;&gt;108</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4552.8766,-222.8796C4559.9197,-213.9633 4567.4293,-204.4565 4574.6874,-195.268\"/>\n",
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       "<!-- 109 -->\n",
       "<g id=\"node110\" class=\"node\">\n",
       "<title>109</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M4593,-68C4593,-68 4447,-68 4447,-68 4441,-68 4435,-62 4435,-56 4435,-56 4435,-12 4435,-12 4435,-6 4441,0 4447,0 4447,0 4593,0 4593,0 4599,0 4605,-6 4605,-12 4605,-12 4605,-56 4605,-56 4605,-62 4599,-68 4593,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"4492\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4482.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4443\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4492.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 0</text>\n",
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       "<!-- 108&#45;&gt;109 -->\n",
       "<g id=\"edge109\" class=\"edge\">\n",
       "<title>108&#45;&gt;109</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4578.9979,-103.9815C4571.3272,-94.8828 4563.1995,-85.242 4555.5091,-76.1199\"/>\n",
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       "<title>110</title>\n",
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       "<text text-anchor=\"start\" x=\"4680\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4670.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"4631\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 0, 0, 0, 4, 0, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4680.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = 1</text>\n",
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       "<!-- 108&#45;&gt;110 -->\n",
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       "<title>108&#45;&gt;110</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4649.0021,-103.9815C4656.6728,-94.8828 4664.8005,-85.242 4672.4909,-76.1199\"/>\n",
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       "<!-- 114 -->\n",
       "<g id=\"node115\" class=\"node\">\n",
       "<title>114</title>\n",
       "<path fill=\"#b7e539\" stroke=\"#000000\" d=\"M5021,-655.5C5021,-655.5 4875,-655.5 4875,-655.5 4869,-655.5 4863,-649.5 4863,-643.5 4863,-643.5 4863,-599.5 4863,-599.5 4863,-593.5 4869,-587.5 4875,-587.5 4875,-587.5 5021,-587.5 5021,-587.5 5027,-587.5 5033,-593.5 5033,-599.5 5033,-599.5 5033,-643.5 5033,-643.5 5033,-649.5 5027,-655.5 5021,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4920\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4910.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4871\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1, 0, 0, 0, 0, 0]</text>\n",
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       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x7fd98e5aba90>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pydotplus\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                      feature_names=['PC1', 'PC2'],  \n",
    "                      class_names=str([0, 1, 2, 3, 4, 5, 6]),  \n",
    "                      filled=True, rounded=True,  \n",
    "                      special_characters=True)  \n",
    "\n",
    "pydot_graph = pydotplus.graph_from_dot_data(dot_data)\n",
    "pydot_graph.set_size('\"10,10!\"')\n",
    "pydot_graph.write_png('arbol_decision.png')\n",
    "gvz_graph = graphviz.Source(pydot_graph.to_string())\n",
    "gvz_graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicción y Análisis\n",
    "A continuación se hará una predicción de los datos de prueba que anteriormente creamos y se comparará si su clasificación se aleja de la verdadera clasificación.\n",
    "\n",
    "Primeramente recordemos la varianza de nuestros componentes principales, donde el PC1 es responsable del 41.38% y el PC2 equivale al 16.56%, donde de manera conjunta equivalen a el 57.9455% de la varianza."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PC1: 0.4138\n",
      "PC2: 0.1656\n",
      "Total: 57.9455%\n"
     ]
    }
   ],
   "source": [
    "varianza_explicada = pca.explained_variance_ratio_\n",
    "\n",
    "varianza_explicada_total = 0\n",
    "i = 1\n",
    "for element in varianza_explicada:\n",
    "    print(\"PC\" + str(i) + \": \" + \"{:.4f}\".format(element))\n",
    "    varianza_explicada_total += element\n",
    "    i += 1\n",
    "\n",
    "varianza_explicada_total *= 100\n",
    "print(\"Total: \" + \"{:.4f}%\".format(varianza_explicada_total))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A continuación se muestra la predicción de clasificación de nuestros datos de prueba."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Componentes Principales ocupados: 2 \n",
      "\n",
      "Varianza Explicada: 57.9455%\n",
      "\n",
      "Precición de clasificación: 78.3505%\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "y_pred = clf.predict(X_test)\n",
    "print(\"Componentes Principales ocupados: 2 \\n\")\n",
    "print(\"Varianza Explicada: \" + \"{:.4f}%\\n\".format(varianza_explicada_total))\n",
    "print('Precición de clasificación: ' + \"{:.4f}%\\n\".format(accuracy_score(y_test, y_pred)*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Consulsión Entrega 2\n",
    "La limpieza de nuestra información es de suma importancia para llevar a cabo una correcta manipulación de ésta, por lo que el método utilizado para eliminar los outliers era un punto clave para posteriormente clasificar nuestra información.\n",
    "\n",
    "Podemos observar como la precisión de nuestro clasificador es de 74.2268%\n",
    "\n",
    "Esto significa que nuestra predicción no es del todo óptima, sin embargo ésta predicción puede cambiar dependiendo del numero de los componentes principales que se utilicen, en este caso se utilizaron 2 componentes principales los cuales representan el 57.9455% de la información original, lo que nos lleva a pensar que una representación menor de nuestra información equivale a una menor precisión a la hora de clasificar ésta información. "
   ]
  }
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