PhenoCam Decision Trees.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "46442051",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "elev                207688\n",
      "GDD                 207688\n",
      "GDD_90              207688\n",
      "CDD                 207688\n",
      "rainfall_90         207688\n",
      "rainfall_120        207688\n",
      "dayl..s.            207688\n",
      "FD                  207688\n",
      "HD                  207688\n",
      "HRD                 207688\n",
      "avg_rainfall        207688\n",
      "semi_arid           207688\n",
      "FDxElev             207688\n",
      "srad_60_shift_30    207688\n",
      "srad_30             207688\n",
      "HDxrain             207688\n",
      "vpd_30              207688\n",
      "vpd_60_shift_30     207688\n",
      "lat                 207688\n",
      "lon                 207688\n",
      "dtype: int64\n",
      "phases4    207688\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "dataset_analysis = pd.read_csv('Documents/PhenoCam_data/full_timeperiod.csv')\n",
    "\n",
    "\n",
    "dataset_analysis = dataset_analysis.loc[dataset_analysis['phases4'] != '0']\n",
    "df = dataset_analysis[['elev', 'GDD', 'GDD_90', 'CDD',\n",
    "                 'rainfall_90', 'rainfall_120', 'dayl..s.', 'FD',\n",
    "         'HD', 'HRD', 'avg_rainfall', 'semi_arid', \n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']]\n",
    "\n",
    "df_y = dataset_analysis[['phases4','elev', 'GDD', 'GDD_90', 'CDD',\n",
    "                 'rainfall_90', 'rainfall_120', 'dayl..s.', 'FD',\n",
    "         'HD', 'HRD', 'avg_rainfall', 'semi_arid', \n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']]\n",
    "\n",
    "\n",
    "\n",
    "df = df.dropna()\n",
    "df_y = df_y.dropna()\n",
    "df_y = df_y[['phases4']]\n",
    "print(df.count())\n",
    "print(df_y.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ea30bba4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 ... 0 0 0]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0         0\n",
       "1         0\n",
       "2         0\n",
       "3         0\n",
       "4         0\n",
       "         ..\n",
       "221871    0\n",
       "221872    0\n",
       "221873    0\n",
       "221874    0\n",
       "221875    0\n",
       "Name: phases4_int, Length: 221876, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b, c = np.unique(dataset_analysis['phases4'], return_inverse=True)\n",
    "print(c)\n",
    "dataset_analysis['phases4_int'] = c\n",
    "dataset_analysis['phases4_int']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "54755c68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sb\n",
    "df_p = dataset_analysis[['phases4_int', 'elev', 'GDD', 'GDD_90', 'CDD',\n",
    "                 'rainfall_90', 'rainfall_120', 'dayl..s.', 'FD',\n",
    "         'HD', 'HRD', 'avg_rainfall', 'semi_arid', \n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']]\n",
    "\n",
    "\n",
    "plt.figure(figsize = (15,15))\n",
    "\n",
    "matrix = df_p.corr().round(2)\n",
    "sb.heatmap(matrix, annot=True)\n",
    "plt.title('Correlation Matrix of The Four Phases and All Included Variables')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "394b7755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "650"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_analysis[['site', 'year']].apply(lambda row: '_'.join(row.values.astype(str)), axis=1).nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "0951f333",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd # for using pandas daraframe\n",
    "import numpy as np # for som math operations\n",
    "from sklearn.preprocessing import StandardScaler # for standardizing the Data\n",
    "from sklearn.decomposition import PCA # for PCA calculation\n",
    "import matplotlib.pyplot as plt # for plotting\n",
    "import plotly.graph_objects as go\n",
    "import seaborn as sb\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c396d9c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['rising'],\n",
       "       ['rising'],\n",
       "       ['rising'],\n",
       "       ...,\n",
       "       ['dormant'],\n",
       "       ['dormant'],\n",
       "       ['dormant']], dtype=object)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = df.values # getting all values as a matrix of dataframe \n",
    "y = df_y.values\n",
    "sc = StandardScaler() # creating a StandardScaler object\n",
    "X_std = sc.fit_transform(X) # standardizing the data\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ef8399c0",
   "metadata": {},
   "outputs": [],
   "source": [
    " ##Load and split data\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X_std, y.astype(str), test_size=0.25, random_state=0)\n",
    "y_train = y_train.ravel()\n",
    "y_test = y_test.ravel()\n",
    "\n",
    "### USE THIS TO LOOK AT MODELS W PCA\n",
    "# pca = PCA(n_components=2)\n",
    "# X_pca = pca.fit_transform(X_std)\n",
    "# X_pca.shape\n",
    "\n",
    "# X_train, X_test, y_train, y_test = train_test_split(\n",
    "#     X_pca, y.astype(str), test_size=0.25, random_state=0)\n",
    "# y_train = y_train.ravel()\n",
    "# y_test = y_test.ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7ef0478b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27\n",
      "3985\n",
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant      25199      175          9     164\n",
      "falling        167     2557        199       2\n",
      "fullgreen       23      203      21760     148\n",
      "rising         184        1        128    1694\n"
     ]
    }
   ],
   "source": [
    "from sklearn import tree\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(X_train, y_train)\n",
    "ys = clf.predict(X_test)\n",
    "print(clf.get_depth())\n",
    "print(clf.get_n_leaves())\n",
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "print(summary)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "06f68b55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    25141.0     77.0        NaN    83.0\n",
      "falling       96.0   2655.0       81.0     NaN\n",
      "fullgreen      NaN     83.0    21757.0    87.0\n",
      "rising        73.0      NaN       66.0  1723.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.993676</td>\n",
       "      <td>0.003043</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.033898</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.028602</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003785</td>\n",
       "      <td>0.992247</td>\n",
       "      <td>0.003968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.039205</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.035446</td>\n",
       "      <td>0.925349</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.993676  0.003043        NaN  0.003281\n",
       "falling    0.033898  0.937500   0.028602       NaN\n",
       "fullgreen       NaN  0.003785   0.992247  0.003968\n",
       "rising     0.039205       NaN   0.035446  0.925349"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = AdaBoostClassifier(DecisionTreeClassifier(max_depth=20))\n",
    "clf = clf.fit(X_train, y_train)\n",
    "ys = clf.predict(X_test)\n",
    "# print(clf.get_depth())\n",
    "# print(clf.get_n_leaves())\n",
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary)\n",
    "summary.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "201c55ab",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>24993.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>167.0</td>\n",
       "      <td>2446.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>14.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>21580.0</td>\n",
       "      <td>144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>1604.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals    dormant  falling  fullgreen  rising\n",
       "0                                             \n",
       "dormant    24993.0    188.0       21.0   145.0\n",
       "falling      167.0   2446.0      168.0     NaN\n",
       "fullgreen     14.0    181.0    21580.0   144.0\n",
       "rising       136.0      NaN      135.0  1604.0"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "39fe41e8",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>11461.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>170.0</td>\n",
       "      <td>2783.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>4.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>21016.0</td>\n",
       "      <td>102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>80.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.0</td>\n",
       "      <td>973.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals    dormant  falling  fullgreen  rising\n",
       "0                                             \n",
       "dormant    11461.0    178.0        9.0    79.0\n",
       "falling      170.0   2783.0      186.0     NaN\n",
       "fullgreen      4.0    225.0    21016.0   102.0\n",
       "rising        80.0      NaN      101.0   973.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "8033f9de",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.986034</td>\n",
       "      <td>0.007417</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.005721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.060050</td>\n",
       "      <td>0.879540</td>\n",
       "      <td>0.060410</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.000639</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>0.984534</td>\n",
       "      <td>0.006570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.072533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072000</td>\n",
       "      <td>0.855467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.986034  0.007417   0.000829  0.005721\n",
       "falling    0.060050  0.879540   0.060410       NaN\n",
       "fullgreen  0.000639  0.008258   0.984534  0.006570\n",
       "rising     0.072533       NaN   0.072000  0.855467"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "68758bb1",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.986658</td>\n",
       "      <td>0.007303</td>\n",
       "      <td>0.000434</td>\n",
       "      <td>0.005605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.059558</td>\n",
       "      <td>0.873752</td>\n",
       "      <td>0.066690</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.000913</td>\n",
       "      <td>0.008216</td>\n",
       "      <td>0.984481</td>\n",
       "      <td>0.006390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.068230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.073028</td>\n",
       "      <td>0.858742</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.986658  0.007303   0.000434  0.005605\n",
       "falling    0.059558  0.873752   0.066690       NaN\n",
       "fullgreen  0.000913  0.008216   0.984481  0.006390\n",
       "rising     0.068230       NaN   0.073028  0.858742"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summary.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "9033552f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.inspection import permutation_importance\n",
    "\n",
    "import time\n",
    "\n",
    "# feature _names = [f\"feature {i}\" for i in range(X.shape[1])]\n",
    "# feature_names =['elev', 'GDD', 'GDD_90', \n",
    "#                   'rainfall_90', 'dayl..s.',\n",
    "#          'HD', 'HRD', 'avg_rainfall', 'semi_arid',\n",
    "#        'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "#        'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']\n",
    "\n",
    "\n",
    "feature_names = ['elev', 'GDD', 'GDD_90', 'CDD',\n",
    "                 'rainfall_90', 'rainfall_120', 'dayl..s.', 'FD',\n",
    "         'HD', 'HRD', 'avg_rainfall', 'semi_arid', \n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "ccf27020",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time to compute the importances: 67.334 seconds\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "start_time = time.time()\n",
    "result = permutation_importance(\n",
    "    clf, X_test, y_test, n_repeats=10, random_state=42, n_jobs=2\n",
    ")\n",
    "elapsed_time = time.time() - start_time\n",
    "print(f\"Elapsed time to compute the importances: {elapsed_time:.3f} seconds\")\n",
    "\n",
    "forest_importances = pd.Series(result.importances_mean, index=feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "245a0d3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "forest_importances = forest_importances.sort_values(ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "92ac85a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sb.barplot(y = forest_importances.values,\n",
    "#     yerr= result.importances_std, \n",
    "                            x = forest_importances.index\n",
    "#            , cmap=\"YlGnBu\"\n",
    "          )\n",
    "ax.set_title(\"Feature importances using permutation on full model\")\n",
    "ax.set_ylabel(\"Mean accuracy decrease\")\n",
    "plt.xticks(rotation = 90)\n",
    "# fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "4000c103",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "random forests\n"
     ]
    },
    {
     "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": [
    "print(\"random forests\")\n",
    "fig, ax = plt.subplots()\n",
    "sb.barplot(y = forest_importances.values,\n",
    "#     yerr= result.importances_std, \n",
    "                            x = forest_importances.index\n",
    "#            , cmap=\"YlGnBu\"\n",
    "          )\n",
    "ax.set_title(\"Feature importances using permutation on full model\")\n",
    "ax.set_ylabel(\"Mean accuracy decrease\")\n",
    "plt.xticks(rotation = 90)\n",
    "# fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "3c265cb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sb.barplot(y = forest_importances.values,\n",
    "#     yerr= result.importances_std, \n",
    "                            x = forest_importances.index\n",
    "#            , cmap=\"YlGnBu\"\n",
    "          )\n",
    "ax.set_title(\"Feature importances using permutation on full model\")\n",
    "ax.set_ylabel(\"Mean accuracy decrease\")\n",
    "plt.xticks(rotation = 90)\n",
    "# fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "951e16de",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dataset_analysis[['elev', 'GDD', 'GDD_90', \n",
    "                 'CDD', 'rainfall_90', 'dayl..s.',\n",
    "       'rainfall_120', 'FD', 'HD', 'HRD', 'avg_rainfall', 'semi_arid',\n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']]\n",
    "\n",
    "df_y = dataset_analysis[['phases4', 'elev', 'GDD', 'GDD_90', \n",
    "                 'CDD', 'rainfall_90', 'dayl..s.',\n",
    "       'rainfall_120', 'FD', 'HD', 'HRD', 'avg_rainfall', 'semi_arid',\n",
    "       'FDxElev',  'srad_60_shift_30', 'srad_30', \n",
    "       'HDxrain', 'vpd_30', 'vpd_60_shift_30', 'lat', 'lon']]\n",
    "\n",
    "\n",
    "df = df.dropna()\n",
    "df_y = df_y.dropna()\n",
    "df_y = df_y[['phases4']]\n",
    "print(df.count())\n",
    "print(df_y.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "276ddcf7",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.values # getting all values as a matrix of dataframe \n",
    "y = df_y.values\n",
    "sc = StandardScaler() # creating a StandardScaler object\n",
    "X_std = sc.fit_transform(X) # standardizing the data\n",
    "y\n",
    "X_std = X_std[:, (5,2,16,13)]\n",
    "feature_names = df.columns[[5, 2,16,13]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "89f7da47",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X_std, y.astype(str), test_size=0.25, random_state=0)\n",
    "y_train = y_train.ravel()\n",
    "y_test = y_test.ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "4d094487",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=3)\n",
    "clf = clf.fit(X_train, y_train)\n",
    "ys = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "991ab6e1",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>23822</td>\n",
       "      <td>682</td>\n",
       "      <td>418</td>\n",
       "      <td>889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>810</td>\n",
       "      <td>1350</td>\n",
       "      <td>1018</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>678</td>\n",
       "      <td>783</td>\n",
       "      <td>20468</td>\n",
       "      <td>999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals    dormant  falling  fullgreen  rising\n",
       "0                                             \n",
       "dormant      23822      682        418     889\n",
       "falling        810     1350       1018       5\n",
       "fullgreen      678      783      20468     999"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "summary\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "2f20d5b8",
   "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.941209</td>\n",
       "      <td>0.242274</td>\n",
       "      <td>0.019083</td>\n",
       "      <td>0.469625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.032003</td>\n",
       "      <td>0.479574</td>\n",
       "      <td>0.046476</td>\n",
       "      <td>0.002641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.026788</td>\n",
       "      <td>0.278153</td>\n",
       "      <td>0.934441</td>\n",
       "      <td>0.527734</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.941209  0.242274   0.019083  0.469625\n",
       "falling    0.032003  0.479574   0.046476  0.002641\n",
       "fullgreen  0.026788  0.278153   0.934441  0.527734"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary.apply(lambda x: x/x.sum(), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "b42c3550",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|--- feature_2 <= -0.17\n",
      "|   |--- feature_0 <= 0.89\n",
      "|   |   |--- feature_1 <= 0.63\n",
      "|   |   |   |--- class: dormant\n",
      "|   |   |--- feature_1 >  0.63\n",
      "|   |   |   |--- class: dormant\n",
      "|   |--- feature_0 >  0.89\n",
      "|   |   |--- feature_1 <= -0.78\n",
      "|   |   |   |--- class: dormant\n",
      "|   |   |--- feature_1 >  -0.78\n",
      "|   |   |   |--- class: fullgreen\n",
      "|--- feature_2 >  -0.17\n",
      "|   |--- feature_0 <= -0.28\n",
      "|   |   |--- feature_0 <= -0.80\n",
      "|   |   |   |--- class: dormant\n",
      "|   |   |--- feature_0 >  -0.80\n",
      "|   |   |   |--- class: falling\n",
      "|   |--- feature_0 >  -0.28\n",
      "|   |   |--- feature_3 <= -0.09\n",
      "|   |   |   |--- class: fullgreen\n",
      "|   |   |--- feature_3 >  -0.09\n",
      "|   |   |   |--- class: fullgreen\n",
      "\n"
     ]
    }
   ],
   "source": [
    "text_representation = tree.export_text(clf)\n",
    "print(text_representation)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "a1634dd2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(207688, 20)\n",
      "(155766,)\n",
      "(155766,)\n",
      "['rising', 'fullgreen', 'falling', 'dormant']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['dormant', 'falling', 'fullgreen', 'rising']"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from sklearn import datasets\n",
    "# iris = datasets.load_iris()\n",
    "# X = iris.data\n",
    "# y = iris.target\n",
    "# y\n",
    "print(X.shape)\n",
    "b, c = np.unique(y_train, return_inverse=True)\n",
    "print(y_train.shape)\n",
    "print(c.shape)\n",
    "y_train_int = c\n",
    "X_train.shape\n",
    "print(list(df_y.phases4.unique()))\n",
    "list(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "2bb58350",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=3)\n",
    "clf = clf.fit(X_train, y_train_int)\n",
    "# clf = AdaBoostClassifier(DecisionTreeClassifier(max_depth=3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "54b6bd14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:ns2=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"743.0\" height=\"403.0\" viewBox=\"0.0 0.0 742.5 403.0\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1.0 1.0) rotate(0) translate(4 399)\">\n",
       "<title>G</title>\n",
       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-399 738.5,-399 738.5,4 -4,4\" />\n",
       "<g id=\"clust8\" class=\"cluster\">\n",
       "<title>cluster_legend</title>\n",
       "</g>\n",
       "\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>node2</title>\n",
       "<svg height=\"54px\" version=\"1.1\" viewBox=\"0 0 224.647716 72.866759\" width=\"168px\" preserveAspectRatio=\"xMinYMin meet\" x=\"9.5\" y=\"-168.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:52.386661</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 72.866759  L 224.647716 72.866759  L 224.647716 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 32.45 43.003634  L 216.59 43.003634  L 216.59 1.041162  L 32.45 1.041162  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 32.45 43.003634  L 44.499764 43.003634  L 44.499764 42.877609  L 32.45 42.877609  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 44.499764 43.003634  L 56.549529 43.003634  L 56.549529 42.168269  L 44.499764 42.168269  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 56.549529 43.003634  L 68.599293 43.003634  L 68.599293 39.813406  L 56.549529 39.813406  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 68.599293 43.003634  L 80.649058 43.003634  L 80.649058 34.1891  L 68.599293 34.1891  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 80.649058 43.003634  L 92.698822 43.003634  L 92.698822 21.125732  L 80.649058 21.125732  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 92.698822 43.003634  L 104.748586 43.003634  L 104.748586 4.713704  L 92.698822 4.713704  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 104.748586 43.003634  L 116.798351 43.003634  L 116.798351 4.364436  L 104.748586 4.364436  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 116.798351 43.003634  L 128.848115 43.003634  L 128.848115 7.223398  L 116.798351 7.223398  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 128.848115 43.003634  L 140.897879 43.003634  L 140.897879 14.738075  L 128.848115 14.738075  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 140.897879 43.003634  L 152.947644 43.003634  L 152.947644 14.327595  L 140.897879 14.327595  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 152.947644 43.003634  L 164.997408 43.003634  L 164.997408 17.978713  L 152.947644 17.978713  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 164.997408 43.003634  L 177.047173 43.003634  L 177.047173 34.920044  L 164.997408 34.920044  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 177.047173 43.003634  L 189.096937 43.003634  L 189.096937 42.420319  L 177.047173 42.420319  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 189.096937 43.003634  L 201.146701 43.003634  L 201.146701 42.982029  L 189.096937 42.982029  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 201.146701 43.003634  L 213.196466 43.003634  L 213.196466 43.003634  L 201.146701 43.003634  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 32.45 42.877609  L 44.499764 42.877609  L 44.499764 42.877609  L 32.45 42.877609  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 44.499764 42.168269  L 56.549529 42.168269  L 56.549529 42.168269  L 44.499764 42.168269  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 56.549529 39.813406  L 68.599293 39.813406  L 68.599293 39.813406  L 56.549529 39.813406  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 68.599293 34.1891  L 80.649058 34.1891  L 80.649058 34.1891  L 68.599293 34.1891  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 80.649058 21.125732  L 92.698822 21.125732  L 92.698822 21.125732  L 80.649058 21.125732  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 92.698822 4.713704  L 104.748586 4.713704  L 104.748586 4.677697  L 92.698822 4.677697  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 104.748586 4.364436  L 116.798351 4.364436  L 116.798351 4.324828  L 104.748586 4.324828  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 116.798351 7.223398  L 128.848115 7.223398  L 128.848115 7.219797  L 116.798351 7.219797  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 128.848115 14.738075  L 140.897879 14.738075  L 140.897879 14.727273  L 128.848115 14.727273  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 140.897879 14.327595  L 152.947644 14.327595  L 152.947644 14.20157  L 140.897879 14.20157  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 152.947644 17.978713  L 164.997408 17.978713  L 164.997408 16.570836  L 152.947644 16.570836  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 164.997408 34.920044  L 177.047173 34.920044  L 177.047173 31.567785  L 164.997408 31.567785  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 177.047173 42.420319  L 189.096937 42.420319  L 189.096937 41.984633  L 177.047173 41.984633  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 189.096937 42.982029  L 201.146701 42.982029  L 201.146701 42.982029  L 189.096937 42.982029  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 201.146701 43.003634  L 213.196466 43.003634  L 213.196466 43.003634  L 201.146701 43.003634  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 32.45 42.877609  L 44.499764 42.877609  L 44.499764 42.877609  L 32.45 42.877609  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 44.499764 42.168269  L 56.549529 42.168269  L 56.549529 42.168269  L 44.499764 42.168269  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 56.549529 39.813406  L 68.599293 39.813406  L 68.599293 39.813406  L 56.549529 39.813406  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 68.599293 34.1891  L 80.649058 34.1891  L 80.649058 34.171097  L 68.599293 34.171097  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 80.649058 21.125732  L 92.698822 21.125732  L 92.698822 20.91329  L 80.649058 20.91329  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 92.698822 4.677697  L 104.748586 4.677697  L 104.748586 4.350033  L 92.698822 4.350033  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 104.748586 4.324828  L 116.798351 4.324828  L 116.798351 4.137591  L 104.748586 4.137591  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 116.798351 7.219797  L 128.848115 7.219797  L 128.848115 7.108175  L 116.798351 7.108175  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 128.848115 14.727273  L 140.897879 14.727273  L 140.897879 14.093549  L 128.848115 14.093549  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 140.897879 14.20157  L 152.947644 14.20157  L 152.947644 14.061142  L 140.897879 14.061142  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 152.947644 16.570836  L 164.997408 16.570836  L 164.997408 16.405203  L 152.947644 16.405203  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 164.997408 31.567785  L 177.047173 31.567785  L 177.047173 31.063686  L 164.997408 31.063686  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 177.047173 41.984633  L 189.096937 41.984633  L 189.096937 41.819001  L 177.047173 41.819001  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 189.096937 42.982029  L 201.146701 42.982029  L 201.146701 42.982029  L 189.096937 42.982029  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 201.146701 43.003634  L 213.196466 43.003634  L 213.196466 43.003634  L 201.146701 43.003634  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 32.45 42.877609  L 44.499764 42.877609  L 44.499764 42.877609  L 32.45 42.877609  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 44.499764 42.168269  L 56.549529 42.168269  L 56.549529 42.168269  L 44.499764 42.168269  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 56.549529 39.813406  L 68.599293 39.813406  L 68.599293 39.813406  L 56.549529 39.813406  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 68.599293 34.171097  L 80.649058 34.171097  L 80.649058 34.171097  L 68.599293 34.171097  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 80.649058 20.91329  L 92.698822 20.91329  L 92.698822 20.805269  L 80.649058 20.805269  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 92.698822 4.350033  L 104.748586 4.350033  L 104.748586 4.094382  L 92.698822 4.094382  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 104.748586 4.137591  L 116.798351 4.137591  L 116.798351 3.039375  L 104.748586 3.039375  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 116.798351 7.108175  L 128.848115 7.108175  L 128.848115 5.35103  L 116.798351 5.35103  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 128.848115 14.093549  L 140.897879 14.093549  L 140.897879 13.139361  L 128.848115 13.139361  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 140.897879 14.061142  L 152.947644 14.061142  L 152.947644 13.683068  L 140.897879 13.683068  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 152.947644 16.405203  L 164.997408 16.405203  L 164.997408 16.405203  L 152.947644 16.405203  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 164.997408 31.063686  L 177.047173 31.063686  L 177.047173 31.063686  L 164.997408 31.063686  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 177.047173 41.819001  L 189.096937 41.819001  L 189.096937 41.819001  L 177.047173 41.819001  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 189.096937 42.982029  L 201.146701 42.982029  L 201.146701 42.982029  L 189.096937 42.982029  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#p38e6e7d52b)\" d=\"M 201.146701 43.003634  L 213.196466 43.003634  L 213.196466 43.003634  L 201.146701 43.003634  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 166.339515 43.819034  L 163.024995 51.157634  L 169.654035 51.157634  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m0a5bdee747\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m0a5bdee747\" y=\"43.003634\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(17.646875 56.082384)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 525 4666  L 3525 4666  L 3525 4397  L 1831 0  L 1172 0  L 2766 4134  L 525 4134  L 525 4666  z \" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-34\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-37\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"213.196466\" xlink:href=\"#m0a5bdee747\" y=\"43.003634\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(201.745216 56.082384)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 1228 531  L 3431 531  L 3431 0  L 469 0  L 469 531  Q 828 903 1448 1529  Q 2069 2156 2228 2338  Q 2531 2678 2651 2914  Q 2772 3150 2772 3378  Q 2772 3750 2511 3984  Q 2250 4219 1831 4219  Q 1534 4219 1204 4116  Q 875 4013 500 3803  L 500 4441  Q 881 4594 1212 4672  Q 1544 4750 1819 4750  Q 2544 4750 2975 4387  Q 3406 4025 3406 3419  Q 3406 3131 3298 2873  Q 3191 2616 2906 2266  Q 2828 2175 2409 1742  Q 1991 1309 1228 531  z \" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-34\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(101.177188 70.481759)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2638 1797  L 2638 2334  L 4578 2338  L 4578 638  Q 4131 281 3656 101  Q 3181 -78 2681 -78  Q 2006 -78 1454 211  Q 903 500 622 1047  Q 341 1594 341 2269  Q 341 2938 620 3517  Q 900 4097 1425 4378  Q 1950 4659 2634 4659  Q 3131 4659 3532 4498  Q 3934 4338 4162 4050  Q 4391 3763 4509 3300  L 3963 3150  Q 3859 3500 3706 3700  Q 3553 3900 3268 4020  Q 2984 4141 2638 4141  Q 2222 4141 1919 4014  Q 1616 3888 1430 3681  Q 1244 3475 1141 3228  Q 966 2803 966 2306  Q 966 1694 1177 1281  Q 1388 869 1791 669  Q 2194 469 2647 469  Q 3041 469 3416 620  Q 3791 772 3984 944  L 3984 1797  L 2638 1797  z \" id=\"ArialMT-47\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 494 0  L 494 4581  L 2072 4581  Q 2606 4581 2888 4516  Q 3281 4425 3559 4188  Q 3922 3881 4101 3404  Q 4281 2928 4281 2316  Q 4281 1794 4159 1391  Q 4038 988 3847 723  Q 3656 459 3429 307  Q 3203 156 2883 78  Q 2563 0 2147 0  L 494 0  z M 1100 541  L 2078 541  Q 2531 541 2789 625  Q 3047 709 3200 863  Q 3416 1078 3536 1442  Q 3656 1806 3656 2325  Q 3656 3044 3420 3430  Q 3184 3816 2847 3947  Q 2603 4041 2063 4041  L 1100 4041  L 1100 541  z \" id=\"ArialMT-44\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M -97 -1272  L -97 -866  L 3631 -866  L 3631 -1272  L -97 -1272  z \" id=\"ArialMT-5f\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 350 1059  L 891 1109  Q 959 728 1153 556  Q 1347 384 1650 384  Q 1909 384 2104 503  Q 2300 622 2425 820  Q 2550 1019 2634 1356  Q 2719 1694 2719 2044  Q 2719 2081 2716 2156  Q 2547 1888 2255 1720  Q 1963 1553 1622 1553  Q 1053 1553 659 1965  Q 266 2378 266 3053  Q 266 3750 677 4175  Q 1088 4600 1706 4600  Q 2153 4600 2523 4359  Q 2894 4119 3086 3673  Q 3278 3228 3278 2384  Q 3278 1506 3087 986  Q 2897 466 2520 194  Q 2144 -78 1638 -78  Q 1100 -78 759 220  Q 419 519 350 1059  z M 2653 3081  Q 2653 3566 2395 3850  Q 2138 4134 1775 4134  Q 1400 4134 1122 3828  Q 844 3522 844 3034  Q 844 2597 1108 2323  Q 1372 2050 1759 2050  Q 2150 2050 2401 2323  Q 2653 2597 2653 3081  z \" id=\"ArialMT-39\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-47\" />\n",
       "      <use x=\"77.783203\" xlink:href=\"#ArialMT-44\" />\n",
       "      <use x=\"150\" xlink:href=\"#ArialMT-44\" />\n",
       "      <use x=\"222.216797\" xlink:href=\"#ArialMT-5f\" />\n",
       "      <use x=\"277.832031\" xlink:href=\"#ArialMT-39\" />\n",
       "      <use x=\"333.447266\" xlink:href=\"#ArialMT-30\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"m34df2958de\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m34df2958de\" y=\"43.003634\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(20.36 46.043009)scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m34df2958de\" y=\"3.039375\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(-0 6.07875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 794 531  L 1825 531  L 1825 4091  L 703 3866  L 703 4441  L 1819 4666  L 2450 4666  L 2450 531  L 3481 531  L 3481 0  L 794 0  L 794 531  z \" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 32.45 43.003634  L 32.45 1.041162  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 32.45 43.003634  L 216.59 43.003634  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(158.55514 59.311634)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"139.013672\" xlink:href=\"#ArialMT-33\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p38e6e7d52b\">\n",
       "   <rect height=\"41.962472\" width=\"184.14\" x=\"32.45\" y=\"1.041162\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>node5</title>\n",
       "<svg height=\"44px\" version=\"1.1\" viewBox=\"0 0 211.874492 58.641964\" width=\"159px\" preserveAspectRatio=\"xMinYMin meet\" x=\"199.5\" y=\"-163.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:52.557285</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 58.641964  L 211.874492 58.641964  L 211.874492 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 22.27 28.925089  L 206.41 28.925089  L 206.41 1.745089  L 22.27 1.745089  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 22.27 28.925089  L 34.146883 28.925089  L 34.146883 28.563051  L 22.27 28.563051  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 34.146883 28.925089  L 46.023766 28.925089  L 46.023766 28.925089  L 34.146883 28.925089  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 46.023766 28.925089  L 57.900648 28.925089  L 57.900648 28.925089  L 46.023766 28.925089  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 57.900648 28.925089  L 69.777531 28.925089  L 69.777531 28.925089  L 57.900648 28.925089  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 69.777531 28.925089  L 81.654414 28.925089  L 81.654414 28.925089  L 69.777531 28.925089  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 81.654414 28.925089  L 93.531297 28.925089  L 93.531297 28.382032  L 81.654414 28.382032  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 93.531297 28.925089  L 105.40818 28.925089  L 105.40818 28.635459  L 93.531297 28.635459  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 105.40818 28.925089  L 117.285062 28.925089  L 117.285062 28.128606  L 105.40818 28.128606  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 117.285062 28.925089  L 129.161945 28.925089  L 129.161945 27.911383  L 117.285062 27.911383  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 129.161945 28.925089  L 141.038828 28.925089  L 141.038828 26.028786  L 129.161945 26.028786  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 141.038828 28.925089  L 152.915711 28.925089  L 152.915711 21.213681  L 141.038828 21.213681  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 152.915711 28.925089  L 164.792594 28.925089  L 164.792594 20.417197  L 152.915711 20.417197  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 164.792594 28.925089  L 176.669476 28.925089  L 176.669476 18.425988  L 164.792594 18.425988  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 176.669476 28.925089  L 188.546359 28.925089  L 188.546359 18.462192  L 176.669476 18.462192  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 188.546359 28.925089  L 200.423242 28.925089  L 200.423242 20.815439  L 188.546359 20.815439  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 22.27 28.563051  L 34.146883 28.563051  L 34.146883 28.201013  L 22.27 28.201013  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 34.146883 28.925089  L 46.023766 28.925089  L 46.023766 28.925089  L 34.146883 28.925089  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 46.023766 28.925089  L 57.900648 28.925089  L 57.900648 28.925089  L 46.023766 28.925089  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 57.900648 28.925089  L 69.777531 28.925089  L 69.777531 28.925089  L 57.900648 28.925089  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 69.777531 28.925089  L 81.654414 28.925089  L 81.654414 28.925089  L 69.777531 28.925089  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 81.654414 28.382032  L 93.531297 28.382032  L 93.531297 28.382032  L 81.654414 28.382032  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 93.531297 28.635459  L 105.40818 28.635459  L 105.40818 28.635459  L 93.531297 28.635459  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 105.40818 28.128606  L 117.285062 28.128606  L 117.285062 28.128606  L 105.40818 28.128606  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 117.285062 27.911383  L 129.161945 27.911383  L 129.161945 27.911383  L 117.285062 27.911383  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 129.161945 26.028786  L 141.038828 26.028786  L 141.038828 26.028786  L 129.161945 26.028786  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 141.038828 21.213681  L 152.915711 21.213681  L 152.915711 21.213681  L 141.038828 21.213681  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 152.915711 20.417197  L 164.792594 20.417197  L 164.792594 20.417197  L 152.915711 20.417197  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 164.792594 18.425988  L 176.669476 18.425988  L 176.669476 18.425988  L 164.792594 18.425988  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 176.669476 18.462192  L 188.546359 18.462192  L 188.546359 18.462192  L 176.669476 18.462192  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 188.546359 20.815439  L 200.423242 20.815439  L 200.423242 20.815439  L 188.546359 20.815439  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 22.27 28.201013  L 34.146883 28.201013  L 34.146883 25.413321  L 22.27 25.413321  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 34.146883 28.925089  L 46.023766 28.925089  L 46.023766 26.499435  L 34.146883 26.499435  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 46.023766 28.925089  L 57.900648 28.925089  L 57.900648 26.789065  L 46.023766 26.789065  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 57.900648 28.925089  L 69.777531 28.925089  L 69.777531 24.689245  L 57.900648 24.689245  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 69.777531 28.925089  L 81.654414 28.925089  L 81.654414 24.327207  L 69.777531 24.327207  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 81.654414 28.382032  L 93.531297 28.382032  L 93.531297 22.951463  L 81.654414 22.951463  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 93.531297 28.635459  L 105.40818 28.635459  L 105.40818 20.92405  L 93.531297 20.92405  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 105.40818 28.128606  L 117.285062 28.128606  L 117.285062 15.457277  L 105.40818 15.457277  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 117.285062 27.911383  L 129.161945 27.911383  L 129.161945 19.222472  L 117.285062 19.222472  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 129.161945 26.028786  L 141.038828 26.028786  L 141.038828 19.258676  L 129.161945 19.258676  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 141.038828 21.213681  L 152.915711 21.213681  L 152.915711 16.43478  L 141.038828 16.43478  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 152.915711 20.417197  L 164.792594 20.417197  L 164.792594 18.896638  L 152.915711 18.896638  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 164.792594 18.425988  L 176.669476 18.425988  L 176.669476 17.738116  L 164.792594 17.738116  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 176.669476 18.462192  L 188.546359 18.462192  L 188.546359 17.701912  L 176.669476 17.701912  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 188.546359 20.815439  L 200.423242 20.815439  L 200.423242 20.598216  L 188.546359 20.598216  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 22.27 25.413321  L 34.146883 25.413321  L 34.146883 25.413321  L 22.27 25.413321  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 34.146883 26.499435  L 46.023766 26.499435  L 46.023766 26.499435  L 34.146883 26.499435  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 46.023766 26.789065  L 57.900648 26.789065  L 57.900648 26.789065  L 46.023766 26.789065  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 57.900648 24.689245  L 69.777531 24.689245  L 69.777531 24.363411  L 57.900648 24.363411  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 69.777531 24.327207  L 81.654414 24.327207  L 81.654414 23.060074  L 69.777531 23.060074  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 81.654414 22.951463  L 93.531297 22.951463  L 93.531297 20.851643  L 81.654414 20.851643  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 93.531297 20.92405  L 105.40818 20.92405  L 105.40818 17.629505  L 93.531297 17.629505  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 105.40818 15.457277  L 117.285062 15.457277  L 117.285062 9.990504  L 105.40818 9.990504  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 117.285062 19.222472  L 129.161945 19.222472  L 129.161945 8.542352  L 117.285062 8.542352  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 129.161945 19.258676  L 141.038828 19.258676  L 141.038828 3.256598  L 129.161945 3.256598  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 141.038828 16.43478  L 152.915711 16.43478  L 152.915711 3.039375  L 141.038828 3.039375  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 152.915711 18.896638  L 164.792594 18.896638  L 164.792594 8.650963  L 152.915711 8.650963  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 164.792594 17.738116  L 176.669476 17.738116  L 176.669476 10.316338  L 164.792594 10.316338  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 176.669476 17.701912  L 188.546359 17.701912  L 188.546359 15.38487  L 176.669476 15.38487  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#pcc97c1b545)\" d=\"M 188.546359 20.598216  L 200.423242 20.598216  L 200.423242 20.417197  L 188.546359 20.417197  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 130.151686 29.740489  L 126.837166 37.079089  L 133.466206 37.079089  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m5c63b6ab00\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"22.27\" xlink:href=\"#m5c63b6ab00\" y=\"28.925089\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(7.466875 42.003839)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2113 2584  Q 1688 2584 1439 2293  Q 1191 2003 1191 1497  Q 1191 994 1439 701  Q 1688 409 2113 409  Q 2538 409 2786 701  Q 3034 994 3034 1497  Q 3034 2003 2786 2293  Q 2538 2584 2113 2584  z M 3366 4563  L 3366 3988  Q 3128 4100 2886 4159  Q 2644 4219 2406 4219  Q 1781 4219 1451 3797  Q 1122 3375 1075 2522  Q 1259 2794 1537 2939  Q 1816 3084 2150 3084  Q 2853 3084 3261 2657  Q 3669 2231 3669 1497  Q 3669 778 3244 343  Q 2819 -91 2113 -91  Q 1303 -91 875 529  Q 447 1150 447 2328  Q 447 3434 972 4092  Q 1497 4750 2381 4750  Q 2619 4750 2861 4703  Q 3103 4656 3366 4563  z \" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 794 531  L 1825 531  L 1825 4091  L 703 3866  L 703 4441  L 1819 4666  L 2450 4666  L 2450 531  L 3481 531  L 3481 0  L 794 0  L 794 531  z \" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-36\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-31\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"200.423242\" xlink:href=\"#m5c63b6ab00\" y=\"28.925089\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(188.971992 42.003839)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 525 4666  L 3525 4666  L 3525 4397  L 1831 0  L 1172 0  L 2766 4134  L 525 4134  L 525 4666  z \" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-37\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(106.342187 56.256964)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 525 0  L 525 4581  L 3616 4581  L 3616 4041  L 1131 4041  L 1131 2622  L 3281 2622  L 3281 2081  L 1131 2081  L 1131 0  L 525 0  z \" id=\"ArialMT-46\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 494 0  L 494 4581  L 2072 4581  Q 2606 4581 2888 4516  Q 3281 4425 3559 4188  Q 3922 3881 4101 3404  Q 4281 2928 4281 2316  Q 4281 1794 4159 1391  Q 4038 988 3847 723  Q 3656 459 3429 307  Q 3203 156 2883 78  Q 2563 0 2147 0  L 494 0  z M 1100 541  L 2078 541  Q 2531 541 2789 625  Q 3047 709 3200 863  Q 3416 1078 3536 1442  Q 3656 1806 3656 2325  Q 3656 3044 3420 3430  Q 3184 3816 2847 3947  Q 2603 4041 2063 4041  L 1100 4041  L 1100 541  z \" id=\"ArialMT-44\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-46\" />\n",
       "      <use x=\"61.083984\" xlink:href=\"#ArialMT-44\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"mac185894da\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"22.27\" xlink:href=\"#mac185894da\" y=\"28.925089\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(10.18 31.964464)scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"22.27\" xlink:href=\"#mac185894da\" y=\"3.039375\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(0 6.07875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 691 4666  L 3169 4666  L 3169 4134  L 1269 4134  L 1269 2991  Q 1406 3038 1543 3061  Q 1681 3084 1819 3084  Q 2600 3084 3056 2656  Q 3513 2228 3513 1497  Q 3513 744 3044 326  Q 2575 -91 1722 -91  Q 1428 -91 1123 -41  Q 819 9 494 109  L 494 744  Q 775 591 1075 516  Q 1375 441 1709 441  Q 2250 441 2565 725  Q 2881 1009 2881 1497  Q 2881 1984 2565 2268  Q 2250 2553 1709 2553  Q 1456 2553 1204 2497  Q 953 2441 691 2322  L 691 4666  z \" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-35\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 22.27 28.925089  L 22.27 1.745089  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 22.27 28.925089  L 206.41 28.925089  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(122.367311 45.233089)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1131 2484  Q 781 2613 612 2850  Q 444 3088 444 3419  Q 444 3919 803 4259  Q 1163 4600 1759 4600  Q 2359 4600 2725 4251  Q 3091 3903 3091 3403  Q 3091 3084 2923 2848  Q 2756 2613 2416 2484  Q 2838 2347 3058 2040  Q 3278 1734 3278 1309  Q 3278 722 2862 322  Q 2447 -78 1769 -78  Q 1091 -78 675 323  Q 259 725 259 1325  Q 259 1772 486 2073  Q 713 2375 1131 2484  z M 1019 3438  Q 1019 3113 1228 2906  Q 1438 2700 1772 2700  Q 2097 2700 2305 2904  Q 2513 3109 2513 3406  Q 2513 3716 2298 3927  Q 2084 4138 1766 4138  Q 1444 4138 1231 3931  Q 1019 3725 1019 3438  z M 838 1322  Q 838 1081 952 856  Q 1066 631 1291 507  Q 1516 384 1775 384  Q 2178 384 2440 643  Q 2703 903 2703 1303  Q 2703 1709 2433 1975  Q 2163 2241 1756 2241  Q 1359 2241 1098 1978  Q 838 1716 838 1322  z \" id=\"ArialMT-38\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2384 0  L 1822 0  L 1822 3584  Q 1619 3391 1289 3197  Q 959 3003 697 2906  L 697 3450  Q 1169 3672 1522 3987  Q 1875 4303 2022 4600  L 2384 4600  L 2384 0  z \" id=\"ArialMT-31\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-38\" />\n",
       "     <use x=\"139.013672\" xlink:href=\"#ArialMT-31\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pcc97c1b545\">\n",
       "   <rect height=\"27.18\" width=\"184.14\" x=\"22.27\" y=\"1.745089\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>leaf3</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"67,-83 0,-83 0,0 67,0 67,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519992 99.410767\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"4.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.348386</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.410767  L 78.519992 99.410767  L 78.519992 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519992 39.259998  C 78.519992 34.283685 77.57385 29.352446 75.73207 24.729509  C 73.890291 20.106573 71.186239 15.875685 67.764255 12.262691  C 64.342272 8.649697 60.264349 5.720048 55.748164 3.630126  C 51.23198 1.540205 46.359347 0.327872 41.390365 0.057841  C 36.421383 -0.212189 31.446069 0.464974 26.730002 2.053185  C 22.013936 3.641396 17.642552 6.111883 13.849193 9.332772  C 10.055835 12.553661 6.90922 16.466603 4.577316 20.862728  C 2.245411 25.258854 0.770459 30.058523 0.231194 35.005531  C -0.308072 39.952539 0.098118 44.957268 1.42808 49.752567  C 2.758042 54.547867 4.987684 59.046867 7.997987 63.009412  C 11.008291 66.971958 14.744724 70.326265 19.007835 72.893281  C 23.270947 75.460298 27.983509 77.193522 32.893966 78.000433  C 37.804423 78.807345 42.82382 78.673326 47.684222 77.605532  C 52.544624 76.537738 57.157983 74.555511 61.278039 71.764663  C 65.398095 68.973814 68.950211 65.424902 71.744776 61.307366  C 74.539341 57.18983 76.525729 52.578262 77.597909 47.718825  L 39.259992 39.259998  L 78.519992 39.259998  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 77.597909 47.718825  C 77.668663 47.398148 77.73539 47.076596 77.798076 46.754245  C 77.860761 46.431894 77.9194 46.108769 77.973977 45.784946  L 39.259992 39.259998  L 77.597909 47.718825  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 77.973977 45.784946  C 78.025888 45.47695 78.074121 45.168345 78.118666 44.859198  C 78.163212 44.550051 78.204067 44.240383 78.241222 43.930261  L 39.259992 39.259998  L 77.973977 45.784946  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 78.241222 43.930261  C 78.334042 43.15552 78.403745 42.378184 78.450237 41.599288  C 78.49673 40.820393 78.519992 40.040285 78.519992 39.260004  L 39.259992 39.259998  L 78.241222 43.930261  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(21.61718 88.10283)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 1200  L 856 1250  Q 922 819 1161 601  Q 1400 384 1738 384  Q 2144 384 2425 690  Q 2706 997 2706 1503  Q 2706 1984 2436 2262  Q 2166 2541 1728 2541  Q 1456 2541 1237 2417  Q 1019 2294 894 2097  L 366 2166  L 809 4519  L 3088 4519  L 3088 3981  L 1259 3981  L 1013 2750  Q 1425 3038 1878 3038  Q 2478 3038 2890 2622  Q 3303 2206 3303 1553  Q 3303 931 2941 478  Q 2500 -78 1738 -78  Q 1113 -78 717 272  Q 322 622 266 1200  z \" id=\"ArialMT-35\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"336.474609\" xlink:href=\"#ArialMT-35\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(22.75343 97.622017)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 213 1659  Q 213 2581 725 3025  Q 1153 3394 1769 3394  Q 2453 3394 2887 2945  Q 3322 2497 3322 1706  Q 3322 1066 3130 698  Q 2938 331 2570 128  Q 2203 -75 1769 -75  Q 1072 -75 642 372  Q 213 819 213 1659  z M 791 1659  Q 791 1022 1069 705  Q 1347 388 1769 388  Q 2188 388 2466 706  Q 2744 1025 2744 1678  Q 2744 2294 2464 2611  Q 2184 2928 1769 2928  Q 1347 2928 1069 2612  Q 791 2297 791 1659  z \" id=\"ArialMT-6f\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 422 0  L 422 3319  L 925 3319  L 925 2853  Q 1081 3097 1340 3245  Q 1600 3394 1931 3394  Q 2300 3394 2536 3241  Q 2772 3088 2869 2813  Q 3263 3394 3894 3394  Q 4388 3394 4653 3120  Q 4919 2847 4919 2278  L 4919 0  L 4359 0  L 4359 2091  Q 4359 2428 4304 2576  Q 4250 2725 4106 2815  Q 3963 2906 3769 2906  Q 3419 2906 3187 2673  Q 2956 2441 2956 1928  L 2956 0  L 2394 0  L 2394 2156  Q 2394 2531 2256 2718  Q 2119 2906 1806 2906  Q 1569 2906 1367 2781  Q 1166 2656 1075 2415  Q 984 2175 984 1722  L 984 0  L 422 0  z \" id=\"ArialMT-6d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-64\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\" />\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\" />\n",
       "     <use x=\"227.832031\" xlink:href=\"#ArialMT-61\" />\n",
       "     <use x=\"283.447266\" xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"339.0625\" xlink:href=\"#ArialMT-74\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>node2-&gt;leaf3</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M75.01,-110.3C70.43,-102.82 65.43,-94.65 60.53,-86.65\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"61.73,-85.92 58.44,-83.24 59.34,-87.38 61.73,-85.92\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>leaf4</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"148,-83 81,-83 81,0 148,0 148,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519938 99.410744\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"85.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.388322</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.410744  L 78.519938 99.410744  L 78.519938 -0  L 0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519938 39.259976  C 78.519938 32.886921 76.968136 26.608682 73.999052 20.9695  C 71.029969 15.330318 66.731951 10.497988 61.477579 6.89141  C 56.223207 3.284832 50.168827 1.011321 43.839273 0.26796  C 37.50972 -0.475401 31.093332 0.333507 25.146325 2.624562  C 19.199317 4.915617 13.898647 8.620649 9.70381 13.418479  C 5.508974 18.21631 2.544791 23.964178 1.068217 30.16382  C -0.408357 36.363462 -0.353387 42.830405 1.228364 49.00405  C 2.810114 55.177695 5.871579 60.874344 10.147369 65.600172  L 39.259938 39.259976  L 78.519938 39.259976  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.147369 65.600172  C 14.630648 70.555328 20.305671 74.284777 26.632937 76.433978  C 32.960204 78.583179 39.732651 79.081798 46.306455 77.882433  C 52.880258 76.683068 59.040286 73.824969 64.200932 69.579843  C 69.361579 65.334717 73.353959 59.841488 75.798536 53.622372  L 39.259938 39.259976  L 10.147369 65.600172  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 75.798536 53.622372  C 76.695697 51.339954 77.377027 48.978486 77.833589 46.568947  C 78.29015 44.159408 78.519938 41.712381 78.519938 39.259968  L 39.259938 39.259976  L 75.798536 53.622372  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 78.519938 39.259968  C 78.519938 39.259968 78.519938 39.259968 78.519938 39.259968  L 39.259938 39.259976  L 78.519938 39.259968  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119547 88.102807)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-33\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-33\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(22.753375 97.621994)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 213 1659  Q 213 2581 725 3025  Q 1153 3394 1769 3394  Q 2453 3394 2887 2945  Q 3322 2497 3322 1706  Q 3322 1066 3130 698  Q 2938 331 2570 128  Q 2203 -75 1769 -75  Q 1072 -75 642 372  Q 213 819 213 1659  z M 791 1659  Q 791 1022 1069 705  Q 1347 388 1769 388  Q 2188 388 2466 706  Q 2744 1025 2744 1678  Q 2744 2294 2464 2611  Q 2184 2928 1769 2928  Q 1347 2928 1069 2612  Q 791 2297 791 1659  z \" id=\"ArialMT-6f\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 422 0  L 422 3319  L 925 3319  L 925 2853  Q 1081 3097 1340 3245  Q 1600 3394 1931 3394  Q 2300 3394 2536 3241  Q 2772 3088 2869 2813  Q 3263 3394 3894 3394  Q 4388 3394 4653 3120  Q 4919 2847 4919 2278  L 4919 0  L 4359 0  L 4359 2091  Q 4359 2428 4304 2576  Q 4250 2725 4106 2815  Q 3963 2906 3769 2906  Q 3419 2906 3187 2673  Q 2956 2441 2956 1928  L 2956 0  L 2394 0  L 2394 2156  Q 2394 2531 2256 2718  Q 2119 2906 1806 2906  Q 1569 2906 1367 2781  Q 1166 2656 1075 2415  Q 984 2175 984 1722  L 984 0  L 422 0  z \" id=\"ArialMT-6d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-64\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\" />\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\" />\n",
       "     <use x=\"227.832031\" xlink:href=\"#ArialMT-61\" />\n",
       "     <use x=\"283.447266\" xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"339.0625\" xlink:href=\"#ArialMT-74\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>node2-&gt;leaf4</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M99.97,-110.3C101.52,-103.08 103.2,-95.23 104.85,-87.51\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"106.3,-87.45 105.77,-83.24 103.56,-86.86 106.3,-87.45\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>leaf6</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"263,-83 196,-83 196,0 263,0 263,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519947 99.647787\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"200.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.428717</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 99.647787  L 78.519947 99.647787  L 78.519947 -0  L -0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519947 39.259924  C 78.519947 37.610463 78.415997 35.96264 78.208715 34.326255  C 78.001433 32.689869 77.69123 31.068172 77.279953 29.470808  L 39.259947 39.259924  L 78.519947 39.259924  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 77.279953 29.470808  C 77.23427 29.293381 77.187346 29.116276 77.139184 28.939506  C 77.091022 28.762736 77.041623 28.586305 76.990991 28.410226  L 39.259947 39.259924  L 77.279953 29.470808  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 76.990991 28.410226  C 75.158655 22.038073 71.741608 16.232742 67.059798 11.537805  C 62.377987 6.842867 56.582246 3.409578 50.215249 1.559408  C 43.848252 -0.290763 37.115121 -0.498208 30.646301 0.956495  C 24.177482 2.411198 18.181377 5.481184 13.219422 9.879001  C 8.257468 14.276817 4.48952 19.860781 2.268384 26.108048  C 0.047248 32.355315 -0.555518 39.064619 0.516525 45.607746  C 1.588568 52.150873 4.300882 58.317025 8.399504 63.528847  C 12.498126 68.740669 17.851012 72.830252 23.956955 75.414675  L 39.259947 39.259924  L 76.990991 28.410226  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 23.956955 75.414675  C 29.925845 77.94109 36.42851 78.95049 42.882405 78.352448  C 49.3363 77.754406 55.542768 75.567331 60.945798 71.987153  C 66.348829 68.406974 70.782111 63.543894 73.848488 57.833574  C 76.914864 52.123255 78.519948 45.741465 78.519947 39.25992  L 39.259947 39.259924  L 23.956955 75.414675  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119557 88.102756)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z \" id=\"ArialMT-32\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2069 0  L 2069 1097  L 81 1097  L 81 1613  L 2172 4581  L 2631 4581  L 2631 1613  L 3250 1613  L 3250 1097  L 2631 1097  L 2631 0  L 2069 0  z M 2069 1613  L 2069 3678  L 634 1613  L 2069 1613  z \" id=\"ArialMT-34\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-32\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-32\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-34\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-34\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(21.999635 97.753568)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2597 0  L 2597 488  Q 2209 -75 1544 -75  Q 1250 -75 995 37  Q 741 150 617 320  Q 494 491 444 738  Q 409 903 409 1263  L 409 3319  L 972 3319  L 972 1478  Q 972 1038 1006 884  Q 1059 663 1231 536  Q 1403 409 1656 409  Q 1909 409 2131 539  Q 2353 669 2445 892  Q 2538 1116 2538 1541  L 2538 3319  L 3100 3319  L 3100 0  L 2597 0  z \" id=\"ArialMT-75\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 319 -275  L 866 -356  Q 900 -609 1056 -725  Q 1266 -881 1628 -881  Q 2019 -881 2231 -725  Q 2444 -569 2519 -288  Q 2563 -116 2559 434  Q 2191 0 1641 0  Q 956 0 581 494  Q 206 988 206 1678  Q 206 2153 378 2554  Q 550 2956 876 3175  Q 1203 3394 1644 3394  Q 2231 3394 2613 2919  L 2613 3319  L 3131 3319  L 3131 450  Q 3131 -325 2973 -648  Q 2816 -972 2473 -1159  Q 2131 -1347 1631 -1347  Q 1038 -1347 672 -1080  Q 306 -813 319 -275  z M 784 1719  Q 784 1066 1043 766  Q 1303 466 1694 466  Q 2081 466 2343 764  Q 2606 1063 2606 1700  Q 2606 2309 2336 2618  Q 2066 2928 1684 2928  Q 1309 2928 1046 2623  Q 784 2319 784 1719  z \" id=\"ArialMT-67\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2694 1069  L 3275 997  Q 3138 488 2766 206  Q 2394 -75 1816 -75  Q 1088 -75 661 373  Q 234 822 234 1631  Q 234 2469 665 2931  Q 1097 3394 1784 3394  Q 2450 3394 2872 2941  Q 3294 2488 3294 1666  Q 3294 1616 3291 1516  L 816 1516  Q 847 969 1125 678  Q 1403 388 1819 388  Q 2128 388 2347 550  Q 2566 713 2694 1069  z M 847 1978  L 2700 1978  Q 2663 2397 2488 2606  Q 2219 2931 1791 2931  Q 1403 2931 1139 2672  Q 875 2413 847 1978  z \" id=\"ArialMT-65\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-66\" />\n",
       "     <use x=\"27.783203\" xlink:href=\"#ArialMT-75\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"127.832031\" xlink:href=\"#ArialMT-67\" />\n",
       "     <use x=\"183.447266\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"216.748047\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"272.363281\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"327.978516\" xlink:href=\"#ArialMT-6e\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>node5-&gt;leaf6</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M265.88,-115.26C261.54,-106.57 256.54,-96.57 251.66,-86.82\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"252.91,-86.19 249.87,-83.24 250.41,-87.44 252.91,-86.19\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>leaf7</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"344,-83 277,-83 277,0 344,0 344,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.52 99.410518\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"281.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.466834</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.410518  L 78.52 99.410518  L 78.52 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.52 39.259749  C 78.52 30.082073 75.301849 21.18871 69.428814 14.136249  C 63.555779 7.083789 55.39174 2.309184 46.365632 0.648124  C 37.339524 -1.012935 28.010584 0.542467 20.011639 5.04209  C 12.012693 9.541714 5.839338 16.706774 2.572084 25.283183  L 39.26 39.259749  L 78.52 39.259749  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 2.572084 25.283183  C 2.572084 25.283183 2.572084 25.283183 2.572084 25.283183  L 39.26 39.259749  L 2.572084 25.283183  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 2.572084 25.283183  C 0.773077 30.005501 -0.097368 35.031049 0.008639 40.083323  C 0.114646 45.135598 1.195125 50.120211 3.190629 54.762913  L 39.26 39.259749  L 2.572084 25.283183  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 3.190629 54.762913  C 6.758965 63.064937 13.086455 69.885715 21.097768 74.066084  C 29.109081 78.246453 38.323136 79.535381 47.174042 77.71382  C 56.024948 75.892259 63.981206 71.069594 69.690683 64.065416  C 75.40016 57.061239 78.52 48.296153 78.52 39.259747  L 39.26 39.259749  L 3.190629 54.762913  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119609 88.102581)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z \" id=\"ArialMT-32\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 350 1059  L 891 1109  Q 959 728 1153 556  Q 1347 384 1650 384  Q 1909 384 2104 503  Q 2300 622 2425 820  Q 2550 1019 2634 1356  Q 2719 1694 2719 2044  Q 2719 2081 2716 2156  Q 2547 1888 2255 1720  Q 1963 1553 1622 1553  Q 1053 1553 659 1965  Q 266 2378 266 3053  Q 266 3750 677 4175  Q 1088 4600 1706 4600  Q 2153 4600 2523 4359  Q 2894 4119 3086 3673  Q 3278 3228 3278 2384  Q 3278 1506 3087 986  Q 2897 466 2520 194  Q 2144 -78 1638 -78  Q 1100 -78 759 220  Q 419 519 350 1059  z M 2653 3081  Q 2653 3566 2395 3850  Q 2138 4134 1775 4134  Q 1400 4134 1122 3828  Q 844 3522 844 3034  Q 844 2597 1108 2323  Q 1372 2050 1759 2050  Q 2150 2050 2401 2323  Q 2653 2597 2653 3081  z \" id=\"ArialMT-39\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 1200  L 856 1250  Q 922 819 1161 601  Q 1400 384 1738 384  Q 2144 384 2425 690  Q 2706 997 2706 1503  Q 2706 1984 2436 2262  Q 2166 2541 1728 2541  Q 1456 2541 1237 2417  Q 1019 2294 894 2097  L 366 2166  L 809 4519  L 3088 4519  L 3088 3981  L 1259 3981  L 1013 2750  Q 1425 3038 1878 3038  Q 2478 3038 2890 2622  Q 3303 2206 3303 1553  Q 3303 931 2941 478  Q 2500 -78 1738 -78  Q 1113 -78 717 272  Q 322 622 266 1200  z \" id=\"ArialMT-35\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-32\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-39\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-39\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-35\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(22.753437 97.621768)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 213 1659  Q 213 2581 725 3025  Q 1153 3394 1769 3394  Q 2453 3394 2887 2945  Q 3322 2497 3322 1706  Q 3322 1066 3130 698  Q 2938 331 2570 128  Q 2203 -75 1769 -75  Q 1072 -75 642 372  Q 213 819 213 1659  z M 791 1659  Q 791 1022 1069 705  Q 1347 388 1769 388  Q 2188 388 2466 706  Q 2744 1025 2744 1678  Q 2744 2294 2464 2611  Q 2184 2928 1769 2928  Q 1347 2928 1069 2612  Q 791 2297 791 1659  z \" id=\"ArialMT-6f\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 422 0  L 422 3319  L 925 3319  L 925 2853  Q 1081 3097 1340 3245  Q 1600 3394 1931 3394  Q 2300 3394 2536 3241  Q 2772 3088 2869 2813  Q 3263 3394 3894 3394  Q 4388 3394 4653 3120  Q 4919 2847 4919 2278  L 4919 0  L 4359 0  L 4359 2091  Q 4359 2428 4304 2576  Q 4250 2725 4106 2815  Q 3963 2906 3769 2906  Q 3419 2906 3187 2673  Q 2956 2441 2956 1928  L 2956 0  L 2394 0  L 2394 2156  Q 2394 2531 2256 2718  Q 2119 2906 1806 2906  Q 1569 2906 1367 2781  Q 1166 2656 1075 2415  Q 984 2175 984 1722  L 984 0  L 422 0  z \" id=\"ArialMT-6d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-64\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\" />\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\" />\n",
       "     <use x=\"227.832031\" xlink:href=\"#ArialMT-61\" />\n",
       "     <use x=\"283.447266\" xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"339.0625\" xlink:href=\"#ArialMT-74\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>node5-&gt;leaf7</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M286.74,-115.26C289.55,-106.65 292.79,-96.75 295.94,-87.08\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"297.29,-87.48 297.2,-83.24 294.62,-86.61 297.29,-87.48\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>node1</title>\n",
       "<svg height=\"65px\" version=\"1.1\" viewBox=\"0 0 223.568541 86.63143\" width=\"168px\" preserveAspectRatio=\"xMinYMin meet\" x=\"186.5\" y=\"-268.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:52.695528</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 86.63143  L 223.568541 86.63143  L 223.568541 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 32.45 56.77393  L 216.59 56.77393  L 216.59 0.352647  L 32.45 0.352647  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 32.45 56.77393  L 44.427819 56.77393  L 44.427819 56.185238  L 32.45 56.185238  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 44.427819 56.77393  L 56.405639 56.77393  L 56.405639 56.4936  L 44.427819 56.4936  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 56.405639 56.77393  L 68.383458 56.77393  L 68.383458 56.042737  L 56.405639 56.042737  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 68.383458 56.77393  L 80.361277 56.77393  L 80.361277 37.230269  L 68.383458 37.230269  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 80.361277 56.77393  L 92.339097 56.77393  L 92.339097 3.354746  L 80.361277 3.354746  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 92.339097 56.77393  L 104.316916 56.77393  L 104.316916 26.531014  L 92.339097 26.531014  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 104.316916 56.77393  L 116.294736 56.77393  L 116.294736 39.036061  L 104.316916 39.036061  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 116.294736 56.77393  L 128.272555 56.77393  L 128.272555 42.341616  L 116.294736 42.341616  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 128.272555 56.77393  L 140.250374 56.77393  L 140.250374 45.420572  L 128.272555 45.420572  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 140.250374 56.77393  L 152.228194 56.77393  L 152.228194 48.870965  L 140.250374 48.870965  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 152.228194 56.77393  L 164.206013 56.77393  L 164.206013 55.220436  L 152.228194 55.220436  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 164.206013 56.77393  L 176.183832 56.77393  L 176.183832 56.738889  L 164.206013 56.738889  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 176.183832 56.77393  L 188.161652 56.77393  L 188.161652 56.77393  L 176.183832 56.77393  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 188.161652 56.77393  L 200.139471 56.77393  L 200.139471 56.77393  L 188.161652 56.77393  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 200.139471 56.77393  L 212.117291 56.77393  L 212.117291 56.745897  L 200.139471 56.745897  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 32.45 56.185238  L 44.427819 56.185238  L 44.427819 56.185238  L 32.45 56.185238  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 44.427819 56.4936  L 56.405639 56.4936  L 56.405639 56.486592  L 44.427819 56.486592  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 56.405639 56.042737  L 68.383458 56.042737  L 68.383458 56.042737  L 56.405639 56.042737  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 68.383458 37.230269  L 80.361277 37.230269  L 80.361277 37.223261  L 68.383458 37.223261  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 80.361277 3.354746  L 92.339097 3.354746  L 92.339097 3.135154  L 80.361277 3.135154  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 92.339097 26.531014  L 104.316916 26.531014  L 104.316916 24.421532  L 92.339097 24.421532  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 104.316916 39.036061  L 116.294736 39.036061  L 116.294736 38.085275  L 104.316916 38.085275  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 116.294736 42.341616  L 128.272555 42.341616  L 128.272555 42.20846  L 116.294736 42.20846  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 128.272555 45.420572  L 140.250374 45.420572  L 140.250374 45.357498  L 128.272555 45.357498  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 140.250374 48.870965  L 152.228194 48.870965  L 152.228194 48.845268  L 140.250374 48.845268  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 152.228194 55.220436  L 164.206013 55.220436  L 164.206013 55.201747  L 152.228194 55.201747  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 164.206013 56.738889  L 176.183832 56.738889  L 176.183832 56.738889  L 164.206013 56.738889  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 176.183832 56.77393  L 188.161652 56.77393  L 188.161652 56.77393  L 176.183832 56.77393  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 188.161652 56.77393  L 200.139471 56.77393  L 200.139471 56.77393  L 188.161652 56.77393  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 200.139471 56.745897  L 212.117291 56.745897  L 212.117291 56.745897  L 200.139471 56.745897  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 32.45 56.185238  L 44.427819 56.185238  L 44.427819 56.185238  L 32.45 56.185238  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 44.427819 56.486592  L 56.405639 56.486592  L 56.405639 56.477248  L 44.427819 56.477248  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 56.405639 56.042737  L 68.383458 56.042737  L 68.383458 56.021712  L 56.405639 56.021712  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 68.383458 37.223261  L 80.361277 37.223261  L 80.361277 37.18822  L 68.383458 37.18822  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 80.361277 3.135154  L 92.339097 3.135154  L 92.339097 3.0604  L 80.361277 3.0604  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 92.339097 24.421532  L 104.316916 24.421532  L 104.316916 24.129522  L 92.339097 24.129522  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 104.316916 38.085275  L 116.294736 38.085275  L 116.294736 37.77224  L 104.316916 37.77224  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 116.294736 42.20846  L 128.272555 42.20846  L 128.272555 42.000548  L 116.294736 42.000548  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 128.272555 45.357498  L 140.250374 45.357498  L 140.250374 45.007086  L 128.272555 45.007086  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 140.250374 48.845268  L 152.228194 48.845268  L 152.228194 48.279937  L 140.250374 48.279937  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 152.228194 55.201747  L 164.206013 55.201747  L 164.206013 52.508245  L 152.228194 52.508245  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 164.206013 56.738889  L 176.183832 56.738889  L 176.183832 56.045073  L 164.206013 56.045073  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 176.183832 56.77393  L 188.161652 56.77393  L 188.161652 56.638437  L 176.183832 56.638437  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 188.161652 56.77393  L 200.139471 56.77393  L 200.139471 56.629093  L 188.161652 56.629093  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 200.139471 56.745897  L 212.117291 56.745897  L 212.117291 56.460895  L 200.139471 56.460895  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 32.45 56.185238  L 44.427819 56.185238  L 44.427819 56.145524  L 32.45 56.145524  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 44.427819 56.477248  L 56.405639 56.477248  L 56.405639 56.430526  L 44.427819 56.430526  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 56.405639 56.021712  L 68.383458 56.021712  L 68.383458 55.970318  L 56.405639 55.970318  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 68.383458 37.18822  L 80.361277 37.18822  L 80.361277 37.141498  L 68.383458 37.141498  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 80.361277 3.0604  L 92.339097 3.0604  L 92.339097 3.039375  L 80.361277 3.039375  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 92.339097 24.129522  L 104.316916 24.129522  L 104.316916 24.082801  L 92.339097 24.082801  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 104.316916 37.77224  L 116.294736 37.77224  L 116.294736 37.725519  L 104.316916 37.725519  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 116.294736 42.000548  L 128.272555 42.000548  L 128.272555 41.542676  L 116.294736 41.542676  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 128.272555 45.007086  L 140.250374 45.007086  L 140.250374 43.988554  L 128.272555 43.988554  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 140.250374 48.279937  L 152.228194 48.279937  L 152.228194 45.887789  L 140.250374 45.887789  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 152.228194 52.508245  L 164.206013 52.508245  L 164.206013 49.233058  L 152.228194 49.233058  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 164.206013 56.045073  L 176.183832 56.045073  L 176.183832 55.846506  L 164.206013 55.846506  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 176.183832 56.638437  L 188.161652 56.638437  L 188.161652 56.636101  L 176.183832 56.636101  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 188.161652 56.629093  L 200.139471 56.629093  L 200.139471 56.629093  L 188.161652 56.629093  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#pdb1d3a085e)\" d=\"M 200.139471 56.460895  L 212.117291 56.460895  L 212.117291 56.460895  L 200.139471 56.460895  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 148.679792 57.58933  L 145.365272 64.92793  L 151.994312 64.92793  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m44c4d1cd16\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m44c4d1cd16\" y=\"56.77393\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(17.646875 69.85268)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2113 2584  Q 1688 2584 1439 2293  Q 1191 2003 1191 1497  Q 1191 994 1439 701  Q 1688 409 2113 409  Q 2538 409 2786 701  Q 3034 994 3034 1497  Q 3034 2003 2786 2293  Q 2538 2584 2113 2584  z M 3366 4563  L 3366 3988  Q 3128 4100 2886 4159  Q 2644 4219 2406 4219  Q 1781 4219 1451 3797  Q 1122 3375 1075 2522  Q 1259 2794 1537 2939  Q 1816 3084 2150 3084  Q 2853 3084 3261 2657  Q 3669 2231 3669 1497  Q 3669 778 3244 343  Q 2819 -91 2113 -91  Q 1303 -91 875 529  Q 447 1150 447 2328  Q 447 3434 972 4092  Q 1497 4750 2381 4750  Q 2619 4750 2861 4703  Q 3103 4656 3366 4563  z \" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-36\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"212.117291\" xlink:href=\"#m44c4d1cd16\" y=\"56.77393\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(200.666041 69.85268)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-34\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-34\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(105.513125 84.105805)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 397 -1278  L 334 -750  Q 519 -800 656 -800  Q 844 -800 956 -737  Q 1069 -675 1141 -563  Q 1194 -478 1313 -144  Q 1328 -97 1363 -6  L 103 3319  L 709 3319  L 1400 1397  Q 1534 1031 1641 628  Q 1738 1016 1872 1384  L 2581 3319  L 3144 3319  L 1881 -56  Q 1678 -603 1566 -809  Q 1416 -1088 1222 -1217  Q 1028 -1347 759 -1347  Q 597 -1347 397 -1278  z \" id=\"ArialMT-79\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 197 991  L 753 1078  Q 800 744 1014 566  Q 1228 388 1613 388  Q 2000 388 2187 545  Q 2375 703 2375 916  Q 2375 1106 2209 1216  Q 2094 1291 1634 1406  Q 1016 1563 777 1677  Q 538 1791 414 1992  Q 291 2194 291 2438  Q 291 2659 392 2848  Q 494 3038 669 3163  Q 800 3259 1026 3326  Q 1253 3394 1513 3394  Q 1903 3394 2198 3281  Q 2494 3169 2634 2976  Q 2775 2784 2828 2463  L 2278 2388  Q 2241 2644 2061 2787  Q 1881 2931 1553 2931  Q 1166 2931 1000 2803  Q 834 2675 834 2503  Q 834 2394 903 2306  Q 972 2216 1119 2156  Q 1203 2125 1616 2013  Q 2213 1853 2448 1751  Q 2684 1650 2818 1456  Q 2953 1263 2953 975  Q 2953 694 2789 445  Q 2625 197 2315 61  Q 2006 -75 1616 -75  Q 969 -75 630 194  Q 291 463 197 991  z \" id=\"ArialMT-73\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-79\" />\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"211.230469\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"239.013672\" xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"289.013672\" xlink:href=\"#ArialMT-2e\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"mf2d274104a\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#mf2d274104a\" y=\"56.77393\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(20.36 59.813305)scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#mf2d274104a\" y=\"3.039375\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(-0 6.07875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 1228 531  L 3431 531  L 3431 0  L 469 0  L 469 531  Q 828 903 1448 1529  Q 2069 2156 2228 2338  Q 2531 2678 2651 2914  Q 2772 3150 2772 3378  Q 2772 3750 2511 3984  Q 2250 4219 1831 4219  Q 1534 4219 1204 4116  Q 875 4013 500 3803  L 500 4441  Q 881 4594 1212 4672  Q 1544 4750 1819 4750  Q 2544 4750 2975 4387  Q 3406 4025 3406 3419  Q 3406 3131 3298 2873  Q 3191 2616 2906 2266  Q 2828 2175 2409 1742  Q 1991 1309 1228 531  z \" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-32\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 32.45 56.77393  L 32.45 0.352647  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 32.45 56.77393  L 216.59 56.77393  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(140.895417 73.08193)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1131 2484  Q 781 2613 612 2850  Q 444 3088 444 3419  Q 444 3919 803 4259  Q 1163 4600 1759 4600  Q 2359 4600 2725 4251  Q 3091 3903 3091 3403  Q 3091 3084 2923 2848  Q 2756 2613 2416 2484  Q 2838 2347 3058 2040  Q 3278 1734 3278 1309  Q 3278 722 2862 322  Q 2447 -78 1769 -78  Q 1091 -78 675 323  Q 259 725 259 1325  Q 259 1772 486 2073  Q 713 2375 1131 2484  z M 1019 3438  Q 1019 3113 1228 2906  Q 1438 2700 1772 2700  Q 2097 2700 2305 2904  Q 2513 3109 2513 3406  Q 2513 3716 2298 3927  Q 2084 4138 1766 4138  Q 1444 4138 1231 3931  Q 1019 3725 1019 3438  z M 838 1322  Q 838 1081 952 856  Q 1066 631 1291 507  Q 1516 384 1775 384  Q 2178 384 2440 643  Q 2703 903 2703 1303  Q 2703 1709 2433 1975  Q 2163 2241 1756 2241  Q 1359 2241 1098 1978  Q 838 1716 838 1322  z \" id=\"ArialMT-38\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 350 1059  L 891 1109  Q 959 728 1153 556  Q 1347 384 1650 384  Q 1909 384 2104 503  Q 2300 622 2425 820  Q 2550 1019 2634 1356  Q 2719 1694 2719 2044  Q 2719 2081 2716 2156  Q 2547 1888 2255 1720  Q 1963 1553 1622 1553  Q 1053 1553 659 1965  Q 266 2378 266 3053  Q 266 3750 677 4175  Q 1088 4600 1706 4600  Q 2153 4600 2523 4359  Q 2894 4119 3086 3673  Q 3278 3228 3278 2384  Q 3278 1506 3087 986  Q 2897 466 2520 194  Q 2144 -78 1638 -78  Q 1100 -78 759 220  Q 419 519 350 1059  z M 2653 3081  Q 2653 3566 2395 3850  Q 2138 4134 1775 4134  Q 1400 4134 1122 3828  Q 844 3522 844 3034  Q 844 2597 1108 2323  Q 1372 2050 1759 2050  Q 2150 2050 2401 2323  Q 2653 2597 2653 3081  z \" id=\"ArialMT-39\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-38\" />\n",
       "     <use x=\"139.013672\" xlink:href=\"#ArialMT-39\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pdb1d3a085e\">\n",
       "   <rect height=\"56.421283\" width=\"184.14\" x=\"32.45\" y=\"0.352647\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>node1-&gt;node2</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M202.83,-199.94C186.99,-191.62 170.21,-182.81 154.68,-174.65\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"154.95,-173.21 150.76,-172.59 153.65,-175.69 154.95,-173.21\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>node1-&gt;node5</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M273.57,-199.81C274.37,-190.57 275.21,-180.72 275.98,-171.84\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"277.4,-171.67 276.34,-167.57 274.61,-171.43 277.4,-171.67\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>node8</title>\n",
       "<svg height=\"64px\" version=\"1.1\" viewBox=\"0 0 223.568541 85.260651\" width=\"168px\" preserveAspectRatio=\"xMinYMin meet\" x=\"376.5\" y=\"-268.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.106627</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 85.260651  L 223.568541 85.260651  L 223.568541 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 32.45 55.403151  L 216.59 55.403151  L 216.59 0.421186  L 32.45 0.421186  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 32.45 55.403151  L 44.427819 55.403151  L 44.427819 55.403151  L 32.45 55.403151  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 44.427819 55.403151  L 56.405639 55.403151  L 56.405639 55.403151  L 44.427819 55.403151  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 56.405639 55.403151  L 68.383458 55.403151  L 68.383458 55.403151  L 56.405639 55.403151  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 68.383458 55.403151  L 80.361277 55.403151  L 80.361277 55.403151  L 68.383458 55.403151  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 80.361277 55.403151  L 92.339097 55.403151  L 92.339097 53.754914  L 80.361277 53.754914  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 92.339097 55.403151  L 104.316916 55.403151  L 104.316916 47.556109  L 92.339097 47.556109  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 104.316916 55.403151  L 116.294736 55.403151  L 116.294736 51.798528  L 104.316916 51.798528  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 116.294736 55.403151  L 128.272555 55.403151  L 128.272555 53.929292  L 116.294736 53.929292  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 128.272555 55.403151  L 140.250374 55.403151  L 140.250374 54.206387  L 128.272555 54.206387  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 140.250374 55.403151  L 152.228194 55.403151  L 152.228194 54.528868  L 140.250374 54.528868  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 152.228194 55.403151  L 164.206013 55.403151  L 164.206013 54.853738  L 152.228194 54.853738  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 164.206013 55.403151  L 176.183832 55.403151  L 176.183832 55.369708  L 164.206013 55.369708  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 176.183832 55.403151  L 188.161652 55.403151  L 188.161652 55.388818  L 176.183832 55.388818  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 188.161652 55.403151  L 200.139471 55.403151  L 200.139471 55.379263  L 188.161652 55.379263  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 200.139471 55.403151  L 212.117291 55.403151  L 212.117291 55.34821  L 200.139471 55.34821  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 32.45 55.403151  L 44.427819 55.403151  L 44.427819 55.403151  L 32.45 55.403151  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 44.427819 55.403151  L 56.405639 55.403151  L 56.405639 55.403151  L 44.427819 55.403151  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 56.405639 55.403151  L 68.383458 55.403151  L 68.383458 55.403151  L 56.405639 55.403151  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 68.383458 55.403151  L 80.361277 55.403151  L 80.361277 55.403151  L 68.383458 55.403151  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 80.361277 53.754914  L 92.339097 53.754914  L 92.339097 53.692806  L 80.361277 53.692806  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 92.339097 47.556109  L 104.316916 47.556109  L 104.316916 42.881326  L 92.339097 42.881326  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 104.316916 51.798528  L 116.294736 51.798528  L 116.294736 44.242914  L 104.316916 44.242914  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 116.294736 53.929292  L 128.272555 53.929292  L 128.272555 50.804808  L 116.294736 50.804808  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 128.272555 54.206387  L 140.250374 54.206387  L 140.250374 53.637865  L 128.272555 53.637865  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 140.250374 54.528868  L 152.228194 54.528868  L 152.228194 54.187277  L 140.250374 54.187277  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 152.228194 54.853738  L 164.206013 54.853738  L 164.206013 54.053507  L 152.228194 54.053507  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 164.206013 55.369708  L 176.183832 55.369708  L 176.183832 55.36732  L 164.206013 55.36732  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 176.183832 55.388818  L 188.161652 55.388818  L 188.161652 55.388818  L 176.183832 55.388818  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 188.161652 55.379263  L 200.139471 55.379263  L 200.139471 55.379263  L 188.161652 55.379263  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 200.139471 55.34821  L 212.117291 55.34821  L 212.117291 55.34821  L 200.139471 55.34821  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 32.45 55.403151  L 44.427819 55.403151  L 44.427819 55.403151  L 32.45 55.403151  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 44.427819 55.403151  L 56.405639 55.403151  L 56.405639 55.403151  L 44.427819 55.403151  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 56.405639 55.403151  L 68.383458 55.403151  L 68.383458 55.403151  L 56.405639 55.403151  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 68.383458 55.403151  L 80.361277 55.403151  L 80.361277 55.403151  L 68.383458 55.403151  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 80.361277 53.692806  L 92.339097 53.692806  L 92.339097 53.692806  L 80.361277 53.692806  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 92.339097 42.881326  L 104.316916 42.881326  L 104.316916 42.057208  L 92.339097 42.057208  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 104.316916 44.242914  L 116.294736 44.242914  L 116.294736 35.781963  L 104.316916 35.781963  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 116.294736 50.804808  L 128.272555 50.804808  L 128.272555 34.231665  L 116.294736 34.231665  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 128.272555 53.637865  L 140.250374 53.637865  L 140.250374 30.727369  L 128.272555 30.727369  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 140.250374 54.187277  L 152.228194 54.187277  L 152.228194 19.688958  L 140.250374 19.688958  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 152.228194 54.053507  L 164.206013 54.053507  L 164.206013 4.159698  L 152.228194 4.159698  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 164.206013 55.36732  L 176.183832 55.36732  L 176.183832 36.023227  L 164.206013 36.023227  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 176.183832 55.388818  L 188.161652 55.388818  L 188.161652 54.798797  L 176.183832 54.798797  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 188.161652 55.379263  L 200.139471 55.379263  L 200.139471 55.276547  L 188.161652 55.276547  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 200.139471 55.34821  L 212.117291 55.34821  L 212.117291 55.183386  L 200.139471 55.183386  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 32.45 55.403151  L 44.427819 55.403151  L 44.427819 55.403151  L 32.45 55.403151  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 44.427819 55.403151  L 56.405639 55.403151  L 56.405639 55.403151  L 44.427819 55.403151  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 56.405639 55.403151  L 68.383458 55.403151  L 68.383458 55.403151  L 56.405639 55.403151  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 68.383458 55.403151  L 80.361277 55.403151  L 80.361277 55.403151  L 68.383458 55.403151  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 80.361277 53.692806  L 92.339097 53.692806  L 92.339097 53.692806  L 80.361277 53.692806  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 92.339097 42.057208  L 104.316916 42.057208  L 104.316916 42.057208  L 92.339097 42.057208  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 104.316916 35.781963  L 116.294736 35.781963  L 116.294736 35.738966  L 104.316916 35.738966  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 116.294736 34.231665  L 128.272555 34.231665  L 128.272555 33.450544  L 116.294736 33.450544  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 128.272555 30.727369  L 140.250374 30.727369  L 140.250374 29.19857  L 128.272555 29.19857  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 140.250374 19.688958  L 152.228194 19.688958  L 152.228194 17.825734  L 140.250374 17.825734  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 152.228194 4.159698  L 164.206013 4.159698  L 164.206013 3.039375  L 152.228194 3.039375  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 164.206013 36.023227  L 176.183832 36.023227  L 176.183832 35.879902  L 164.206013 35.879902  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 176.183832 54.798797  L 188.161652 54.798797  L 188.161652 54.796408  L 176.183832 54.796408  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 188.161652 55.276547  L 200.139471 55.276547  L 200.139471 55.276547  L 188.161652 55.276547  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#p2d67bbff9f)\" d=\"M 200.139471 55.183386  L 212.117291 55.183386  L 212.117291 55.183386  L 200.139471 55.183386  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 114.526894 56.218551  L 111.212374 63.557151  L 117.841414 63.557151  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"mbbcc18c0ce\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#mbbcc18c0ce\" y=\"55.403151\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(17.646875 68.481901)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2113 2584  Q 1688 2584 1439 2293  Q 1191 2003 1191 1497  Q 1191 994 1439 701  Q 1688 409 2113 409  Q 2538 409 2786 701  Q 3034 994 3034 1497  Q 3034 2003 2786 2293  Q 2538 2584 2113 2584  z M 3366 4563  L 3366 3988  Q 3128 4100 2886 4159  Q 2644 4219 2406 4219  Q 1781 4219 1451 3797  Q 1122 3375 1075 2522  Q 1259 2794 1537 2939  Q 1816 3084 2150 3084  Q 2853 3084 3261 2657  Q 3669 2231 3669 1497  Q 3669 778 3244 343  Q 2819 -91 2113 -91  Q 1303 -91 875 529  Q 447 1150 447 2328  Q 447 3434 972 4092  Q 1497 4750 2381 4750  Q 2619 4750 2861 4703  Q 3103 4656 3366 4563  z \" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-36\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"212.117291\" xlink:href=\"#mbbcc18c0ce\" y=\"55.403151\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(200.666041 68.481901)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-34\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-34\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(105.513125 82.735026)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 397 -1278  L 334 -750  Q 519 -800 656 -800  Q 844 -800 956 -737  Q 1069 -675 1141 -563  Q 1194 -478 1313 -144  Q 1328 -97 1363 -6  L 103 3319  L 709 3319  L 1400 1397  Q 1534 1031 1641 628  Q 1738 1016 1872 1384  L 2581 3319  L 3144 3319  L 1881 -56  Q 1678 -603 1566 -809  Q 1416 -1088 1222 -1217  Q 1028 -1347 759 -1347  Q 597 -1347 397 -1278  z \" id=\"ArialMT-79\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 197 991  L 753 1078  Q 800 744 1014 566  Q 1228 388 1613 388  Q 2000 388 2187 545  Q 2375 703 2375 916  Q 2375 1106 2209 1216  Q 2094 1291 1634 1406  Q 1016 1563 777 1677  Q 538 1791 414 1992  Q 291 2194 291 2438  Q 291 2659 392 2848  Q 494 3038 669 3163  Q 800 3259 1026 3326  Q 1253 3394 1513 3394  Q 1903 3394 2198 3281  Q 2494 3169 2634 2976  Q 2775 2784 2828 2463  L 2278 2388  Q 2241 2644 2061 2787  Q 1881 2931 1553 2931  Q 1166 2931 1000 2803  Q 834 2675 834 2503  Q 834 2394 903 2306  Q 972 2216 1119 2156  Q 1203 2125 1616 2013  Q 2213 1853 2448 1751  Q 2684 1650 2818 1456  Q 2953 1263 2953 975  Q 2953 694 2789 445  Q 2625 197 2315 61  Q 2006 -75 1616 -75  Q 969 -75 630 194  Q 291 463 197 991  z \" id=\"ArialMT-73\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-79\" />\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"211.230469\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"239.013672\" xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"289.013672\" xlink:href=\"#ArialMT-2e\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"m111b7663e3\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m111b7663e3\" y=\"55.403151\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(20.36 58.442526)scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m111b7663e3\" y=\"3.039375\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(-0 6.07875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 1228 531  L 3431 531  L 3431 0  L 469 0  L 469 531  Q 828 903 1448 1529  Q 2069 2156 2228 2338  Q 2531 2678 2651 2914  Q 2772 3150 2772 3378  Q 2772 3750 2511 3984  Q 2250 4219 1831 4219  Q 1534 4219 1204 4116  Q 875 4013 500 3803  L 500 4441  Q 881 4594 1212 4672  Q 1544 4750 1819 4750  Q 2544 4750 2975 4387  Q 3406 4025 3406 3419  Q 3406 3131 3298 2873  Q 3191 2616 2906 2266  Q 2828 2175 2409 1742  Q 1991 1309 1228 531  z \" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 794 531  L 1825 531  L 1825 4091  L 703 3866  L 703 4441  L 1819 4666  L 2450 4666  L 2450 531  L 3481 531  L 3481 0  L 794 0  L 794 531  z \" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-32\" />\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-31\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 32.45 55.403151  L 32.45 0.421186  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 32.45 55.403151  L 216.59 55.403151  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(105.410644 71.711151)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 203 1375  L 203 1941  L 1931 1941  L 1931 1375  L 203 1375  z \" id=\"ArialMT-2d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z \" id=\"ArialMT-32\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1131 2484  Q 781 2613 612 2850  Q 444 3088 444 3419  Q 444 3919 803 4259  Q 1163 4600 1759 4600  Q 2359 4600 2725 4251  Q 3091 3903 3091 3403  Q 3091 3084 2923 2848  Q 2756 2613 2416 2484  Q 2838 2347 3058 2040  Q 3278 1734 3278 1309  Q 3278 722 2862 322  Q 2447 -78 1769 -78  Q 1091 -78 675 323  Q 259 725 259 1325  Q 259 1772 486 2073  Q 713 2375 1131 2484  z M 1019 3438  Q 1019 3113 1228 2906  Q 1438 2700 1772 2700  Q 2097 2700 2305 2904  Q 2513 3109 2513 3406  Q 2513 3716 2298 3927  Q 2084 4138 1766 4138  Q 1444 4138 1231 3931  Q 1019 3725 1019 3438  z M 838 1322  Q 838 1081 952 856  Q 1066 631 1291 507  Q 1516 384 1775 384  Q 2178 384 2440 643  Q 2703 903 2703 1303  Q 2703 1709 2433 1975  Q 2163 2241 1756 2241  Q 1359 2241 1098 1978  Q 838 1716 838 1322  z \" id=\"ArialMT-38\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-2d\" />\n",
       "     <use x=\"33.300781\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"88.916016\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"116.699219\" xlink:href=\"#ArialMT-32\" />\n",
       "     <use x=\"172.314453\" xlink:href=\"#ArialMT-38\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2d67bbff9f\">\n",
       "   <rect height=\"54.981965\" width=\"184.14\" x=\"32.45\" y=\"0.421186\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>node9</title>\n",
       "<svg height=\"51px\" version=\"1.1\" viewBox=\"0 0 218.478541 67.811267\" width=\"164px\" preserveAspectRatio=\"xMinYMin meet\" x=\"376.5\" y=\"-166.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:52.822155</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 67.811267  L 218.478541 67.811267  L 218.478541 -0  L 0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 27.36 37.953767  L 211.5 37.953767  L 211.5 1.293655  L 27.36 1.293655  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 27.36 37.953767  L 39.337819 37.953767  L 39.337819 37.953767  L 27.36 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 39.337819 37.953767  L 51.315639 37.953767  L 51.315639 37.953767  L 39.337819 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 51.315639 37.953767  L 63.293458 37.953767  L 63.293458 37.953767  L 51.315639 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 63.293458 37.953767  L 75.271277 37.953767  L 75.271277 37.953767  L 63.293458 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 75.271277 37.953767  L 87.249097 37.953767  L 87.249097 34.459796  L 75.271277 34.459796  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 87.249097 37.953767  L 99.226916 37.953767  L 99.226916 21.319427  L 87.249097 21.319427  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 99.226916 37.953767  L 111.204736 37.953767  L 111.204736 31.016462  L 99.226916 31.016462  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 111.204736 37.953767  L 123.182555 37.953767  L 123.182555 37.953767  L 111.204736 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 123.182555 37.953767  L 135.160374 37.953767  L 135.160374 37.953767  L 123.182555 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 135.160374 37.953767  L 147.138194 37.953767  L 147.138194 37.953767  L 135.160374 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 147.138194 37.953767  L 159.116013 37.953767  L 159.116013 37.953767  L 147.138194 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 159.116013 37.953767  L 171.093832 37.953767  L 171.093832 37.953767  L 159.116013 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 171.093832 37.953767  L 183.071652 37.953767  L 183.071652 37.953767  L 171.093832 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 183.071652 37.953767  L 195.049471 37.953767  L 195.049471 37.953767  L 183.071652 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 195.049471 37.953767  L 207.027291 37.953767  L 207.027291 37.953767  L 195.049471 37.953767  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 27.36 37.953767  L 39.337819 37.953767  L 39.337819 37.953767  L 27.36 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 39.337819 37.953767  L 51.315639 37.953767  L 51.315639 37.953767  L 39.337819 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 51.315639 37.953767  L 63.293458 37.953767  L 63.293458 37.953767  L 51.315639 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 63.293458 37.953767  L 75.271277 37.953767  L 75.271277 37.953767  L 63.293458 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 75.271277 34.459796  L 87.249097 34.459796  L 87.249097 34.328139  L 75.271277 34.328139  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 87.249097 21.319427  L 99.226916 21.319427  L 99.226916 11.409714  L 87.249097 11.409714  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 99.226916 31.016462  L 111.204736 31.016462  L 111.204736 16.903857  L 99.226916 16.903857  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 111.204736 37.953767  L 123.182555 37.953767  L 123.182555 37.953767  L 111.204736 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 123.182555 37.953767  L 135.160374 37.953767  L 135.160374 37.953767  L 123.182555 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 135.160374 37.953767  L 147.138194 37.953767  L 147.138194 37.953767  L 135.160374 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 147.138194 37.953767  L 159.116013 37.953767  L 159.116013 37.953767  L 147.138194 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 159.116013 37.953767  L 171.093832 37.953767  L 171.093832 37.953767  L 159.116013 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 171.093832 37.953767  L 183.071652 37.953767  L 183.071652 37.953767  L 171.093832 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 183.071652 37.953767  L 195.049471 37.953767  L 195.049471 37.953767  L 183.071652 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 195.049471 37.953767  L 207.027291 37.953767  L 207.027291 37.953767  L 195.049471 37.953767  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 27.36 37.953767  L 39.337819 37.953767  L 39.337819 37.953767  L 27.36 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 39.337819 37.953767  L 51.315639 37.953767  L 51.315639 37.953767  L 39.337819 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 51.315639 37.953767  L 63.293458 37.953767  L 63.293458 37.953767  L 51.315639 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 63.293458 37.953767  L 75.271277 37.953767  L 75.271277 37.953767  L 63.293458 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 75.271277 34.328139  L 87.249097 34.328139  L 87.249097 34.328139  L 75.271277 34.328139  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 87.249097 11.409714  L 99.226916 11.409714  L 99.226916 9.662729  L 87.249097 9.662729  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 99.226916 16.903857  L 111.204736 16.903857  L 111.204736 3.10014  L 99.226916 3.10014  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 111.204736 37.953767  L 123.182555 37.953767  L 123.182555 37.953767  L 111.204736 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 123.182555 37.953767  L 135.160374 37.953767  L 135.160374 37.953767  L 123.182555 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 135.160374 37.953767  L 147.138194 37.953767  L 147.138194 37.953767  L 135.160374 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 147.138194 37.953767  L 159.116013 37.953767  L 159.116013 37.953767  L 147.138194 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 159.116013 37.953767  L 171.093832 37.953767  L 171.093832 37.953767  L 159.116013 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 171.093832 37.953767  L 183.071652 37.953767  L 183.071652 37.953767  L 171.093832 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 183.071652 37.953767  L 195.049471 37.953767  L 195.049471 37.953767  L 183.071652 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 195.049471 37.953767  L 207.027291 37.953767  L 207.027291 37.953767  L 195.049471 37.953767  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 27.36 37.953767  L 39.337819 37.953767  L 39.337819 37.953767  L 27.36 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 39.337819 37.953767  L 51.315639 37.953767  L 51.315639 37.953767  L 39.337819 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 51.315639 37.953767  L 63.293458 37.953767  L 63.293458 37.953767  L 51.315639 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 63.293458 37.953767  L 75.271277 37.953767  L 75.271277 37.953767  L 63.293458 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 75.271277 34.328139  L 87.249097 34.328139  L 87.249097 34.328139  L 75.271277 34.328139  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 87.249097 9.662729  L 99.226916 9.662729  L 99.226916 9.662729  L 87.249097 9.662729  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 99.226916 3.10014  L 111.204736 3.10014  L 111.204736 3.039375  L 99.226916 3.039375  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 111.204736 37.953767  L 123.182555 37.953767  L 123.182555 37.953767  L 111.204736 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 123.182555 37.953767  L 135.160374 37.953767  L 135.160374 37.953767  L 123.182555 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 135.160374 37.953767  L 147.138194 37.953767  L 147.138194 37.953767  L 135.160374 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 147.138194 37.953767  L 159.116013 37.953767  L 159.116013 37.953767  L 147.138194 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 159.116013 37.953767  L 171.093832 37.953767  L 171.093832 37.953767  L 159.116013 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 171.093832 37.953767  L 183.071652 37.953767  L 183.071652 37.953767  L 171.093832 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 183.071652 37.953767  L 195.049471 37.953767  L 195.049471 37.953767  L 183.071652 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#p78c6c0f96f)\" d=\"M 195.049471 37.953767  L 207.027291 37.953767  L 207.027291 37.953767  L 195.049471 37.953767  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 94.060828 38.769167  L 90.746308 46.107767  L 97.375348 46.107767  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"mc64dd1b67f\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"27.36\" xlink:href=\"#mc64dd1b67f\" y=\"37.953767\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(12.556875 51.032517)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2113 2584  Q 1688 2584 1439 2293  Q 1191 2003 1191 1497  Q 1191 994 1439 701  Q 1688 409 2113 409  Q 2538 409 2786 701  Q 3034 994 3034 1497  Q 3034 2003 2786 2293  Q 2538 2584 2113 2584  z M 3366 4563  L 3366 3988  Q 3128 4100 2886 4159  Q 2644 4219 2406 4219  Q 1781 4219 1451 3797  Q 1122 3375 1075 2522  Q 1259 2794 1537 2939  Q 1816 3084 2150 3084  Q 2853 3084 3261 2657  Q 3669 2231 3669 1497  Q 3669 778 3244 343  Q 2819 -91 2113 -91  Q 1303 -91 875 529  Q 447 1150 447 2328  Q 447 3434 972 4092  Q 1497 4750 2381 4750  Q 2619 4750 2861 4703  Q 3103 4656 3366 4563  z \" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-36\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"207.027291\" xlink:href=\"#mc64dd1b67f\" y=\"37.953767\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(195.576041 51.032517)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-34\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-34\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(100.423125 65.285642)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 397 -1278  L 334 -750  Q 519 -800 656 -800  Q 844 -800 956 -737  Q 1069 -675 1141 -563  Q 1194 -478 1313 -144  Q 1328 -97 1363 -6  L 103 3319  L 709 3319  L 1400 1397  Q 1534 1031 1641 628  Q 1738 1016 1872 1384  L 2581 3319  L 3144 3319  L 1881 -56  Q 1678 -603 1566 -809  Q 1416 -1088 1222 -1217  Q 1028 -1347 759 -1347  Q 597 -1347 397 -1278  z \" id=\"ArialMT-79\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 197 991  L 753 1078  Q 800 744 1014 566  Q 1228 388 1613 388  Q 2000 388 2187 545  Q 2375 703 2375 916  Q 2375 1106 2209 1216  Q 2094 1291 1634 1406  Q 1016 1563 777 1677  Q 538 1791 414 1992  Q 291 2194 291 2438  Q 291 2659 392 2848  Q 494 3038 669 3163  Q 800 3259 1026 3326  Q 1253 3394 1513 3394  Q 1903 3394 2198 3281  Q 2494 3169 2634 2976  Q 2775 2784 2828 2463  L 2278 2388  Q 2241 2644 2061 2787  Q 1881 2931 1553 2931  Q 1166 2931 1000 2803  Q 834 2675 834 2503  Q 834 2394 903 2306  Q 972 2216 1119 2156  Q 1203 2125 1616 2013  Q 2213 1853 2448 1751  Q 2684 1650 2818 1456  Q 2953 1263 2953 975  Q 2953 694 2789 445  Q 2625 197 2315 61  Q 2006 -75 1616 -75  Q 969 -75 630 194  Q 291 463 197 991  z \" id=\"ArialMT-73\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-79\" />\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"211.230469\" xlink:href=\"#ArialMT-2e\" />\n",
       "      <use x=\"239.013672\" xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"289.013672\" xlink:href=\"#ArialMT-2e\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"m043f4a80f1\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"27.36\" xlink:href=\"#m043f4a80f1\" y=\"37.953767\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(15.27 40.993142)scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"27.36\" xlink:href=\"#m043f4a80f1\" y=\"3.039375\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(0 6.07875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2034 2216  Q 1584 2216 1326 1975  Q 1069 1734 1069 1313  Q 1069 891 1326 650  Q 1584 409 2034 409  Q 2484 409 2743 651  Q 3003 894 3003 1313  Q 3003 1734 2745 1975  Q 2488 2216 2034 2216  z M 1403 2484  Q 997 2584 770 2862  Q 544 3141 544 3541  Q 544 4100 942 4425  Q 1341 4750 2034 4750  Q 2731 4750 3128 4425  Q 3525 4100 3525 3541  Q 3525 3141 3298 2862  Q 3072 2584 2669 2484  Q 3125 2378 3379 2068  Q 3634 1759 3634 1313  Q 3634 634 3220 271  Q 2806 -91 2034 -91  Q 1263 -91 848 271  Q 434 634 434 1313  Q 434 1759 690 2068  Q 947 2378 1403 2484  z M 1172 3481  Q 1172 3119 1398 2916  Q 1625 2713 2034 2713  Q 2441 2713 2670 2916  Q 2900 3119 2900 3481  Q 2900 3844 2670 4047  Q 2441 4250 2034 4250  Q 1625 4250 1398 4047  Q 1172 3844 1172 3481  z \" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 691 4666  L 3169 4666  L 3169 4134  L 1269 4134  L 1269 2991  Q 1406 3038 1543 3061  Q 1681 3084 1819 3084  Q 2600 3084 3056 2656  Q 3513 2228 3513 1497  Q 3513 744 3044 326  Q 2575 -91 1722 -91  Q 1428 -91 1123 -41  Q 819 9 494 109  L 494 744  Q 775 591 1075 516  Q 1375 441 1709 441  Q 2250 441 2565 725  Q 2881 1009 2881 1497  Q 2881 1984 2565 2268  Q 2250 2553 1709 2553  Q 1456 2553 1204 2497  Q 953 2441 691 2322  L 691 4666  z \" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-35\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 27.36 37.953767  L 27.36 1.293655  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 27.36 37.953767  L 211.5 37.953767  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(84.944578 54.261767)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 203 1375  L 203 1941  L 1931 1941  L 1931 1375  L 203 1375  z \" id=\"ArialMT-2d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1131 2484  Q 781 2613 612 2850  Q 444 3088 444 3419  Q 444 3919 803 4259  Q 1163 4600 1759 4600  Q 2359 4600 2725 4251  Q 3091 3903 3091 3403  Q 3091 3084 2923 2848  Q 2756 2613 2416 2484  Q 2838 2347 3058 2040  Q 3278 1734 3278 1309  Q 3278 722 2862 322  Q 2447 -78 1769 -78  Q 1091 -78 675 323  Q 259 725 259 1325  Q 259 1772 486 2073  Q 713 2375 1131 2484  z M 1019 3438  Q 1019 3113 1228 2906  Q 1438 2700 1772 2700  Q 2097 2700 2305 2904  Q 2513 3109 2513 3406  Q 2513 3716 2298 3927  Q 2084 4138 1766 4138  Q 1444 4138 1231 3931  Q 1019 3725 1019 3438  z M 838 1322  Q 838 1081 952 856  Q 1066 631 1291 507  Q 1516 384 1775 384  Q 2178 384 2440 643  Q 2703 903 2703 1303  Q 2703 1709 2433 1975  Q 2163 2241 1756 2241  Q 1359 2241 1098 1978  Q 838 1716 838 1322  z \" id=\"ArialMT-38\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-2d\" />\n",
       "     <use x=\"33.300781\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"88.916016\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"116.699219\" xlink:href=\"#ArialMT-38\" />\n",
       "     <use x=\"172.314453\" xlink:href=\"#ArialMT-30\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p78c6c0f96f\">\n",
       "   <rect height=\"36.660112\" width=\"184.14\" x=\"27.36\" y=\"1.293655\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>node12</title>\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 223.733104 99.247223\" width=\"168px\" preserveAspectRatio=\"xMinYMin meet\" x=\"562.5\" y=\"-178.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:52.962264</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.247223  L 223.733104 99.247223  L 223.733104 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 32.45 69.384098  L 216.59 69.384098  L 216.59 -0  L 32.45 -0  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 32.45 69.384098  L 44.43879 69.384098  L 44.43879 69.384098  L 32.45 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 44.43879 69.384098  L 56.42758 69.384098  L 56.42758 69.384098  L 44.43879 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 56.42758 69.384098  L 68.416371 69.384098  L 68.416371 69.384098  L 56.42758 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 68.416371 69.384098  L 80.405161 69.384098  L 80.405161 69.384098  L 68.416371 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 80.405161 69.384098  L 92.393951 69.384098  L 92.393951 69.382258  L 80.405161 69.382258  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 92.393951 69.384098  L 104.382741 69.384098  L 104.382741 69.047415  L 92.393951 69.047415  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 104.382741 69.384098  L 116.371532 69.384098  L 116.371532 68.716251  L 104.382741 68.716251  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 116.371532 69.384098  L 128.360322 69.384098  L 128.360322 68.951745  L 116.371532 68.951745  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 128.360322 69.384098  L 140.349112 69.384098  L 140.349112 69.027177  L 128.360322 69.027177  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 140.349112 69.384098  L 152.337902 69.384098  L 152.337902 68.975663  L 140.349112 68.975663  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 152.337902 69.384098  L 164.326693 69.384098  L 164.326693 69.143084  L 152.337902 69.143084  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 164.326693 69.384098  L 176.315483 69.384098  L 176.315483 68.670256  L 164.326693 68.670256  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 176.315483 69.384098  L 188.304273 69.384098  L 188.304273 69.036376  L 176.315483 69.036376  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 188.304273 69.384098  L 200.293063 69.384098  L 200.293063 69.384098  L 188.304273 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 200.293063 69.384098  L 212.281854 69.384098  L 212.281854 69.384098  L 200.293063 69.384098  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 32.45 69.384098  L 44.43879 69.384098  L 44.43879 69.384098  L 32.45 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 44.43879 69.384098  L 56.42758 69.384098  L 56.42758 69.384098  L 44.43879 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 56.42758 69.384098  L 68.416371 69.384098  L 68.416371 69.384098  L 56.42758 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 68.416371 69.384098  L 80.405161 69.384098  L 80.405161 69.384098  L 68.416371 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 80.405161 69.382258  L 92.393951 69.382258  L 92.393951 69.382258  L 80.405161 69.382258  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 92.393951 69.047415  L 104.382741 69.047415  L 104.382741 69.047415  L 92.393951 69.047415  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 104.382741 68.716251  L 116.371532 68.716251  L 116.371532 68.714411  L 104.382741 68.714411  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 116.371532 68.951745  L 128.360322 68.951745  L 128.360322 68.916789  L 116.371532 68.916789  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 128.360322 69.027177  L 140.349112 69.027177  L 140.349112 67.969292  L 128.360322 67.969292  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 140.349112 68.975663  L 152.337902 68.975663  L 152.337902 66.536088  L 140.349112 66.536088  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 152.337902 69.143084  L 164.326693 69.143084  L 164.326693 68.833998  L 152.337902 68.833998  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 164.326693 68.670256  L 176.315483 68.670256  L 176.315483 68.208466  L 164.326693 68.208466  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 176.315483 69.036376  L 188.304273 69.036376  L 188.304273 68.924148  L 176.315483 68.924148  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 188.304273 69.384098  L 200.293063 69.384098  L 200.293063 69.384098  L 188.304273 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 200.293063 69.384098  L 212.281854 69.384098  L 212.281854 69.384098  L 200.293063 69.384098  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 32.45 69.384098  L 44.43879 69.384098  L 44.43879 69.384098  L 32.45 69.384098  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 44.43879 69.384098  L 56.42758 69.384098  L 56.42758 69.384098  L 44.43879 69.384098  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 56.42758 69.384098  L 68.416371 69.384098  L 68.416371 69.384098  L 56.42758 69.384098  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 68.416371 69.384098  L 80.405161 69.384098  L 80.405161 69.384098  L 68.416371 69.384098  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 80.405161 69.382258  L 92.393951 69.382258  L 92.393951 69.374899  L 80.405161 69.374899  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 92.393951 69.047415  L 104.382741 69.047415  L 104.382741 68.892872  L 92.393951 68.892872  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 104.382741 68.714411  L 116.371532 68.714411  L 116.371532 67.904899  L 104.382741 67.904899  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 116.371532 68.916789  L 128.360322 68.916789  L 128.360322 65.619867  L 116.371532 65.619867  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 128.360322 67.969292  L 140.349112 67.969292  L 140.349112 51.140642  L 128.360322 51.140642  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 140.349112 66.536088  L 152.337902 66.536088  L 152.337902 3.890901  L 140.349112 3.890901  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 152.337902 68.833998  L 164.326693 68.833998  L 164.326693 48.375423  L 152.337902 48.375423  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 164.326693 68.208466  L 176.315483 68.208466  L 176.315483 62.495887  L 164.326693 62.495887  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 176.315483 68.924148  L 188.304273 68.924148  L 188.304273 66.679592  L 176.315483 66.679592  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 188.304273 69.384098  L 200.293063 69.384098  L 200.293063 69.148604  L 188.304273 69.148604  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 200.293063 69.384098  L 212.281854 69.384098  L 212.281854 69.308666  L 200.293063 69.308666  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 32.45 69.384098  L 44.43879 69.384098  L 44.43879 69.384098  L 32.45 69.384098  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 44.43879 69.384098  L 56.42758 69.384098  L 56.42758 69.384098  L 44.43879 69.384098  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 56.42758 69.384098  L 68.416371 69.384098  L 68.416371 69.384098  L 56.42758 69.384098  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 68.416371 69.384098  L 80.405161 69.384098  L 80.405161 69.384098  L 68.416371 69.384098  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 80.405161 69.374899  L 92.393951 69.374899  L 92.393951 69.362021  L 80.405161 69.362021  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 92.393951 68.892872  L 104.382741 68.892872  L 104.382741 68.791683  L 92.393951 68.791683  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 104.382741 67.904899  L 116.371532 67.904899  L 116.371532 66.771582  L 104.382741 66.771582  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 116.371532 65.619867  L 128.360322 65.619867  L 128.360322 64.532546  L 116.371532 64.532546  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 128.360322 51.140642  L 140.349112 51.140642  L 140.349112 50.033083  L 128.360322 50.033083  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 140.349112 3.890901  L 152.337902 3.890901  L 152.337902 3.304005  L 140.349112 3.304005  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 152.337902 48.375423  L 164.326693 48.375423  L 164.326693 48.294472  L 152.337902 48.294472  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 164.326693 62.495887  L 176.315483 62.495887  L 176.315483 62.440693  L 164.326693 62.440693  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 176.315483 66.679592  L 188.304273 66.679592  L 188.304273 66.644636  L 176.315483 66.644636  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 188.304273 69.148604  L 200.293063 69.148604  L 200.293063 69.148604  L 188.304273 69.148604  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#pa65551b075)\" d=\"M 200.293063 69.308666  L 212.281854 69.308666  L 212.281854 69.308666  L 200.293063 69.308666  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 123.792257 70.199498  L 120.477737 77.538098  L 127.106777 77.538098  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m472f2951d8\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m472f2951d8\" y=\"69.384098\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(17.646875 82.462848)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 691 4666  L 3169 4666  L 3169 4134  L 1269 4134  L 1269 2991  Q 1406 3038 1543 3061  Q 1681 3084 1819 3084  Q 2600 3084 3056 2656  Q 3513 2228 3513 1497  Q 3513 744 3044 326  Q 2575 -91 1722 -91  Q 1428 -91 1123 -41  Q 819 9 494 109  L 494 744  Q 775 591 1075 516  Q 1375 441 1709 441  Q 2250 441 2565 725  Q 2881 1009 2881 1497  Q 2881 1984 2565 2268  Q 2250 2553 1709 2553  Q 1456 2553 1204 2497  Q 953 2441 691 2322  L 691 4666  z \" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 794 531  L 1825 531  L 1825 4091  L 703 3866  L 703 4441  L 1819 4666  L 2450 4666  L 2450 531  L 3481 531  L 3481 0  L 794 0  L 794 531  z \" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2113 2584  Q 1688 2584 1439 2293  Q 1191 2003 1191 1497  Q 1191 994 1439 701  Q 1688 409 2113 409  Q 2538 409 2786 701  Q 3034 994 3034 1497  Q 3034 2003 2786 2293  Q 2538 2584 2113 2584  z M 3366 4563  L 3366 3988  Q 3128 4100 2886 4159  Q 2644 4219 2406 4219  Q 1781 4219 1451 3797  Q 1122 3375 1075 2522  Q 1259 2794 1537 2939  Q 1816 3084 2150 3084  Q 2853 3084 3261 2657  Q 3669 2231 3669 1497  Q 3669 778 3244 343  Q 2819 -91 2113 -91  Q 1303 -91 875 529  Q 447 1150 447 2328  Q 447 3434 972 4092  Q 1497 4750 2381 4750  Q 2619 4750 2861 4703  Q 3103 4656 3366 4563  z \" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-35\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-36\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"212.281854\" xlink:href=\"#m472f2951d8\" y=\"69.384098\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(200.830604 82.462848)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 1228 531  L 3431 531  L 3431 0  L 469 0  L 469 531  Q 828 903 1448 1529  Q 2069 2156 2228 2338  Q 2531 2678 2651 2914  Q 2772 3150 2772 3378  Q 2772 3750 2511 3984  Q 2250 4219 1831 4219  Q 1534 4219 1204 4116  Q 875 4013 500 3803  L 500 4441  Q 881 4594 1212 4672  Q 1544 4750 1819 4750  Q 2544 4750 2975 4387  Q 3406 4025 3406 3419  Q 3406 3131 3298 2873  Q 3191 2616 2906 2266  Q 2828 2175 2409 1742  Q 1991 1309 1228 531  z \" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-34\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(78.489688 96.862223)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 197 991  L 753 1078  Q 800 744 1014 566  Q 1228 388 1613 388  Q 2000 388 2187 545  Q 2375 703 2375 916  Q 2375 1106 2209 1216  Q 2094 1291 1634 1406  Q 1016 1563 777 1677  Q 538 1791 414 1992  Q 291 2194 291 2438  Q 291 2659 392 2848  Q 494 3038 669 3163  Q 800 3259 1026 3326  Q 1253 3394 1513 3394  Q 1903 3394 2198 3281  Q 2494 3169 2634 2976  Q 2775 2784 2828 2463  L 2278 2388  Q 2241 2644 2061 2787  Q 1881 2931 1553 2931  Q 1166 2931 1000 2803  Q 834 2675 834 2503  Q 834 2394 903 2306  Q 972 2216 1119 2156  Q 1203 2125 1616 2013  Q 2213 1853 2448 1751  Q 2684 1650 2818 1456  Q 2953 1263 2953 975  Q 2953 694 2789 445  Q 2625 197 2315 61  Q 2006 -75 1616 -75  Q 969 -75 630 194  Q 291 463 197 991  z \" id=\"ArialMT-73\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M -97 -1272  L -97 -866  L 3631 -866  L 3631 -1272  L -97 -1272  z \" id=\"ArialMT-5f\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 422 0  L 422 4581  L 984 4581  L 984 2938  Q 1378 3394 1978 3394  Q 2347 3394 2619 3248  Q 2891 3103 3008 2847  Q 3125 2591 3125 2103  L 3125 0  L 2563 0  L 2563 2103  Q 2563 2525 2380 2717  Q 2197 2909 1863 2909  Q 1613 2909 1392 2779  Q 1172 2650 1078 2428  Q 984 2206 984 1816  L 984 0  L 422 0  z \" id=\"ArialMT-68\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 425 3934  L 425 4581  L 988 4581  L 988 3934  L 425 3934  z M 425 0  L 425 3319  L 988 3319  L 988 0  L 425 0  z \" id=\"ArialMT-69\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-72\" />\n",
       "      <use x=\"83.300781\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"138.916016\" xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-5f\" />\n",
       "      <use x=\"250.146484\" xlink:href=\"#ArialMT-36\" />\n",
       "      <use x=\"305.761719\" xlink:href=\"#ArialMT-30\" />\n",
       "      <use x=\"361.376953\" xlink:href=\"#ArialMT-5f\" />\n",
       "      <use x=\"416.992188\" xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"466.992188\" xlink:href=\"#ArialMT-68\" />\n",
       "      <use x=\"522.607422\" xlink:href=\"#ArialMT-69\" />\n",
       "      <use x=\"544.824219\" xlink:href=\"#ArialMT-66\" />\n",
       "      <use x=\"572.607422\" xlink:href=\"#ArialMT-74\" />\n",
       "      <use x=\"600.390625\" xlink:href=\"#ArialMT-5f\" />\n",
       "      <use x=\"656.005859\" xlink:href=\"#ArialMT-33\" />\n",
       "      <use x=\"711.621094\" xlink:href=\"#ArialMT-30\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"m7dd8a04fcd\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m7dd8a04fcd\" y=\"69.384098\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(20.36 72.423473)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m7dd8a04fcd\" y=\"3.304005\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(-0 6.34338)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 525 4666  L 3525 4666  L 3525 4397  L 1831 0  L 1172 0  L 2766 4134  L 525 4134  L 525 4666  z \" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-37\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 32.45 69.384098  L 32.45 -0  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 32.45 69.384098  L 216.59 69.384098  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(114.676007 85.692098)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 203 1375  L 203 1941  L 1931 1941  L 1931 1375  L 203 1375  z \" id=\"ArialMT-2d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 350 1059  L 891 1109  Q 959 728 1153 556  Q 1347 384 1650 384  Q 1909 384 2104 503  Q 2300 622 2425 820  Q 2550 1019 2634 1356  Q 2719 1694 2719 2044  Q 2719 2081 2716 2156  Q 2547 1888 2255 1720  Q 1963 1553 1622 1553  Q 1053 1553 659 1965  Q 266 2378 266 3053  Q 266 3750 677 4175  Q 1088 4600 1706 4600  Q 2153 4600 2523 4359  Q 2894 4119 3086 3673  Q 3278 3228 3278 2384  Q 3278 1506 3087 986  Q 2897 466 2520 194  Q 2144 -78 1638 -78  Q 1100 -78 759 220  Q 419 519 350 1059  z M 2653 3081  Q 2653 3566 2395 3850  Q 2138 4134 1775 4134  Q 1400 4134 1122 3828  Q 844 3522 844 3034  Q 844 2597 1108 2323  Q 1372 2050 1759 2050  Q 2150 2050 2401 2323  Q 2653 2597 2653 3081  z \" id=\"ArialMT-39\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-2d\" />\n",
       "     <use x=\"33.300781\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"88.916016\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"116.699219\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"172.314453\" xlink:href=\"#ArialMT-39\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pa65551b075\">\n",
       "   <rect height=\"69.384098\" width=\"184.14\" x=\"32.45\" y=\"-0\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>leaf10</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"446,-83 379,-83 379,0 446,0 446,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519997 99.410768\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"383.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:54.495740</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.410768  L 78.519997 99.410768  L 78.519997 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519997 39.259999  C 78.519997 35.02614 77.835118 30.820022 76.491938 26.804871  C 75.148757 22.78972 73.164878 19.018155 70.617286 15.636536  C 68.069695 12.254917 64.991778 9.30756 61.502979 6.908842  C 58.014179 4.510124 54.160218 2.69148 50.090653 1.523485  C 46.021088 0.35549 41.789251 -0.146549 37.559366 0.03685  C 33.32948 0.220249 29.156977 1.086682 25.203778 2.602527  C 21.250579 4.118372 17.568489 6.263763 14.300399 8.955445  C 11.032308 11.647127 8.221044 14.849826 5.975703 18.439257  C 3.730361 22.028687 2.080367 25.957809 1.089751 30.074149  C 0.099134 34.190488 -0.219123 38.440099 0.14733 42.658071  C 0.513784 46.876042 1.560145 51.007096 3.245808 54.890923  C 4.931471 58.77475 7.234346 62.360451 10.065066 65.508878  C 12.895787 68.657305 16.217255 71.327198 19.900579 73.414948  C 23.583902 75.502698 27.580809 76.980945 31.736195 77.792324  C 35.891582 78.603702 40.15099 78.737579 44.349129 78.188759  C 48.547267 77.639939 52.629119 76.415615 56.436282 74.563297  L 39.259997 39.259999  L 78.519997 39.259999  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 56.436282 74.563297  C 62.350698 71.685728 67.448243 67.367492 71.259023 62.006646  C 75.069804 56.6458 77.473016 50.412286 78.247131 43.880711  L 39.259997 39.259999  L 56.436282 74.563297  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 78.247131 43.880711  C 78.337988 43.114113 78.406214 42.345002 78.451721 41.574381  C 78.497229 40.803761 78.519997 40.031965 78.519997 39.260002  L 39.259997 39.259999  L 78.247131 43.880711  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 78.519997 39.260002  C 78.519997 39.260002 78.519997 39.260002 78.519997 39.260002  L 39.259997 39.259999  L 78.519997 39.260002  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119607 88.102831)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2069 0  L 2069 1097  L 81 1097  L 81 1613  L 2172 4581  L 2631 4581  L 2631 1613  L 3250 1613  L 3250 1097  L 2631 1097  L 2631 0  L 2069 0  z M 2069 1613  L 2069 3678  L 634 1613  L 2069 1613  z \" id=\"ArialMT-34\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z \" id=\"ArialMT-32\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-33\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-34\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-32\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(22.753435 97.622018)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 213 1659  Q 213 2581 725 3025  Q 1153 3394 1769 3394  Q 2453 3394 2887 2945  Q 3322 2497 3322 1706  Q 3322 1066 3130 698  Q 2938 331 2570 128  Q 2203 -75 1769 -75  Q 1072 -75 642 372  Q 213 819 213 1659  z M 791 1659  Q 791 1022 1069 705  Q 1347 388 1769 388  Q 2188 388 2466 706  Q 2744 1025 2744 1678  Q 2744 2294 2464 2611  Q 2184 2928 1769 2928  Q 1347 2928 1069 2612  Q 791 2297 791 1659  z \" id=\"ArialMT-6f\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 422 0  L 422 3319  L 925 3319  L 925 2853  Q 1081 3097 1340 3245  Q 1600 3394 1931 3394  Q 2300 3394 2536 3241  Q 2772 3088 2869 2813  Q 3263 3394 3894 3394  Q 4388 3394 4653 3120  Q 4919 2847 4919 2278  L 4919 0  L 4359 0  L 4359 2091  Q 4359 2428 4304 2576  Q 4250 2725 4106 2815  Q 3963 2906 3769 2906  Q 3419 2906 3187 2673  Q 2956 2441 2956 1928  L 2956 0  L 2394 0  L 2394 2156  Q 2394 2531 2256 2718  Q 2119 2906 1806 2906  Q 1569 2906 1367 2781  Q 1166 2656 1075 2415  Q 984 2175 984 1722  L 984 0  L 422 0  z \" id=\"ArialMT-6d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-64\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\" />\n",
       "     <use x=\"111.230469\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\" />\n",
       "     <use x=\"227.832031\" xlink:href=\"#ArialMT-61\" />\n",
       "     <use x=\"283.447266\" xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"339.0625\" xlink:href=\"#ArialMT-74\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>node9-&gt;leaf10</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M445.07,-111.89C441.47,-104.22 437.49,-95.74 433.58,-87.41\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"434.64,-86.37 431.67,-83.34 432.1,-87.56 434.64,-86.37\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>leaf11</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"527,-83 460,-83 460,0 527,0 527,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519804 99.647861\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"464.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:54.534964</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 99.647861  L 78.519804 99.647861  L 78.519804 -0  L -0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519804 39.259999  C 78.519804 33.965832 77.448935 28.725957 75.371764 23.8563  C 73.294592 18.986643 70.253721 14.58708 66.432491 10.922874  C 62.611262 7.258668 58.088048 4.40497 53.135567 2.533839  C 48.183085 0.662708 42.902912 -0.18748 37.613402 0.034536  L 39.259804 39.259999  L 78.519804 39.259999  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 37.613402 0.034536  C 28.628297 0.411666 20.039947 3.864815 13.294608 9.812483  C 6.54927 15.76015 2.048093 23.848623 0.549064 32.715825  C -0.949965 41.583026 0.642303 50.701615 5.057734 58.536047  C 9.473165 66.370478 16.449169 72.454831 24.811007 75.764517  L 39.259804 39.259999  L 37.613402 0.034536  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 24.811007 75.764517  C 30.741152 78.111719 37.154893 78.978923 43.49544 78.290846  C 49.835986 77.602768 55.914393 75.379914 61.202982 71.815252  C 66.491571 68.250591 70.832744 63.450349 73.849636 57.831243  C 76.866528 52.212138 78.469236 45.941616 78.518627 39.564035  L 39.259804 39.259999  L 24.811007 75.764517  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 78.518627 39.564035  C 78.519019 39.513363 78.519313 39.46269 78.51951 39.412018  C 78.519706 39.361345 78.519804 39.310671 78.519804 39.259998  L 39.259804 39.259999  L 78.518627 39.564035  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119413 88.10283)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 350 1059  L 891 1109  Q 959 728 1153 556  Q 1347 384 1650 384  Q 1909 384 2104 503  Q 2300 622 2425 820  Q 2550 1019 2634 1356  Q 2719 1694 2719 2044  Q 2719 2081 2716 2156  Q 2547 1888 2255 1720  Q 1963 1553 1622 1553  Q 1053 1553 659 1965  Q 266 2378 266 3053  Q 266 3750 677 4175  Q 1088 4600 1706 4600  Q 2153 4600 2523 4359  Q 2894 4119 3086 3673  Q 3278 3228 3278 2384  Q 3278 1506 3087 986  Q 2897 466 2520 194  Q 2144 -78 1638 -78  Q 1100 -78 759 220  Q 419 519 350 1059  z M 2653 3081  Q 2653 3566 2395 3850  Q 2138 4134 1775 4134  Q 1400 4134 1122 3828  Q 844 3522 844 3034  Q 844 2597 1108 2323  Q 1372 2050 1759 2050  Q 2150 2050 2401 2323  Q 2653 2597 2653 3081  z \" id=\"ArialMT-39\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 303 3981  L 303 4522  L 3269 4522  L 3269 4084  Q 2831 3619 2401 2847  Q 1972 2075 1738 1259  Q 1569 684 1522 0  L 944 0  Q 953 541 1156 1306  Q 1359 2072 1739 2783  Q 2119 3494 2547 3981  L 303 3981  z \" id=\"ArialMT-37\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-39\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-37\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-33\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-36\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(27.502851 97.753643)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 425 3934  L 425 4581  L 988 4581  L 988 3934  L 425 3934  z M 425 0  L 425 3319  L 988 3319  L 988 0  L 425 0  z \" id=\"ArialMT-69\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 319 -275  L 866 -356  Q 900 -609 1056 -725  Q 1266 -881 1628 -881  Q 2019 -881 2231 -725  Q 2444 -569 2519 -288  Q 2563 -116 2559 434  Q 2191 0 1641 0  Q 956 0 581 494  Q 206 988 206 1678  Q 206 2153 378 2554  Q 550 2956 876 3175  Q 1203 3394 1644 3394  Q 2231 3394 2613 2919  L 2613 3319  L 3131 3319  L 3131 450  Q 3131 -325 2973 -648  Q 2816 -972 2473 -1159  Q 2131 -1347 1631 -1347  Q 1038 -1347 672 -1080  Q 306 -813 319 -275  z M 784 1719  Q 784 1066 1043 766  Q 1303 466 1694 466  Q 2081 466 2343 764  Q 2606 1063 2606 1700  Q 2606 2309 2336 2618  Q 2066 2928 1684 2928  Q 1309 2928 1046 2623  Q 784 2319 784 1719  z \" id=\"ArialMT-67\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-66\" />\n",
       "     <use x=\"27.783203\" xlink:href=\"#ArialMT-61\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"127.832031\" xlink:href=\"#ArialMT-69\" />\n",
       "     <use x=\"150.048828\" xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"205.664062\" xlink:href=\"#ArialMT-67\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>node9-&gt;leaf11</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M468.72,-111.89C471.46,-104.22 474.49,-95.74 477.46,-87.41\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"478.89,-87.58 478.91,-83.34 476.25,-86.64 478.89,-87.58\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>leaf13</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"639,-83 572,-83 572,0 639,0 639,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519463 99.647743\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"576.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:54.573575</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 99.647743  L 78.519463 99.647743  L 78.519463 -0  L 0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519463 39.259881  C 78.519463 29.939105 75.200174 20.916224 69.159867 13.817524  C 63.119559 6.718825 54.744331 1.998059 45.543738 0.5061  L 39.259463 39.259881  L 78.519463 39.259881  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 45.543738 0.5061  C 45.318554 0.469585 45.093056 0.435032 44.86727 0.402448  C 44.641484 0.369863 44.415419 0.339246 44.189099 0.310602  L 39.259463 39.259881  L 45.543738 0.5061  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 44.189099 0.310602  C 34.935614 -0.86057 25.560925 1.303376 17.756971 6.411891  C 9.953018 11.520406 4.219337 19.24649 1.590744 28.195742  C -1.03785 37.144994 -0.393099 46.744566 3.408632 55.261928  C 7.210364 63.77929 13.925723 70.66924 22.342725 74.688281  L 39.259463 39.259881  L 44.189099 0.310602  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 22.342725 74.688281  C 28.326838 77.54564 34.938473 78.84082 41.558392 78.452514  C 48.17831 78.064209 54.593182 76.004932 60.202198 72.467553  C 65.811213 68.930173 70.433618 64.028687 73.636484 58.22216  C 76.83935 52.415633 78.519462 45.891184 78.519463 39.259887  L 39.259463 39.259881  L 22.342725 74.688281  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(24.119073 88.102712)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z \" id=\"ArialMT-32\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2069 0  L 2069 1097  L 81 1097  L 81 1613  L 2172 4581  L 2631 4581  L 2631 1613  L 3250 1613  L 3250 1097  L 2631 1097  L 2631 0  L 2069 0  z M 2069 1613  L 2069 3678  L 634 1613  L 2069 1613  z \" id=\"ArialMT-34\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-33\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-32\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-34\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-34\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(21.999151 97.753524)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2597 0  L 2597 488  Q 2209 -75 1544 -75  Q 1250 -75 995 37  Q 741 150 617 320  Q 494 491 444 738  Q 409 903 409 1263  L 409 3319  L 972 3319  L 972 1478  Q 972 1038 1006 884  Q 1059 663 1231 536  Q 1403 409 1656 409  Q 1909 409 2131 539  Q 2353 669 2445 892  Q 2538 1116 2538 1541  L 2538 3319  L 3100 3319  L 3100 0  L 2597 0  z \" id=\"ArialMT-75\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 319 -275  L 866 -356  Q 900 -609 1056 -725  Q 1266 -881 1628 -881  Q 2019 -881 2231 -725  Q 2444 -569 2519 -288  Q 2563 -116 2559 434  Q 2191 0 1641 0  Q 956 0 581 494  Q 206 988 206 1678  Q 206 2153 378 2554  Q 550 2956 876 3175  Q 1203 3394 1644 3394  Q 2231 3394 2613 2919  L 2613 3319  L 3131 3319  L 3131 450  Q 3131 -325 2973 -648  Q 2816 -972 2473 -1159  Q 2131 -1347 1631 -1347  Q 1038 -1347 672 -1080  Q 306 -813 319 -275  z M 784 1719  Q 784 1066 1043 766  Q 1303 466 1694 466  Q 2081 466 2343 764  Q 2606 1063 2606 1700  Q 2606 2309 2336 2618  Q 2066 2928 1684 2928  Q 1309 2928 1046 2623  Q 784 2319 784 1719  z \" id=\"ArialMT-67\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2694 1069  L 3275 997  Q 3138 488 2766 206  Q 2394 -75 1816 -75  Q 1088 -75 661 373  Q 234 822 234 1631  Q 234 2469 665 2931  Q 1097 3394 1784 3394  Q 2450 3394 2872 2941  Q 3294 2488 3294 1666  Q 3294 1616 3291 1516  L 816 1516  Q 847 969 1125 678  Q 1403 388 1819 388  Q 2128 388 2347 550  Q 2566 713 2694 1069  z M 847 1978  L 2700 1978  Q 2663 2397 2488 2606  Q 2219 2931 1791 2931  Q 1403 2931 1139 2672  Q 875 2413 847 1978  z \" id=\"ArialMT-65\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-66\" />\n",
       "     <use x=\"27.783203\" xlink:href=\"#ArialMT-75\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"127.832031\" xlink:href=\"#ArialMT-67\" />\n",
       "     <use x=\"183.447266\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"216.748047\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"272.363281\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"327.978516\" xlink:href=\"#ArialMT-6e\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>node12-&gt;leaf13</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M629.47,-99.79C627.72,-95.6 625.93,-91.33 624.16,-87.11\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"625.38,-86.39 622.54,-83.24 622.8,-87.47 625.38,-86.39\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>leaf14</title>\n",
       "<polygon fill=\"none\" stroke=\"#444443\" stroke-width=\"0\" points=\"720,-83 653,-83 653,0 720,0 720,-83\" />\n",
       "<svg height=\"75px\" version=\"1.1\" viewBox=\"0 0 78.519993 99.647854\" width=\"59px\" preserveAspectRatio=\"xMinYMin meet\" x=\"657.5\" y=\"-78.5\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:54.618020</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 99.647854  L 78.519993 99.647854  L 78.519993 -0  L -0 -0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 78.519993 39.259991  C 78.519993 38.508802 78.498433 37.757768 78.455341 37.007816  C 78.412249 36.257864 78.347641 35.509303 78.261598 34.763058  L 39.259993 39.259991  L 78.519993 39.259991  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 78.261598 34.763058  C 78.087503 33.253144 77.825872 31.754614 77.478028 30.275035  C 77.130183 28.795456 76.69671 27.337325 76.179799 25.908006  L 39.259993 39.259991  L 78.261598 34.763058  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 76.179799 25.908006  C 74.557784 21.422944 72.131986 17.270758 69.021498 13.655296  C 65.91101 10.039833 62.16758 7.021245 57.97499 4.747725  C 53.782399 2.474205 49.2104 0.983579 44.483451 0.349027  C 39.756501 -0.285524 34.953244 -0.053444 30.30949 1.033873  C 25.665737 2.121191 21.258745 4.045656 17.304873 6.71279  C 13.351001 9.379924 9.916029 12.745352 7.168594 16.643853  C 4.421159 20.542354 2.40697 24.909067 1.224913 29.529613  C 0.042855 34.15016 -0.287406 38.947666 0.250344 43.686604  C 0.788094 48.425542 2.184909 53.027069 4.372212 57.265278  C 6.559515 61.503486 9.500917 65.307865 13.052012 68.491641  C 16.603107 71.675417 20.704816 74.185622 25.155768 75.89902  C 29.60672 77.612418 34.332865 78.500502 39.102178 78.519674  C 43.87149 78.538846 48.604622 77.688785 53.069205 76.011226  C 57.533788 74.333667 61.655545 71.856518 65.232121 68.701394  C 68.808697 65.546269 71.780589 61.76566 74.001894 57.545174  C 76.2232 53.324687 77.656963 48.734538 78.232794 44.000076  L 39.259993 39.259991  L 76.179799 25.908006  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 78.232794 44.000076  C 78.328417 43.213864 78.400228 42.424937 78.448127 41.63438  C 78.496027 40.843823 78.519993 40.051998 78.519993 39.259992  L 39.259993 39.259991  L 78.232794 44.000076  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(21.617181 88.102822)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3381 2694  L 356 2694  L 356 3219  L 3381 3219  L 3381 2694  z M 3381 1303  L 356 1303  L 356 1828  L 3381 1828  L 3381 1303  z \" id=\"ArialMT-3d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z \" id=\"ArialMT-36\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2069 0  L 2069 1097  L 81 1097  L 81 1613  L 2172 4581  L 2631 4581  L 2631 1613  L 3250 1613  L 3250 1097  L 2631 1097  L 2631 0  L 2069 0  z M 2069 1613  L 2069 3678  L 634 1613  L 2069 1613  z \" id=\"ArialMT-34\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 303 3981  L 303 4522  L 3269 4522  L 3269 4084  Q 2831 3619 2401 2847  Q 1972 2075 1738 1259  Q 1569 684 1522 0  L 944 0  Q 953 541 1156 1306  Q 1359 2072 1739 2783  Q 2119 3494 2547 3981  L 303 3981  z \" id=\"ArialMT-37\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-6e\" />\n",
       "     <use x=\"55.615234\" xlink:href=\"#ArialMT-3d\" />\n",
       "     <use x=\"114.013672\" xlink:href=\"#ArialMT-36\" />\n",
       "     <use x=\"169.628906\" xlink:href=\"#ArialMT-34\" />\n",
       "     <use x=\"225.244141\" xlink:href=\"#ArialMT-34\" />\n",
       "     <use x=\"280.859375\" xlink:href=\"#ArialMT-37\" />\n",
       "     <use x=\"336.474609\" xlink:href=\"#ArialMT-37\" />\n",
       "    </g>\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(21.999681 97.753635)scale(0.09 -0.09)\">\n",
       "     <defs>\n",
       "      <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2597 0  L 2597 488  Q 2209 -75 1544 -75  Q 1250 -75 995 37  Q 741 150 617 320  Q 494 491 444 738  Q 409 903 409 1263  L 409 3319  L 972 3319  L 972 1478  Q 972 1038 1006 884  Q 1059 663 1231 536  Q 1403 409 1656 409  Q 1909 409 2131 539  Q 2353 669 2445 892  Q 2538 1116 2538 1541  L 2538 3319  L 3100 3319  L 3100 0  L 2597 0  z \" id=\"ArialMT-75\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 319 -275  L 866 -356  Q 900 -609 1056 -725  Q 1266 -881 1628 -881  Q 2019 -881 2231 -725  Q 2444 -569 2519 -288  Q 2563 -116 2559 434  Q 2191 0 1641 0  Q 956 0 581 494  Q 206 988 206 1678  Q 206 2153 378 2554  Q 550 2956 876 3175  Q 1203 3394 1644 3394  Q 2231 3394 2613 2919  L 2613 3319  L 3131 3319  L 3131 450  Q 3131 -325 2973 -648  Q 2816 -972 2473 -1159  Q 2131 -1347 1631 -1347  Q 1038 -1347 672 -1080  Q 306 -813 319 -275  z M 784 1719  Q 784 1066 1043 766  Q 1303 466 1694 466  Q 2081 466 2343 764  Q 2606 1063 2606 1700  Q 2606 2309 2336 2618  Q 2066 2928 1684 2928  Q 1309 2928 1046 2623  Q 784 2319 784 1719  z \" id=\"ArialMT-67\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2694 1069  L 3275 997  Q 3138 488 2766 206  Q 2394 -75 1816 -75  Q 1088 -75 661 373  Q 234 822 234 1631  Q 234 2469 665 2931  Q 1097 3394 1784 3394  Q 2450 3394 2872 2941  Q 3294 2488 3294 1666  Q 3294 1616 3291 1516  L 816 1516  Q 847 969 1125 678  Q 1403 388 1819 388  Q 2128 388 2347 550  Q 2566 713 2694 1069  z M 847 1978  L 2700 1978  Q 2663 2397 2488 2606  Q 2219 2931 1791 2931  Q 1403 2931 1139 2672  Q 875 2413 847 1978  z \" id=\"ArialMT-65\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-66\" />\n",
       "     <use x=\"27.783203\" xlink:href=\"#ArialMT-75\" />\n",
       "     <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "     <use x=\"127.832031\" xlink:href=\"#ArialMT-67\" />\n",
       "     <use x=\"183.447266\" xlink:href=\"#ArialMT-72\" />\n",
       "     <use x=\"216.748047\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"272.363281\" xlink:href=\"#ArialMT-65\" />\n",
       "     <use x=\"327.978516\" xlink:href=\"#ArialMT-6e\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>node12-&gt;leaf14</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M663.12,-99.79C664.83,-95.6 666.57,-91.33 668.29,-87.11\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"669.66,-87.47 669.87,-83.24 667.06,-86.41 669.66,-87.47\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>node8-&gt;node9</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M459.74,-200.34C459.57,-192.18 459.38,-183.53 459.21,-175.47\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"460.6,-175.02 459.11,-171.05 457.8,-175.08 460.6,-175.02\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>node8-&gt;node12</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M530.55,-200.47C540.64,-195.43 551.12,-190.19 561.46,-185.02\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"562.31,-186.16 565.26,-183.12 561.06,-183.66 562.31,-186.16\" />\n",
       "</g>\n",
       "\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>node0</title>\n",
       "<svg height=\"84px\" version=\"1.1\" viewBox=\"0 0 220.547722 111.2925\" width=\"165px\" preserveAspectRatio=\"xMinYMin meet\" x=\"283.5\" y=\"-391\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:53.265282</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 111.2925  L 220.547722 111.2925  L 220.547722 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 32.45 81.54  L 216.59 81.54  L 216.59 0  L 32.45 0  z \" style=\"fill:#ffffff;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 32.45 81.54  L 44.226431 81.54  L 44.226431 4.704865  L 32.45 4.704865  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 44.226431 81.54  L 56.002863 81.54  L 56.002863 25.771013  L 44.226431 25.771013  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 56.002863 81.54  L 67.779294 81.54  L 67.779294 70.432109  L 56.002863 70.432109  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 67.779294 81.54  L 79.555726 81.54  L 79.555726 80.763115  L 67.779294 80.763115  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 79.555726 81.54  L 91.332157 81.54  L 91.332157 81.330084  L 79.555726 81.330084  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 91.332157 81.54  L 103.108589 81.54  L 103.108589 81.404634  L 91.332157 81.404634  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 103.108589 81.54  L 114.88502 81.54  L 114.88502 81.373244  L 103.108589 81.373244  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 114.88502 81.54  L 126.661452 81.54  L 126.661452 81.318313  L 114.88502 81.318313  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 126.661452 81.54  L 138.437883 81.54  L 138.437883 81.30458  L 126.661452 81.30458  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 138.437883 81.54  L 150.214315 81.54  L 150.214315 81.388939  L 138.437883 81.388939  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 150.214315 81.54  L 161.990746 81.54  L 161.990746 81.343817  L 150.214315 81.343817  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 161.990746 81.54  L 173.767178 81.54  L 173.767178 81.253573  L 161.990746 81.253573  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 173.767178 81.54  L 185.543609 81.54  L 185.543609 81.210412  L 173.767178 81.210412  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 185.543609 81.54  L 197.320041 81.54  L 197.320041 81.314389  L 185.543609 81.314389  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 197.320041 81.54  L 209.096472 81.54  L 209.096472 81.40071  L 197.320041 81.40071  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 32.45 4.704865  L 44.226431 4.704865  L 44.226431 4.663666  L 32.45 4.663666  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 44.226431 25.771013  L 56.002863 25.771013  L 56.002863 22.840036  L 44.226431 22.840036  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 56.002863 70.432109  L 67.779294 70.432109  L 67.779294 61.38218  L 56.002863 61.38218  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 67.779294 80.763115  L 79.555726 80.763115  L 79.555726 77.410344  L 67.779294 77.410344  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 79.555726 81.330084  L 91.332157 81.330084  L 91.332157 80.625786  L 79.555726 80.625786  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 91.332157 81.404634  L 103.108589 81.404634  L 103.108589 81.206489  L 91.332157 81.206489  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 103.108589 81.373244  L 114.88502 81.373244  L 114.88502 81.14371  L 103.108589 81.14371  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 114.88502 81.318313  L 126.661452 81.318313  L 126.661452 81.196679  L 114.88502 81.196679  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 126.661452 81.30458  L 138.437883 81.30458  L 138.437883 81.163328  L 126.661452 81.163328  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 138.437883 81.388939  L 150.214315 81.388939  L 150.214315 81.334008  L 138.437883 81.334008  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 150.214315 81.343817  L 161.990746 81.343817  L 161.990746 81.318313  L 150.214315 81.318313  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 161.990746 81.253573  L 173.767178 81.253573  L 173.767178 81.18687  L 161.990746 81.18687  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 173.767178 81.210412  L 185.543609 81.210412  L 185.543609 81.129977  L 173.767178 81.129977  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 185.543609 81.314389  L 197.320041 81.314389  L 197.320041 81.283  L 185.543609 81.283  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 197.320041 81.40071  L 209.096472 81.40071  L 209.096472 81.392863  L 197.320041 81.392863  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 32.45 4.663666  L 44.226431 4.663666  L 44.226431 4.092773  L 32.45 4.092773  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 44.226431 22.840036  L 56.002863 22.840036  L 56.002863 18.469075  L 44.226431 18.469075  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 56.002863 61.38218  L 67.779294 61.38218  L 67.779294 20.727143  L 56.002863 20.727143  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 67.779294 77.410344  L 79.555726 77.410344  L 79.555726 19.893365  L 67.779294 19.893365  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_37\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 79.555726 80.625786  L 91.332157 80.625786  L 91.332157 59.233974  L 79.555726 59.233974  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 91.332157 81.206489  L 103.108589 81.206489  L 103.108589 78.087176  L 91.332157 78.087176  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 103.108589 81.14371  L 114.88502 81.14371  L 114.88502 80.100016  L 103.108589 80.100016  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 114.88502 81.196679  L 126.661452 81.196679  L 126.661452 80.555161  L 114.88502 80.555161  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 126.661452 81.163328  L 138.437883 81.163328  L 138.437883 80.727802  L 126.661452 80.727802  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_42\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 138.437883 81.334008  L 150.214315 81.334008  L 150.214315 80.880825  L 138.437883 80.880825  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 150.214315 81.318313  L 161.990746 81.318313  L 161.990746 80.845512  L 150.214315 80.845512  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 161.990746 81.18687  L 173.767178 81.18687  L 173.767178 81.024038  L 161.990746 81.024038  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 173.767178 81.129977  L 185.543609 81.129977  L 185.543609 81.12213  L 173.767178 81.12213  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 185.543609 81.283  L 197.320041 81.283  L 197.320041 81.283  L 185.543609 81.283  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_47\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 197.320041 81.392863  L 209.096472 81.392863  L 209.096472 81.392863  L 197.320041 81.392863  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 32.45 4.092773  L 44.226431 4.092773  L 44.226431 3.882857  L 32.45 3.882857  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 44.226431 18.469075  L 56.002863 18.469075  L 56.002863 12.24026  L 44.226431 12.24026  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 56.002863 20.727143  L 67.779294 20.727143  L 67.779294 16.566099  L 56.002863 16.566099  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 67.779294 19.893365  L 79.555726 19.893365  L 79.555726 19.665793  L 67.779294 19.665793  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_52\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 79.555726 59.233974  L 91.332157 59.233974  L 91.332157 59.177081  L 79.555726 59.177081  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 91.332157 78.087176  L 103.108589 78.087176  L 103.108589 78.06952  L 91.332157 78.06952  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 103.108589 80.100016  L 114.88502 80.100016  L 114.88502 80.100016  L 103.108589 80.100016  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 114.88502 80.555161  L 126.661452 80.555161  L 126.661452 80.555161  L 114.88502 80.555161  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 126.661452 80.727802  L 138.437883 80.727802  L 138.437883 80.708183  L 126.661452 80.708183  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_57\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 138.437883 80.880825  L 150.214315 80.880825  L 150.214315 80.880825  L 138.437883 80.880825  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 150.214315 80.845512  L 161.990746 80.845512  L 161.990746 80.845512  L 150.214315 80.845512  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 161.990746 81.024038  L 173.767178 81.024038  L 173.767178 81.024038  L 161.990746 81.024038  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 173.767178 81.12213  L 185.543609 81.12213  L 185.543609 81.12213  L 173.767178 81.12213  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 185.543609 81.283  L 197.320041 81.283  L 197.320041 81.283  L 185.543609 81.283  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_62\">\n",
       "    <path clip-path=\"url(#p6078e524e3)\" d=\"M 197.320041 81.392863  L 209.096472 81.392863  L 209.096472 81.392863  L 197.320041 81.392863  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 55.97857 82.3554  L 52.66405 89.694  L 59.29309 89.694  z \" style=\"fill:#444443;\" />\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m131fb5f6c4\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m131fb5f6c4\" y=\"81.54\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(17.646875 94.61875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 678 2272  L 4684 2272  L 4684 1741  L 678 1741  L 678 2272  z \" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 794 531  L 1825 531  L 1825 4091  L 703 3866  L 703 4441  L 1819 4666  L 2450 4666  L 2450 531  L 3481 531  L 3481 0  L 794 0  L 794 531  z \" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 684 794  L 1344 794  L 1344 0  L 684 0  L 684 794  z \" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2597 2516  Q 3050 2419 3304 2112  Q 3559 1806 3559 1356  Q 3559 666 3084 287  Q 2609 -91 1734 -91  Q 1441 -91 1130 -33  Q 819 25 488 141  L 488 750  Q 750 597 1062 519  Q 1375 441 1716 441  Q 2309 441 2620 675  Q 2931 909 2931 1356  Q 2931 1769 2642 2001  Q 2353 2234 1838 2234  L 1294 2234  L 1294 2753  L 1863 2753  Q 2328 2753 2575 2939  Q 2822 3125 2822 3475  Q 2822 3834 2567 4026  Q 2313 4219 1838 4219  Q 1578 4219 1281 4162  Q 984 4106 628 3988  L 628 4550  Q 988 4650 1302 4700  Q 1616 4750 1894 4750  Q 2613 4750 3031 4423  Q 3450 4097 3450 3541  Q 3450 3153 3228 2886  Q 3006 2619 2597 2516  z \" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 2034 2216  Q 1584 2216 1326 1975  Q 1069 1734 1069 1313  Q 1069 891 1326 650  Q 1584 409 2034 409  Q 2484 409 2743 651  Q 3003 894 3003 1313  Q 3003 1734 2745 1975  Q 2488 2216 2034 2216  z M 1403 2484  Q 997 2584 770 2862  Q 544 3141 544 3541  Q 544 4100 942 4425  Q 1341 4750 2034 4750  Q 2731 4750 3128 4425  Q 3525 4100 3525 3541  Q 3525 3141 3298 2862  Q 3072 2584 2669 2484  Q 3125 2378 3379 2068  Q 3634 1759 3634 1313  Q 3634 634 3220 271  Q 2806 -91 2034 -91  Q 1263 -91 848 271  Q 434 634 434 1313  Q 434 1759 690 2068  Q 947 2378 1403 2484  z M 1172 3481  Q 1172 3119 1398 2916  Q 1625 2713 2034 2713  Q 2441 2713 2670 2916  Q 2900 3119 2900 3481  Q 2900 3844 2670 4047  Q 2441 4250 2034 4250  Q 1625 4250 1398 4047  Q 1172 3844 1172 3481  z \" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 703 97  L 703 672  Q 941 559 1184 500  Q 1428 441 1663 441  Q 2288 441 2617 861  Q 2947 1281 2994 2138  Q 2813 1869 2534 1725  Q 2256 1581 1919 1581  Q 1219 1581 811 2004  Q 403 2428 403 3163  Q 403 3881 828 4315  Q 1253 4750 1959 4750  Q 2769 4750 3195 4129  Q 3622 3509 3622 2328  Q 3622 1225 3098 567  Q 2575 -91 1691 -91  Q 1453 -91 1209 -44  Q 966 3 703 97  z M 1959 2075  Q 2384 2075 2632 2365  Q 2881 2656 2881 3163  Q 2881 3666 2632 3958  Q 2384 4250 1959 4250  Q 1534 4250 1286 3958  Q 1038 3666 1038 3163  Q 1038 2656 1286 2365  Q 1534 2075 1959 2075  z \" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" />\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\" />\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-38\" />\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-39\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"209.096472\" xlink:href=\"#m131fb5f6c4\" y=\"81.54\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(197.645222 94.61875)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 525 4666  L 3525 4666  L 3525 4397  L 1831 0  L 1172 0  L 2766 4134  L 525 4134  L 525 4666  z \" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\" />\n",
       "        <path d=\"M 691 4666  L 3169 4666  L 3169 4134  L 1269 4134  L 1269 2991  Q 1406 3038 1543 3061  Q 1681 3084 1819 3084  Q 2600 3084 3056 2656  Q 3513 2228 3513 1497  Q 3513 744 3044 326  Q 2575 -91 1722 -91  Q 1428 -91 1123 -41  Q 819 9 494 109  L 494 744  Q 775 591 1075 516  Q 1375 441 1709 441  Q 2250 441 2565 725  Q 2881 1009 2881 1497  Q 2881 1984 2565 2268  Q 2250 2553 1709 2553  Q 1456 2553 1204 2497  Q 953 2441 691 2322  L 691 4666  z \" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\" />\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\" />\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-37\" />\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-35\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(104.837188 108.9075)scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path d=\"M 1344 0  L 81 3319  L 675 3319  L 1388 1331  Q 1503 1009 1600 663  Q 1675 925 1809 1294  L 2547 3319  L 3125 3319  L 1869 0  L 1344 0  z \" id=\"ArialMT-76\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 422 -1272  L 422 3319  L 934 3319  L 934 2888  Q 1116 3141 1344 3267  Q 1572 3394 1897 3394  Q 2322 3394 2647 3175  Q 2972 2956 3137 2557  Q 3303 2159 3303 1684  Q 3303 1175 3120 767  Q 2938 359 2589 142  Q 2241 -75 1856 -75  Q 1575 -75 1351 44  Q 1128 163 984 344  L 984 -1272  L 422 -1272  z M 931 1641  Q 931 1000 1190 694  Q 1450 388 1819 388  Q 2194 388 2461 705  Q 2728 1022 2728 1688  Q 2728 2322 2467 2637  Q 2206 2953 1844 2953  Q 1484 2953 1207 2617  Q 931 2281 931 1641  z \" id=\"ArialMT-70\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M -97 -1272  L -97 -866  L 3631 -866  L 3631 -1272  L -97 -1272  z \" id=\"ArialMT-5f\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z \" id=\"ArialMT-33\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z \" id=\"ArialMT-30\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-76\" />\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-70\" />\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-5f\" />\n",
       "      <use x=\"216.845703\" xlink:href=\"#ArialMT-33\" />\n",
       "      <use x=\"272.460938\" xlink:href=\"#ArialMT-30\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0  L -3.5 0  \" id=\"m491892cd30\" style=\"stroke:#000000;stroke-width:0.3;\" />\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m491892cd30\" y=\"81.54\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(20.36 84.579375)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2034 4250  Q 1547 4250 1301 3770  Q 1056 3291 1056 2328  Q 1056 1369 1301 889  Q 1547 409 2034 409  Q 2525 409 2770 889  Q 3016 1369 3016 2328  Q 3016 3291 2770 3770  Q 2525 4250 2034 4250  z M 2034 4750  Q 2819 4750 3233 4129  Q 3647 3509 3647 2328  Q 3647 1150 3233 529  Q 2819 -91 2034 -91  Q 1250 -91 836 529  Q 422 1150 422 2328  Q 422 3509 836 4129  Q 1250 4750 2034 4750  z \" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.3;\" x=\"32.45\" xlink:href=\"#m491892cd30\" y=\"3.882857\" />\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      \n",
       "      <g style=\"fill:#444443;\" transform=\"translate(-0 6.922232)scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path d=\"M 2419 4116  L 825 1625  L 2419 1625  L 2419 4116  z M 2253 4666  L 3047 4666  L 3047 1625  L 3713 1625  L 3713 1100  L 3047 1100  L 3047 0  L 2419 0  L 2419 1100  L 313 1100  L 313 1709  L 2253 4666  z \" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\" />\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" />\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\" />\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-35\" />\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-38\" />\n",
       "       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-34\" />\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 32.45 81.54  L 32.45 0  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 32.45 81.54  L 216.59 81.54  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.3;\" />\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    \n",
       "    <g style=\"fill:#444443;\" transform=\"translate(46.86232 97.848)scale(0.08 -0.08)\">\n",
       "     <defs>\n",
       "      <path d=\"M 203 1375  L 203 1941  L 1931 1941  L 1931 1375  L 203 1375  z \" id=\"ArialMT-2d\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 581 0  L 581 641  L 1222 641  L 1222 0  L 581 0  z \" id=\"ArialMT-2e\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 2384 0  L 1822 0  L 1822 3584  Q 1619 3391 1289 3197  Q 959 3003 697 2906  L 697 3450  Q 1169 3672 1522 3987  Q 1875 4303 2022 4600  L 2384 4600  L 2384 0  z \" id=\"ArialMT-31\" transform=\"scale(0.015625)\" />\n",
       "      <path d=\"M 303 3981  L 303 4522  L 3269 4522  L 3269 4084  Q 2831 3619 2401 2847  Q 1972 2075 1738 1259  Q 1569 684 1522 0  L 944 0  Q 953 541 1156 1306  Q 1359 2072 1739 2783  Q 2119 3494 2547 3981  L 303 3981  z \" id=\"ArialMT-37\" transform=\"scale(0.015625)\" />\n",
       "     </defs>\n",
       "     <use xlink:href=\"#ArialMT-2d\" />\n",
       "     <use x=\"33.300781\" xlink:href=\"#ArialMT-30\" />\n",
       "     <use x=\"88.916016\" xlink:href=\"#ArialMT-2e\" />\n",
       "     <use x=\"116.699219\" xlink:href=\"#ArialMT-31\" />\n",
       "     <use x=\"172.314453\" xlink:href=\"#ArialMT-37\" />\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p6078e524e3\">\n",
       "   <rect height=\"81.54\" width=\"184.14\" x=\"32.45\" y=\"0\" />\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg></g>\n",
       "\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>node0-&gt;node1</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M326.59,-302.74C319.01,-293.92 311.13,-284.76 303.76,-276.19\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"304.74,-275.18 301.07,-273.06 302.61,-277 304.74,-275.18\" />\n",
       "<text text-anchor=\"start\" x=\"318.5\" y=\"-283.8\" font-family=\"Times,serif\" font-size=\"14.00\">&#8804;</text>\n",
       "</g>\n",
       "\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>node0-&gt;node8</title>\n",
       "<path fill=\"none\" stroke=\"#444443\" stroke-width=\"0.3\" d=\"M404.41,-302.74C412.08,-293.82 420.06,-284.54 427.51,-275.88\" />\n",
       "<polygon fill=\"#444443\" stroke=\"#444443\" stroke-width=\"0.3\" points=\"428.68,-276.66 430.23,-272.71 426.56,-274.83 428.68,-276.66\" />\n",
       "<text text-anchor=\"start\" x=\"422.5\" y=\"-283.8\" font-family=\"Times,serif\" font-size=\"14.00\">&gt;</text>\n",
       "</g>\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>legend</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" stroke-width=\"0\" points=\"521.5,-382 459.5,-382 459.5,-316 521.5,-316 521.5,-382\" />\n",
       "<svg height=\"62px\" version=\"1.1\" viewBox=\"0 0 77.85625 82.932813\" width=\"58px\" preserveAspectRatio=\"xMinYMin meet\" x=\"461.5\" y=\"-380\">\n",
       " <metadata>\n",
       "  <rdf:RDF>\n",
       "   <ns2:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\" />\n",
       "    <dc:date>2022-05-31T22:14:38.937092</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <ns2:Agent>\n",
       "      <dc:title>Matplotlib v3.4.3, https://matplotlib.org/</dc:title>\n",
       "     </ns2:Agent>\n",
       "    </dc:creator>\n",
       "   </ns2:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 82.932813  L 77.85625 82.932813  L 77.85625 0  L 0 0  z \" style=\"fill:none;\" />\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_2\">\n",
       "     <path d=\"M 2 82.932813  L 75.85625 82.932813  Q 77.85625 82.932813 77.85625 80.932813  L 77.85625 2  Q 77.85625 0 75.85625 0  L 2 0  Q 0 0 0 2  L 0 80.932813  Q 0 82.932813 2 82.932813  z \" style=\"fill:#ffffff;opacity:0.8;stroke:#444443;stroke-linejoin:miter;stroke-width:0.5;\" />\n",
       "    </g>\n",
       "    <g id=\"text_1\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(21.338281 15.598438)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path d=\"M 1759 4494  L 1759 3500  L 2913 3500  L 2913 2700  L 1759 2700  L 1759 1216  Q 1759 972 1856 886  Q 1953 800 2241 800  L 2816 800  L 2816 0  L 1856 0  Q 1194 0 917 276  Q 641 553 641 1216  L 641 2700  L 84 2700  L 84 3500  L 641 3500  L 641 4494  L 1759 4494  z \" id=\"DejaVuSans-Bold-74\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2106 1575  Q 1756 1575 1579 1456  Q 1403 1338 1403 1106  Q 1403 894 1545 773  Q 1688 653 1941 653  Q 2256 653 2472 879  Q 2688 1106 2688 1447  L 2688 1575  L 2106 1575  z M 3816 1997  L 3816 0  L 2688 0  L 2688 519  Q 2463 200 2181 54  Q 1900 -91 1497 -91  Q 953 -91 614 226  Q 275 544 275 1050  Q 275 1666 698 1953  Q 1122 2241 2028 2241  L 2688 2241  L 2688 2328  Q 2688 2594 2478 2717  Q 2269 2841 1825 2841  Q 1466 2841 1156 2769  Q 847 2697 581 2553  L 581 3406  Q 941 3494 1303 3539  Q 1666 3584 2028 3584  Q 2975 3584 3395 3211  Q 3816 2838 3816 1997  z \" id=\"DejaVuSans-Bold-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 3138 2547  Q 2991 2616 2845 2648  Q 2700 2681 2553 2681  Q 2122 2681 1889 2404  Q 1656 2128 1656 1613  L 1656 0  L 538 0  L 538 3500  L 1656 3500  L 1656 2925  Q 1872 3269 2151 3426  Q 2431 3584 2822 3584  Q 2878 3584 2943 3579  Q 3009 3575 3134 3559  L 3138 2547  z \" id=\"DejaVuSans-Bold-72\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2919 594  Q 2688 288 2409 144  Q 2131 0 1766 0  Q 1125 0 706 504  Q 288 1009 288 1791  Q 288 2575 706 3076  Q 1125 3578 1766 3578  Q 2131 3578 2409 3434  Q 2688 3291 2919 2981  L 2919 3500  L 4044 3500  L 4044 353  Q 4044 -491 3511 -936  Q 2978 -1381 1966 -1381  Q 1638 -1381 1331 -1331  Q 1025 -1281 716 -1178  L 716 -306  Q 1009 -475 1290 -558  Q 1572 -641 1856 -641  Q 2406 -641 2662 -400  Q 2919 -159 2919 353  L 2919 594  z M 2181 2772  Q 1834 2772 1640 2515  Q 1447 2259 1447 1791  Q 1447 1309 1634 1061  Q 1822 813 2181 813  Q 2531 813 2725 1069  Q 2919 1325 2919 1791  Q 2919 2259 2725 2515  Q 2531 2772 2181 2772  z \" id=\"DejaVuSans-Bold-67\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 4031 1759  L 4031 1441  L 1416 1441  Q 1456 1047 1700 850  Q 1944 653 2381 653  Q 2734 653 3104 758  Q 3475 863 3866 1075  L 3866 213  Q 3469 63 3072 -14  Q 2675 -91 2278 -91  Q 1328 -91 801 392  Q 275 875 275 1747  Q 275 2603 792 3093  Q 1309 3584 2216 3584  Q 3041 3584 3536 3087  Q 4031 2591 4031 1759  z M 2881 2131  Q 2881 2450 2695 2645  Q 2509 2841 2209 2841  Q 1884 2841 1681 2658  Q 1478 2475 1428 2131  L 2881 2131  z \" id=\"DejaVuSans-Bold-65\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-Bold-74\" />\n",
       "      <use x=\"47.802734\" xlink:href=\"#DejaVuSans-Bold-61\" />\n",
       "      <use x=\"115.283203\" xlink:href=\"#DejaVuSans-Bold-72\" />\n",
       "      <use x=\"164.599609\" xlink:href=\"#DejaVuSans-Bold-67\" />\n",
       "      <use x=\"236.181641\" xlink:href=\"#DejaVuSans-Bold-65\" />\n",
       "      <use x=\"304.003906\" xlink:href=\"#DejaVuSans-Bold-74\" />\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_3\">\n",
       "     <path d=\"M 8 29.914062  L 28 29.914062  L 28 22.914062  L 8 22.914062  z \" style=\"fill:#fefebb;stroke:#444443;stroke-linejoin:miter;stroke-width:0.4;\" />\n",
       "    </g>\n",
       "    <g id=\"text_2\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(31.5 29.914062)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2575 0  L 2575 419  Q 2259 -75 1647 -75  Q 1250 -75 917 144  Q 584 363 401 755  Q 219 1147 219 1656  Q 219 2153 384 2558  Q 550 2963 881 3178  Q 1213 3394 1622 3394  Q 1922 3394 2156 3267  Q 2391 3141 2538 2938  L 2538 4581  L 3097 4581  L 3097 0  L 2575 0  z M 797 1656  Q 797 1019 1065 703  Q 1334 388 1700 388  Q 2069 388 2326 689  Q 2584 991 2584 1609  Q 2584 2291 2321 2609  Q 2059 2928 1675 2928  Q 1300 2928 1048 2622  Q 797 2316 797 1656  z \" id=\"ArialMT-64\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 213 1659  Q 213 2581 725 3025  Q 1153 3394 1769 3394  Q 2453 3394 2887 2945  Q 3322 2497 3322 1706  Q 3322 1066 3130 698  Q 2938 331 2570 128  Q 2203 -75 1769 -75  Q 1072 -75 642 372  Q 213 819 213 1659  z M 791 1659  Q 791 1022 1069 705  Q 1347 388 1769 388  Q 2188 388 2466 706  Q 2744 1025 2744 1678  Q 2744 2294 2464 2611  Q 2184 2928 1769 2928  Q 1347 2928 1069 2612  Q 791 2297 791 1659  z \" id=\"ArialMT-6f\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 416 0  L 416 3319  L 922 3319  L 922 2816  Q 1116 3169 1280 3281  Q 1444 3394 1641 3394  Q 1925 3394 2219 3213  L 2025 2691  Q 1819 2813 1613 2813  Q 1428 2813 1281 2702  Q 1134 2591 1072 2394  Q 978 2094 978 1738  L 978 0  L 416 0  z \" id=\"ArialMT-72\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 422 0  L 422 3319  L 925 3319  L 925 2853  Q 1081 3097 1340 3245  Q 1600 3394 1931 3394  Q 2300 3394 2536 3241  Q 2772 3088 2869 2813  Q 3263 3394 3894 3394  Q 4388 3394 4653 3120  Q 4919 2847 4919 2278  L 4919 0  L 4359 0  L 4359 2091  Q 4359 2428 4304 2576  Q 4250 2725 4106 2815  Q 3963 2906 3769 2906  Q 3419 2906 3187 2673  Q 2956 2441 2956 1928  L 2956 0  L 2394 0  L 2394 2156  Q 2394 2531 2256 2718  Q 2119 2906 1806 2906  Q 1569 2906 1367 2781  Q 1166 2656 1075 2415  Q 984 2175 984 1722  L 984 0  L 422 0  z \" id=\"ArialMT-6d\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2588 409  Q 2275 144 1986 34  Q 1697 -75 1366 -75  Q 819 -75 525 192  Q 231 459 231 875  Q 231 1119 342 1320  Q 453 1522 633 1644  Q 813 1766 1038 1828  Q 1203 1872 1538 1913  Q 2219 1994 2541 2106  Q 2544 2222 2544 2253  Q 2544 2597 2384 2738  Q 2169 2928 1744 2928  Q 1347 2928 1158 2789  Q 969 2650 878 2297  L 328 2372  Q 403 2725 575 2942  Q 747 3159 1072 3276  Q 1397 3394 1825 3394  Q 2250 3394 2515 3294  Q 2781 3194 2906 3042  Q 3031 2891 3081 2659  Q 3109 2516 3109 2141  L 3109 1391  Q 3109 606 3145 398  Q 3181 191 3288 0  L 2700 0  Q 2613 175 2588 409  z M 2541 1666  Q 2234 1541 1622 1453  Q 1275 1403 1131 1340  Q 988 1278 909 1158  Q 831 1038 831 891  Q 831 666 1001 516  Q 1172 366 1500 366  Q 1825 366 2078 508  Q 2331 650 2450 897  Q 2541 1088 2541 1459  L 2541 1666  z \" id=\"ArialMT-61\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 422 0  L 422 3319  L 928 3319  L 928 2847  Q 1294 3394 1984 3394  Q 2284 3394 2536 3286  Q 2788 3178 2913 3003  Q 3038 2828 3088 2588  Q 3119 2431 3119 2041  L 3119 0  L 2556 0  L 2556 2019  Q 2556 2363 2490 2533  Q 2425 2703 2258 2804  Q 2091 2906 1866 2906  Q 1506 2906 1245 2678  Q 984 2450 984 1813  L 984 0  L 422 0  z \" id=\"ArialMT-6e\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 1650 503  L 1731 6  Q 1494 -44 1306 -44  Q 1000 -44 831 53  Q 663 150 594 308  Q 525 466 525 972  L 525 2881  L 113 2881  L 113 3319  L 525 3319  L 525 4141  L 1084 4478  L 1084 3319  L 1650 3319  L 1650 2881  L 1084 2881  L 1084 941  Q 1084 700 1114 631  Q 1144 563 1211 522  Q 1278 481 1403 481  Q 1497 481 1650 503  z \" id=\"ArialMT-74\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-64\" />\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\" />\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-72\" />\n",
       "      <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\" />\n",
       "      <use x=\"227.832031\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"283.447266\" xlink:href=\"#ArialMT-6e\" />\n",
       "      <use x=\"339.0625\" xlink:href=\"#ArialMT-74\" />\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_4\">\n",
       "     <path d=\"M 8 44.18125  L 28 44.18125  L 28 37.18125  L 8 37.18125  z \" style=\"fill:#d9e6f5;stroke:#444443;stroke-linejoin:miter;stroke-width:0.4;\" />\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(31.5 44.18125)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path d=\"M 556 0  L 556 2881  L 59 2881  L 59 3319  L 556 3319  L 556 3672  Q 556 4006 616 4169  Q 697 4388 901 4523  Q 1106 4659 1475 4659  Q 1713 4659 2000 4603  L 1916 4113  Q 1741 4144 1584 4144  Q 1328 4144 1222 4034  Q 1116 3925 1116 3625  L 1116 3319  L 1763 3319  L 1763 2881  L 1116 2881  L 1116 0  L 556 0  z \" id=\"ArialMT-66\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 409 0  L 409 4581  L 972 4581  L 972 0  L 409 0  z \" id=\"ArialMT-6c\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 425 3934  L 425 4581  L 988 4581  L 988 3934  L 425 3934  z M 425 0  L 425 3319  L 988 3319  L 988 0  L 425 0  z \" id=\"ArialMT-69\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 319 -275  L 866 -356  Q 900 -609 1056 -725  Q 1266 -881 1628 -881  Q 2019 -881 2231 -725  Q 2444 -569 2519 -288  Q 2563 -116 2559 434  Q 2191 0 1641 0  Q 956 0 581 494  Q 206 988 206 1678  Q 206 2153 378 2554  Q 550 2956 876 3175  Q 1203 3394 1644 3394  Q 2231 3394 2613 2919  L 2613 3319  L 3131 3319  L 3131 450  Q 3131 -325 2973 -648  Q 2816 -972 2473 -1159  Q 2131 -1347 1631 -1347  Q 1038 -1347 672 -1080  Q 306 -813 319 -275  z M 784 1719  Q 784 1066 1043 766  Q 1303 466 1694 466  Q 2081 466 2343 764  Q 2606 1063 2606 1700  Q 2606 2309 2336 2618  Q 2066 2928 1684 2928  Q 1309 2928 1046 2623  Q 784 2319 784 1719  z \" id=\"ArialMT-67\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-66\" />\n",
       "      <use x=\"27.783203\" xlink:href=\"#ArialMT-61\" />\n",
       "      <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"127.832031\" xlink:href=\"#ArialMT-69\" />\n",
       "      <use x=\"150.048828\" xlink:href=\"#ArialMT-6e\" />\n",
       "      <use x=\"205.664062\" xlink:href=\"#ArialMT-67\" />\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_5\">\n",
       "     <path d=\"M 8 58.565625  L 28 58.565625  L 28 51.565625  L 8 51.565625  z \" style=\"fill:#a1dab4;stroke:#444443;stroke-linejoin:miter;stroke-width:0.4;\" />\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(31.5 58.565625)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path d=\"M 2597 0  L 2597 488  Q 2209 -75 1544 -75  Q 1250 -75 995 37  Q 741 150 617 320  Q 494 491 444 738  Q 409 903 409 1263  L 409 3319  L 972 3319  L 972 1478  Q 972 1038 1006 884  Q 1059 663 1231 536  Q 1403 409 1656 409  Q 1909 409 2131 539  Q 2353 669 2445 892  Q 2538 1116 2538 1541  L 2538 3319  L 3100 3319  L 3100 0  L 2597 0  z \" id=\"ArialMT-75\" transform=\"scale(0.015625)\" />\n",
       "       <path d=\"M 2694 1069  L 3275 997  Q 3138 488 2766 206  Q 2394 -75 1816 -75  Q 1088 -75 661 373  Q 234 822 234 1631  Q 234 2469 665 2931  Q 1097 3394 1784 3394  Q 2450 3394 2872 2941  Q 3294 2488 3294 1666  Q 3294 1616 3291 1516  L 816 1516  Q 847 969 1125 678  Q 1403 388 1819 388  Q 2128 388 2347 550  Q 2566 713 2694 1069  z M 847 1978  L 2700 1978  Q 2663 2397 2488 2606  Q 2219 2931 1791 2931  Q 1403 2931 1139 2672  Q 875 2413 847 1978  z \" id=\"ArialMT-65\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-66\" />\n",
       "      <use x=\"27.783203\" xlink:href=\"#ArialMT-75\" />\n",
       "      <use x=\"83.398438\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-6c\" />\n",
       "      <use x=\"127.832031\" xlink:href=\"#ArialMT-67\" />\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-72\" />\n",
       "      <use x=\"216.748047\" xlink:href=\"#ArialMT-65\" />\n",
       "      <use x=\"272.363281\" xlink:href=\"#ArialMT-65\" />\n",
       "      <use x=\"327.978516\" xlink:href=\"#ArialMT-6e\" />\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_6\">\n",
       "     <path d=\"M 8 72.828125  L 28 72.828125  L 28 65.828125  L 8 65.828125  z \" style=\"fill:#fee090;stroke:#444443;stroke-linejoin:miter;stroke-width:0.4;\" />\n",
       "    </g>\n",
       "    <g id=\"text_5\">\n",
       "     \n",
       "     <g style=\"fill:#444443;\" transform=\"translate(31.5 72.828125)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path d=\"M 197 991  L 753 1078  Q 800 744 1014 566  Q 1228 388 1613 388  Q 2000 388 2187 545  Q 2375 703 2375 916  Q 2375 1106 2209 1216  Q 2094 1291 1634 1406  Q 1016 1563 777 1677  Q 538 1791 414 1992  Q 291 2194 291 2438  Q 291 2659 392 2848  Q 494 3038 669 3163  Q 800 3259 1026 3326  Q 1253 3394 1513 3394  Q 1903 3394 2198 3281  Q 2494 3169 2634 2976  Q 2775 2784 2828 2463  L 2278 2388  Q 2241 2644 2061 2787  Q 1881 2931 1553 2931  Q 1166 2931 1000 2803  Q 834 2675 834 2503  Q 834 2394 903 2306  Q 972 2216 1119 2156  Q 1203 2125 1616 2013  Q 2213 1853 2448 1751  Q 2684 1650 2818 1456  Q 2953 1263 2953 975  Q 2953 694 2789 445  Q 2625 197 2315 61  Q 2006 -75 1616 -75  Q 969 -75 630 194  Q 291 463 197 991  z \" id=\"ArialMT-73\" transform=\"scale(0.015625)\" />\n",
       "      </defs>\n",
       "      <use xlink:href=\"#ArialMT-72\" />\n",
       "      <use x=\"33.300781\" xlink:href=\"#ArialMT-69\" />\n",
       "      <use x=\"55.517578\" xlink:href=\"#ArialMT-73\" />\n",
       "      <use x=\"105.517578\" xlink:href=\"#ArialMT-69\" />\n",
       "      <use x=\"127.734375\" xlink:href=\"#ArialMT-6e\" />\n",
       "      <use x=\"183.349609\" xlink:href=\"#ArialMT-67\" />\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg></g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<dtreeviz.trees.DTreeViz at 0x7fbeecbf9b80>"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dtreeviz.trees import dtreeviz # remember to load the package\n",
    "\n",
    "\n",
    "viz = dtreeviz(clf, X_train, y_train_int,\n",
    "                target_name=\"target\",\n",
    "                feature_names= feature_names,  \n",
    "                   class_names=list(b))\n",
    "\n",
    "viz\n",
    "# clf_iris = tree.DecisionTreeClassifier(random_state=1234)\n",
    "# model = clf_iris.fit(X, y)\n",
    "\n",
    "# viz = dtreeviz(clf_iris, X, y,\n",
    "#                 target_name=\"target\",\n",
    "#                 feature_names=iris.feature_names,\n",
    "#                 class_names=list(iris.target_names))\n",
    "\n",
    "# viz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "a785d311",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'graphviz'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6d/4h428hj560j7r870zw5g39180000gn/T/ipykernel_2481/2586406356.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m#                    class_names=df_y.phases4.unique(),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m#                    filled=True)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgraphviz\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0;31m# DOT data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m dot_data = tree.export_graphviz(clf, out_file=None, \n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'graphviz'"
     ]
    }
   ],
   "source": [
    "# fig = plt.figure(figsize=(25,20))\n",
    "# _ = tree.plot_tree(clf, \n",
    "#                    feature_names= feature_names,  \n",
    "#                    class_names=df_y.phases4.unique(),\n",
    "#                    filled=True)\n",
    "import graphviz\n",
    "# DOT data\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                                feature_names= feature_names,  \n",
    "                   class_names=df_y.phases4.unique(),\n",
    "                                filled=True)\n",
    "\n",
    "# Draw graph\n",
    "graph = graphviz.Source(dot_data, format=\"png\") \n",
    "graph\n",
    "\n",
    "# Decision Tree visualization with plot_tree from sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc1dc138",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier(random_state=0)\n",
    "path = clf.cost_complexity_pruning_path(X_train, y_train)\n",
    "ccp_alphas, impurities = path.ccp_alphas, path.impurities\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60d4ec1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(ccp_alphas[:-1], impurities[:-1], marker=\"o\", drawstyle=\"steps-post\")\n",
    "ax.set_xlabel(\"effective alpha\")\n",
    "ax.set_ylabel(\"total impurity of leaves\")\n",
    "ax.set_title(\"Total Impurity vs effective alpha for training set\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12d6b292",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    25137.0     86.0        1.0    95.0\n",
      "falling       91.0   2639.0       97.0     NaN\n",
      "fullgreen      NaN     90.0    21739.0    87.0\n",
      "rising        82.0      NaN       67.0  1711.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.992812</td>\n",
       "      <td>0.003397</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.003752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.032190</td>\n",
       "      <td>0.933498</td>\n",
       "      <td>0.034312</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.004107</td>\n",
       "      <td>0.991924</td>\n",
       "      <td>0.003970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.044086</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.036022</td>\n",
       "      <td>0.919892</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.992812  0.003397   0.000039  0.003752\n",
       "falling    0.032190  0.933498   0.034312       NaN\n",
       "fullgreen       NaN  0.004107   0.991924  0.003970\n",
       "rising     0.044086       NaN   0.036022  0.919892"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### TEST DIFFERENT MODELS\n",
    "from sklearn.ensemble import (\n",
    "    RandomForestClassifier,\n",
    "    ExtraTreesClassifier,\n",
    "    AdaBoostClassifier,\n",
    ")\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sklearn import tree\n",
    "\n",
    "clf = AdaBoostClassifier(DecisionTreeClassifier(max_depth=20))\n",
    "clf = clf.fit(X_train, y_train)\n",
    "ys = clf.predict(X_test)\n",
    "# print(clf.get_depth())\n",
    "# print(clf.get_n_leaves())\n",
    "y_scoredf = pd.DataFrame(ys)\n",
    "y_scoredf['actuals'] = y_test\n",
    "summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary)\n",
    "summary.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "ab0d88f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.  , 0.02, 0.04, 0.06, 0.08, 0.1 , 0.12, 0.14, 0.16, 0.18, 0.2 ,\n",
       "       0.22, 0.24, 0.26, 0.28])"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array([x for x in range(30) if x % 2 == 0])/100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "2f93f899",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actuals   dormant   falling  fullgreen    rising  run\n",
      "0        0.963234  0.214148   0.944708  0.176805  2.0\n",
      "actuals   dormant   falling  fullgreen    rising  run\n",
      "0        0.963234  0.214148   0.944708  0.176805  2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216  4.0\n",
      "actuals   dormant   falling  fullgreen    rising  run\n",
      "0        0.963234  0.214148   0.944708  0.176805  2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216  4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378  6.0\n",
      "actuals   dormant   falling  fullgreen    rising  run\n",
      "0        0.963234  0.214148   0.944708  0.176805  2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216  4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378  6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505  8.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "0        0.993755  0.936200   0.992203  0.929342  18.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "0        0.993755  0.936200   0.992203  0.929342  18.0\n",
      "0        0.993324  0.937102   0.991927  0.923326  20.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "0        0.993755  0.936200   0.992203  0.929342  18.0\n",
      "0        0.993324  0.937102   0.991927  0.923326  20.0\n",
      "0        0.993480  0.938385   0.992063  0.920236  22.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "0        0.993755  0.936200   0.992203  0.929342  18.0\n",
      "0        0.993324  0.937102   0.991927  0.923326  20.0\n",
      "0        0.993480  0.938385   0.992063  0.920236  22.0\n",
      "0        0.993442  0.938031   0.992296  0.932900  24.0\n",
      "actuals   dormant   falling  fullgreen    rising   run\n",
      "0        0.963234  0.214148   0.944708  0.176805   2.0\n",
      "0        0.937347  0.380860   0.943256  0.356216   4.0\n",
      "0        0.964022  0.508962   0.961362  0.535378   6.0\n",
      "0        0.988722  0.748826   0.982744  0.778505   8.0\n",
      "0        0.993109  0.910453   0.991090  0.900887  10.0\n",
      "0        0.994497  0.930038   0.993058  0.922345  12.0\n",
      "0        0.994262  0.930045   0.992285  0.919936  14.0\n",
      "0        0.993871  0.936950   0.992022  0.924153  16.0\n",
      "0        0.993755  0.936200   0.992203  0.929342  18.0\n",
      "0        0.993324  0.937102   0.991927  0.923326  20.0\n",
      "0        0.993480  0.938385   0.992063  0.920236  22.0\n",
      "0        0.993442  0.938031   0.992296  0.932900  24.0\n",
      "0        0.993205  0.935074   0.991881  0.922744  26.0\n"
     ]
    }
   ],
   "source": [
    "## loop through training parameters\n",
    "\n",
    "\n",
    "depths = np.array([x for x in range(28) if x % 2 == 0])[1:14 ]\n",
    "precision_list = pd.DataFrame(columns = summary.columns)\n",
    "\n",
    "\n",
    "for i in (depths) :\n",
    "    clf = AdaBoostClassifier(DecisionTreeClassifier(max_depth=i))\n",
    "    clf = clf.fit(X_train, y_train)\n",
    "    ys = clf.predict(X_test)\n",
    "    # print(clf.get_depth())\n",
    "    # print(clf.get_n_leaves())\n",
    "    y_scoredf = pd.DataFrame(ys)\n",
    "    y_scoredf['actuals'] = y_test\n",
    "    summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "    precision = [np.diag(np.array(summary.apply(lambda x: x/x.sum(), axis=1)))]\n",
    "    precision = pd.DataFrame(precision, columns = summary.columns)\n",
    "    precision['run'] = i\n",
    "\n",
    "    precision_list = precision_list.append(precision)\n",
    "    print(precision_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "575de485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sb\n",
    "plot_data = pd.melt(precision_list, id_vars = 'run', var_name = 'phenophase')\n",
    "plot_data\n",
    "ax = sb.lineplot(data=plot_data, x = 'run', y = 'value', hue = 'phenophase')\n",
    "ax.set(xlabel='Max Depth', ylabel='Precision')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d05d52d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "300c5cb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "c6c87942",
   "metadata": {},
   "outputs": [],
   "source": [
    "# impurity = np.array([x for x in range(30) if x % 2 == 0])/10000\n",
    "# precision_list_imp = pd.DataFrame(columns = summary.columns)\n",
    "\n",
    "\n",
    "# for i in (impurity) :\n",
    "#     clf = AdaBoostClassifier(DecisionTreeClassifier(min_impurity_decrease=i,\n",
    "#                                                    max_depth = 16))\n",
    "#     clf = clf.fit(X_train, y_train)\n",
    "#     ys = clf.predict(X_test)\n",
    "#     # print(clf.get_depth())\n",
    "#     # print(clf.get_n_leaves())\n",
    "#     y_scoredf = pd.DataFrame(ys)\n",
    "#     y_scoredf['actuals'] = y_test\n",
    "#     summary = y_scoredf.value_counts().unstack()\n",
    "\n",
    "#     precision = [np.diag(np.array(summary.apply(lambda x: x/x.sum(), axis=1)))]\n",
    "#     precision = pd.DataFrame(precision, columns = summary.columns)\n",
    "#     precision['run'] = i\n",
    "\n",
    "#     precision_list_imp = precision_list_imp.append(precision)\n",
    "#     print(precision_list_imp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "id": "02d09426",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "     dormant      0.987     0.988     0.987     25310\n",
      "     falling      0.882     0.867     0.874      2815\n",
      "   fullgreen      0.984     0.985     0.985     21904\n",
      "      rising      0.856     0.861     0.858      1893\n",
      "\n",
      "    accuracy                          0.975     51922\n",
      "   macro avg      0.927     0.925     0.926     51922\n",
      "weighted avg      0.975     0.975     0.975     51922\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     dormant      0.994     0.993     0.993     25310\n",
      "     falling      0.933     0.942     0.937      2815\n",
      "   fullgreen      0.992     0.993     0.992     21904\n",
      "      rising      0.926     0.905     0.916      1893\n",
      "\n",
      "    accuracy                          0.987     51922\n",
      "   macro avg      0.961     0.958     0.960     51922\n",
      "weighted avg      0.987     0.987     0.987     51922\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     dormant      0.992     0.994     0.993     25310\n",
      "     falling      0.922     0.923     0.923      2815\n",
      "   fullgreen      0.991     0.991     0.991     21904\n",
      "      rising      0.926     0.895     0.910      1893\n",
      "\n",
      "    accuracy                          0.985     51922\n",
      "   macro avg      0.958     0.951     0.954     51922\n",
      "weighted avg      0.985     0.985     0.985     51922\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     dormant      0.992     0.993     0.992     25310\n",
      "     falling      0.925     0.925     0.925      2815\n",
      "   fullgreen      0.991     0.991     0.991     21904\n",
      "      rising      0.915     0.902     0.909      1893\n",
      "\n",
      "    accuracy                          0.985     51922\n",
      "   macro avg      0.956     0.953     0.954     51922\n",
      "weighted avg      0.985     0.985     0.985     51922\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "print(classification_report(y_test, y_dt, digits=3))\n",
    "print(classification_report(y_test, ys, digits=3))\n",
    "print(classification_report(y_test, y_forest, digits=3))\n",
    "print(classification_report(y_test, y_extra, digits=3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "7904aa88",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    23997.0    427.0       34.0   179.0\n",
      "falling      555.0   1882.0      946.0     NaN\n",
      "fullgreen     52.0    506.0    20582.0   247.0\n",
      "rising       706.0      NaN      342.0  1467.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.991680</td>\n",
       "      <td>0.004338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.033357</td>\n",
       "      <td>0.922285</td>\n",
       "      <td>0.044358</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>0.990645</td>\n",
       "      <td>0.004472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.036066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038251</td>\n",
       "      <td>0.925683</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.991680  0.004338        NaN  0.003983\n",
       "falling    0.033357  0.922285   0.044358       NaN\n",
       "fullgreen  0.000046  0.004837   0.990645  0.004472\n",
       "rising     0.036066       NaN   0.038251  0.925683"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_forest = RandomForestClassifier()\n",
    "clf_forst = clf_forest.fit(X_train, y_train)\n",
    "y_forest = clf_forest.predict(X_test)\n",
    "# print(clf.get_depth())\n",
    "# print(clf.get_n_leaves())\n",
    "y_scoredf_forest = pd.DataFrame(y_forest)\n",
    "y_scoredf_forest['actuals'] = y_test\n",
    "summary_forest = y_scoredf_forest.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary)\n",
    "summary_forest.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "65eaf492",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    25130.0    109.0        2.0    96.0\n",
      "falling      100.0   2603.0      112.0     NaN\n",
      "fullgreen      2.0    103.0    21709.0    89.0\n",
      "rising        78.0      NaN       81.0  1708.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.991830</td>\n",
       "      <td>0.004302</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.003789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.035524</td>\n",
       "      <td>0.924689</td>\n",
       "      <td>0.039787</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.004703</td>\n",
       "      <td>0.991143</td>\n",
       "      <td>0.004063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.041778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.043385</td>\n",
       "      <td>0.914837</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.991830  0.004302   0.000079  0.003789\n",
       "falling    0.035524  0.924689   0.039787       NaN\n",
       "fullgreen  0.000091  0.004703   0.991143  0.004063\n",
       "rising     0.041778       NaN   0.043385  0.914837"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_extra = ExtraTreesClassifier()\n",
    "clf_extra = clf_extra.fit(X_train, y_train)\n",
    "y_extra = clf_extra.predict(X_test)\n",
    "# print(clf.get_depth())\n",
    "# print(clf.get_n_leaves())\n",
    "y_scoredf_extra = pd.DataFrame(y_extra)\n",
    "y_scoredf_extra['actuals'] = y_test\n",
    "summary_extra = y_scoredf_extra.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary_extra)\n",
    "summary_extra.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "37166d6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "3717\n",
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    24994.0    192.0       19.0   127.0\n",
      "falling      159.0   2440.0      168.0     NaN\n",
      "fullgreen     21.0    183.0    21580.0   137.0\n",
      "rising       136.0      NaN      137.0  1629.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.986657</td>\n",
       "      <td>0.007579</td>\n",
       "      <td>0.000750</td>\n",
       "      <td>0.005013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.057463</td>\n",
       "      <td>0.881821</td>\n",
       "      <td>0.060716</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.000958</td>\n",
       "      <td>0.008348</td>\n",
       "      <td>0.984444</td>\n",
       "      <td>0.006250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.071504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072029</td>\n",
       "      <td>0.856467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.986657  0.007579   0.000750  0.005013\n",
       "falling    0.057463  0.881821   0.060716       NaN\n",
       "fullgreen  0.000958  0.008348   0.984444  0.006250\n",
       "rising     0.071504       NaN   0.072029  0.856467"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_dt = DecisionTreeClassifier()\n",
    "clf_dt = clf_dt.fit(X_train, y_train)\n",
    "y_dt = clf_dt.predict(X_test)\n",
    "print(clf_dt.get_depth())\n",
    "print(clf_dt.get_n_leaves())\n",
    "y_scoredf_dt = pd.DataFrame(y_dt)\n",
    "y_scoredf_dt['actuals'] = y_test\n",
    "summary_dt = y_scoredf_dt.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary_dt)\n",
    "summary_dt.apply(lambda x: x/x.sum(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "c6ff8d94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n",
      "2684\n",
      "actuals    dormant  falling  fullgreen  rising\n",
      "0                                             \n",
      "dormant    24913.0    171.0       18.0   158.0\n",
      "falling      221.0   2367.0      276.0     NaN\n",
      "fullgreen     31.0    277.0    21463.0   163.0\n",
      "rising       145.0      NaN      147.0  1572.0\n"
     ]
    },
    {
     "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>actuals</th>\n",
       "      <th>dormant</th>\n",
       "      <th>falling</th>\n",
       "      <th>fullgreen</th>\n",
       "      <th>rising</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dormant</th>\n",
       "      <td>0.986263</td>\n",
       "      <td>0.006770</td>\n",
       "      <td>0.000713</td>\n",
       "      <td>0.006255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>falling</th>\n",
       "      <td>0.077165</td>\n",
       "      <td>0.826466</td>\n",
       "      <td>0.096369</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fullgreen</th>\n",
       "      <td>0.001413</td>\n",
       "      <td>0.012629</td>\n",
       "      <td>0.978526</td>\n",
       "      <td>0.007431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rising</th>\n",
       "      <td>0.077790</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.078863</td>\n",
       "      <td>0.843348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "actuals     dormant   falling  fullgreen    rising\n",
       "0                                                 \n",
       "dormant    0.986263  0.006770   0.000713  0.006255\n",
       "falling    0.077165  0.826466   0.096369       NaN\n",
       "fullgreen  0.001413  0.012629   0.978526  0.007431\n",
       "rising     0.077790       NaN   0.078863  0.843348"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_dt = DecisionTreeClassifier(max_depth = 16)\n",
    "clf_dt = clf_dt.fit(X_train, y_train)\n",
    "y_dt = clf_dt.predict(X_test)\n",
    "print(clf_dt.get_depth())\n",
    "print(clf_dt.get_n_leaves())\n",
    "y_scoredf_dt = pd.DataFrame(y_dt)\n",
    "y_scoredf_dt['actuals'] = y_test\n",
    "summary_dt = y_scoredf_dt.value_counts().unstack()\n",
    "\n",
    "\n",
    "print(summary_dt)\n",
    "summary_dt.apply(lambda x: x/x.sum(), axis=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}