8 3 4 Clasification and Regression Tree - CART.ipynb

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "Python 3.8.2 64-bit ('.tgy_veribilimi')",
   "display_name": "Python 3.8.2 64-bit ('.tgy_veribilimi')",
   "metadata": {
    "interpreter": {
     "hash": "ba55969ab8b665a0d7ebc430170b2908b5d222710046023b08b5a17088334349"
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# CLASIFICATION AND REGRESSION TREEE ( CART )"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "import matplotlib.pyplot as plt \n",
    "# Standartlaştırma için eklenen fonksiyonlar scale ve StandartdScaler\n",
    "from sklearn.preprocessing import scale \n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn import model_selection\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.neural_network import MLPRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn import neighbors\n",
    "from sklearn.svm import SVR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"verisetleri\\Hitters.csv\")\n",
    "df = df.dropna()\n",
    "dms = pd.get_dummies(df[['League', 'Division', 'NewLeague']])\n",
    "y = df[\"Salary\"]\n",
    "X_ = df.drop(['Salary', 'League', 'Division', 'NewLeague'], axis=1).astype('float64')\n",
    "X = pd.concat([X_, dms[['League_N', 'Division_W', 'NewLeague_N']]], axis=1)\n",
    "X_train, X_test, y_train, y_test =  train_test_split(X, y, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tek değişken seçip, bu değişken üzerinden işlemlerimizi devam ettireceğiz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = pd.DataFrame(X_train[\"Hits\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = pd.DataFrame(X_test[\"Hits\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model = DecisionTreeRegressor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "DecisionTreeRegressor()"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "cart_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EKSENLERDE GÖRSELLEŞTİRME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 395.328125 277.314375\" width=\"395.328125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-10-28T17:18:13.254147</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 277.314375 \r\nL 395.328125 277.314375 \r\nL 395.328125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 53.328125 239.758125 \r\nL 388.128125 239.758125 \r\nL 388.128125 22.318125 \r\nL 53.328125 22.318125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m71ce225232\" style=\"stroke:#ff0000;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p634bffcc17)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"181.707146\" xlink:href=\"#m71ce225232\" y=\"225.123733\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m71ce225232\" y=\"75.165113\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m71ce225232\" y=\"157.786942\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"127.077775\" xlink:href=\"#m71ce225232\" y=\"204.468276\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"186.909943\" xlink:href=\"#m71ce225232\" y=\"227.189279\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m71ce225232\" y=\"156.134506\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"115.371482\" xlink:href=\"#m71ce225232\" y=\"228.015497\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"155.69316\" xlink:href=\"#m71ce225232\" y=\"227.189279\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"209.021831\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"289.665188\" xlink:href=\"#m71ce225232\" y=\"181.16892\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"285.76309\" xlink:href=\"#m71ce225232\" y=\"86.732169\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m71ce225232\" y=\"217.687769\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"267.5533\" xlink:href=\"#m71ce225232\" y=\"200.750294\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"216.826027\" xlink:href=\"#m71ce225232\" y=\"128.043084\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"270.154698\" xlink:href=\"#m71ce225232\" y=\"149.249381\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"223.329524\" xlink:href=\"#m71ce225232\" y=\"134.65283\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"246.742111\" xlink:href=\"#m71ce225232\" y=\"194.140547\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m71ce225232\" y=\"229.254825\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"68.546307\" xlink:href=\"#m71ce225232\" y=\"159.439379\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"184.308545\" xlink:href=\"#m71ce225232\" y=\"206.533822\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"188.210642\" xlink:href=\"#m71ce225232\" y=\"174.862148\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m71ce225232\" y=\"208.461637\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m71ce225232\" y=\"192.075002\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m71ce225232\" y=\"229.833178\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"201.217635\" xlink:href=\"#m71ce225232\" y=\"165.222907\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"206.420433\" xlink:href=\"#m71ce225232\" y=\"189.183238\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m71ce225232\" y=\"215.622223\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"175.203649\" xlink:href=\"#m71ce225232\" y=\"226.363061\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m71ce225232\" y=\"212.730459\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"111.469384\" xlink:href=\"#m71ce225232\" y=\"229.667934\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m71ce225232\" y=\"165.222907\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"254.546307\" xlink:href=\"#m71ce225232\" y=\"127.216865\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m71ce225232\" y=\"228.015497\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"149.189663\" xlink:href=\"#m71ce225232\" y=\"214.796005\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"170.000852\" xlink:href=\"#m71ce225232\" y=\"226.363061\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"173.90295\" xlink:href=\"#m71ce225232\" y=\"210.664913\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"285.76309\" xlink:href=\"#m71ce225232\" y=\"161.091816\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m71ce225232\" y=\"226.77617\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m71ce225232\" y=\"229.254825\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"116.672181\" xlink:href=\"#m71ce225232\" y=\"229.874489\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"141.385468\" xlink:href=\"#m71ce225232\" y=\"177.616181\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"137.48337\" xlink:href=\"#m71ce225232\" y=\"215.002559\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"127.077775\" xlink:href=\"#m71ce225232\" y=\"210.664913\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"138.784069\" xlink:href=\"#m71ce225232\" y=\"207.36004\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"271.455398\" xlink:href=\"#m71ce225232\" y=\"97.473007\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m71ce225232\" y=\"221.81886\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"215.525328\" xlink:href=\"#m71ce225232\" y=\"225.536843\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"158.294559\" xlink:href=\"#m71ce225232\" y=\"176.927694\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"117.97288\" xlink:href=\"#m71ce225232\" y=\"161.091816\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"172.602251\" xlink:href=\"#m71ce225232\" y=\"202.40273\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m71ce225232\" y=\"218.927096\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"242.840013\" xlink:href=\"#m71ce225232\" y=\"222.231969\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"248.04281\" xlink:href=\"#m71ce225232\" y=\"226.77617\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"235.035817\" xlink:href=\"#m71ce225232\" y=\"152.141145\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"238.937915\" xlink:href=\"#m71ce225232\" y=\"221.240507\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m71ce225232\" y=\"194.140547\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"257.147705\" xlink:href=\"#m71ce225232\" y=\"170.386771\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"175.203649\" xlink:href=\"#m71ce225232\" y=\"214.796005\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"259.749104\" xlink:href=\"#m71ce225232\" y=\"32.201761\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m71ce225232\" y=\"163.157361\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"196.014838\" xlink:href=\"#m71ce225232\" y=\"201.163403\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"170.000852\" xlink:href=\"#m71ce225232\" y=\"200.337185\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"222.028824\" xlink:href=\"#m71ce225232\" y=\"206.533822\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"203.819034\" xlink:href=\"#m71ce225232\" y=\"226.363061\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"287.063789\" xlink:href=\"#m71ce225232\" y=\"221.81886\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"146.588265\" xlink:href=\"#m71ce225232\" y=\"229.254825\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m71ce225232\" y=\"196.206093\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"137.48337\" xlink:href=\"#m71ce225232\" y=\"223.884406\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m71ce225232\" y=\"210.871468\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m71ce225232\" y=\"200.337185\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m71ce225232\" y=\"148.698541\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m71ce225232\" y=\"156.960724\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"253.245608\" xlink:href=\"#m71ce225232\" y=\"168.114671\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"372.909943\" xlink:href=\"#m71ce225232\" y=\"72.273349\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m71ce225232\" y=\"198.271639\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m71ce225232\" y=\"218.720542\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"210.322531\" xlink:href=\"#m71ce225232\" y=\"190.009456\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"227.231622\" xlink:href=\"#m71ce225232\" y=\"203.642058\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"294.867985\" xlink:href=\"#m71ce225232\" y=\"174.311308\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m71ce225232\" y=\"184.845592\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m71ce225232\" y=\"190.009456\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m71ce225232\" y=\"185.878364\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"123.175677\" xlink:href=\"#m71ce225232\" y=\"220.579533\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"172.602251\" xlink:href=\"#m71ce225232\" y=\"169.353998\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"263.651202\" xlink:href=\"#m71ce225232\" y=\"187.530801\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"258.448405\" xlink:href=\"#m71ce225232\" y=\"152.829633\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m71ce225232\" y=\"78.469986\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"302.672181\" xlink:href=\"#m71ce225232\" y=\"183.399709\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m71ce225232\" y=\"222.645079\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"124.476377\" xlink:href=\"#m71ce225232\" y=\"215.209114\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"305.27358\" xlink:href=\"#m71ce225232\" y=\"128.043084\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m71ce225232\" y=\"229.667934\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"180.406447\" xlink:href=\"#m71ce225232\" y=\"198.271639\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"289.665188\" xlink:href=\"#m71ce225232\" y=\"149.387029\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"293.567286\" xlink:href=\"#m71ce225232\" y=\"123.911992\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m71ce225232\" y=\"163.157361\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"229.83302\" xlink:href=\"#m71ce225232\" y=\"186.911137\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m71ce225232\" y=\"179.681727\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m71ce225232\" y=\"218.927096\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"130.979873\" xlink:href=\"#m71ce225232\" y=\"213.556677\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"231.133719\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m71ce225232\" y=\"195.17332\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"203.819034\" xlink:href=\"#m71ce225232\" y=\"217.687769\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"229.83302\" xlink:href=\"#m71ce225232\" y=\"111.518718\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m71ce225232\" y=\"136.305267\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"209.021831\" xlink:href=\"#m71ce225232\" y=\"224.297515\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m71ce225232\" y=\"216.448441\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"227.231622\" xlink:href=\"#m71ce225232\" y=\"174.517863\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"340.392461\" xlink:href=\"#m71ce225232\" y=\"206.533822\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m71ce225232\" y=\"171.006435\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m71ce225232\" y=\"201.025672\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"240.238615\" xlink:href=\"#m71ce225232\" y=\"175.550636\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"167.399454\" xlink:href=\"#m71ce225232\" y=\"177.616181\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"176.504349\" xlink:href=\"#m71ce225232\" y=\"227.891565\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"284.462391\" xlink:href=\"#m71ce225232\" y=\"133.206948\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m71ce225232\" y=\"165.222907\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m71ce225232\" y=\"219.340205\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"142.686167\" xlink:href=\"#m71ce225232\" y=\"216.035332\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"238.937915\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"104.965887\" xlink:href=\"#m71ce225232\" y=\"194.140547\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"244.140712\" xlink:href=\"#m71ce225232\" y=\"156.960724\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"184.308545\" xlink:href=\"#m71ce225232\" y=\"223.058188\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.679174\" xlink:href=\"#m71ce225232\" y=\"229.667934\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"235.035817\" xlink:href=\"#m71ce225232\" y=\"217.687769\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"248.04281\" xlink:href=\"#m71ce225232\" y=\"115.649809\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m71ce225232\" y=\"229.254825\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"141.385468\" xlink:href=\"#m71ce225232\" y=\"224.132271\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"270.154698\" xlink:href=\"#m71ce225232\" y=\"196.206093\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"134.881971\" xlink:href=\"#m71ce225232\" y=\"128.043084\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m71ce225232\" y=\"218.927096\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"225.930922\" xlink:href=\"#m71ce225232\" y=\"76.357263\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"246.742111\" xlink:href=\"#m71ce225232\" y=\"159.02627\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"254.546307\" xlink:href=\"#m71ce225232\" y=\"140.436358\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"173.90295\" xlink:href=\"#m71ce225232\" y=\"205.501049\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m71ce225232\" y=\"144.56745\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m71ce225232\" y=\"215.622223\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"188.210642\" xlink:href=\"#m71ce225232\" y=\"212.730459\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m71ce225232\" y=\"191.661892\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"158.294559\" xlink:href=\"#m71ce225232\" y=\"226.363061\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m71ce225232\" y=\"227.189279\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"147.888964\" xlink:href=\"#m71ce225232\" y=\"181.747273\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m71ce225232\" y=\"186.291474\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m71ce225232\" y=\"211.76651\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"124.476377\" xlink:href=\"#m71ce225232\" y=\"198.271639\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"145.287566\" xlink:href=\"#m71ce225232\" y=\"207.222309\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"210.322531\" xlink:href=\"#m71ce225232\" y=\"200.337185\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.301552\" xlink:href=\"#m71ce225232\" y=\"185.878364\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"222.028824\" xlink:href=\"#m71ce225232\" y=\"191.248783\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m71ce225232\" y=\"227.189279\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"132.280573\" xlink:href=\"#m71ce225232\" y=\"229.254825\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"149.189663\" xlink:href=\"#m71ce225232\" y=\"228.015497\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m71ce225232\" y=\"225.536843\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"245.441412\" xlink:href=\"#m71ce225232\" y=\"218.927096\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m71ce225232\" y=\"219.753315\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"268.853999\" xlink:href=\"#m71ce225232\" y=\"171.419544\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m71ce225232\" y=\"229.667934\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"337.791062\" xlink:href=\"#m71ce225232\" y=\"174.311308\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"215.525328\" xlink:href=\"#m71ce225232\" y=\"227.189279\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m71ce225232\" y=\"180.094836\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m71ce225232\" y=\"208.599368\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m71ce225232\" y=\"152.829633\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"132.280573\" xlink:href=\"#m71ce225232\" y=\"216.86155\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m71ce225232\" y=\"191.248783\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m71ce225232\" y=\"172.245763\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"189.511342\" xlink:href=\"#m71ce225232\" y=\"218.100878\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m71ce225232\" y=\"214.796005\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"296.168684\" xlink:href=\"#m71ce225232\" y=\"187.94391\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m71ce225232\" y=\"177.616181\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"223.329524\" xlink:href=\"#m71ce225232\" y=\"131.347957\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"156.993859\" xlink:href=\"#m71ce225232\" y=\"224.710624\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"267.5533\" xlink:href=\"#m71ce225232\" y=\"182.573491\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m71ce225232\" y=\"163.157361\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m71ce225232\" y=\"223.471297\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m71ce225232\" y=\"214.796005\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"244.140712\" xlink:href=\"#m71ce225232\" y=\"222.231969\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"232.434419\" xlink:href=\"#m71ce225232\" y=\"195.792984\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m71ce225232\" y=\"209.012477\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m71ce225232\" y=\"137.682325\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m71ce225232\" y=\"210.664913\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m71ce225232\" y=\"216.86155\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m71ce225232\" y=\"220.992642\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"198.616237\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m71ce225232\" y=\"205.294494\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m71ce225232\" y=\"177.616181\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"251.944908\" xlink:href=\"#m71ce225232\" y=\"194.140547\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"212.923929\" xlink:href=\"#m71ce225232\" y=\"210.664913\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m71ce225232\" y=\"227.395834\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m71ce225232\" y=\"219.670693\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"196.014838\" xlink:href=\"#m71ce225232\" y=\"228.841716\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"284.462391\" xlink:href=\"#m71ce225232\" y=\"152.829633\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m71ce225232\" y=\"171.281814\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"130.979873\" xlink:href=\"#m71ce225232\" y=\"173.48509\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"242.840013\" xlink:href=\"#m71ce225232\" y=\"223.471297\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m71ce225232\" y=\"199.924075\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"192.11274\" xlink:href=\"#m71ce225232\" y=\"228.222052\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m421d5ab453\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"63.34351\" xlink:href=\"#m421d5ab453\" y=\"239.758125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(60.16226 254.356562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"128.378475\" xlink:href=\"#m421d5ab453\" y=\"239.758125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 50 -->\r\n      <g transform=\"translate(122.015975 254.356562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"193.41344\" xlink:href=\"#m421d5ab453\" y=\"239.758125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 100 -->\r\n      <g transform=\"translate(183.86969 254.356562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"258.448405\" xlink:href=\"#m421d5ab453\" y=\"239.758125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 150 -->\r\n      <g transform=\"translate(248.904655 254.356562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"323.48337\" xlink:href=\"#m421d5ab453\" y=\"239.758125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 200 -->\r\n      <g transform=\"translate(313.93962 254.356562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!--  Atış Sayısı ( Hits )  -->\r\n     <g transform=\"translate(173.710938 268.034687)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path id=\"DejaVuSans-32\"/>\r\n       <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n       <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 13.921875 56 \r\nz\r\n\" id=\"DejaVuSans-305\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\nM 30.234375 0 \r\nQ 32.90625 -3.03125 34.21875 -5.59375 \r\nQ 35.546875 -8.15625 35.546875 -10.5 \r\nQ 35.546875 -14.84375 32.609375 -17.0625 \r\nQ 29.6875 -19.28125 23.921875 -19.28125 \r\nQ 21.6875 -19.28125 19.5625 -18.984375 \r\nQ 17.4375 -18.703125 15.328125 -18.109375 \r\nL 15.328125 -11.71875 \r\nQ 17 -12.546875 18.796875 -12.90625 \r\nQ 20.609375 -13.28125 22.90625 -13.28125 \r\nQ 25.78125 -13.28125 27.25 -12.109375 \r\nQ 28.71875 -10.9375 28.71875 -8.6875 \r\nQ 28.71875 -7.234375 27.65625 -5.109375 \r\nQ 26.609375 -2.984375 24.421875 0 \r\nz\r\n\" id=\"DejaVuSans-351\"/>\r\n       <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-83\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n       <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-40\"/>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 43.015625 \r\nL 55.515625 43.015625 \r\nL 55.515625 72.90625 \r\nL 65.375 72.90625 \r\nL 65.375 0 \r\nL 55.515625 0 \r\nL 55.515625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n       <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"31.787109\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"98.445312\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"137.654297\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"165.4375\" xlink:href=\"#DejaVuSans-351\"/>\r\n      <use x=\"217.537109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"249.324219\" xlink:href=\"#DejaVuSans-83\"/>\r\n      <use x=\"312.800781\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"374.080078\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"433.259766\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"461.042969\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"513.142578\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"540.925781\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"572.712891\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"611.726562\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"643.513672\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"718.708984\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"746.492188\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"785.701172\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"837.800781\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"869.587891\" xlink:href=\"#DejaVuSans-41\"/>\r\n      <use x=\"908.601562\" xlink:href=\"#DejaVuSans-32\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m69f6721f1f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"235.451462\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(39.965625 239.250681)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"194.140547\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 500 -->\r\n      <g transform=\"translate(27.240625 197.939766)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"152.829633\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 1000 -->\r\n      <g transform=\"translate(20.878125 156.628851)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"111.518718\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 1500 -->\r\n      <g transform=\"translate(20.878125 115.317937)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"70.207803\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(20.878125 74.007022)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m69f6721f1f\" y=\"28.896888\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 2500 -->\r\n      <g transform=\"translate(20.878125 32.696107)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!--  Maaş ( Salary )  -->\r\n     <g transform=\"translate(14.798438 171.638125)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n       <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"31.787109\" xlink:href=\"#DejaVuSans-77\"/>\r\n      <use x=\"118.066406\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"179.345703\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"240.625\" xlink:href=\"#DejaVuSans-351\"/>\r\n      <use x=\"292.724609\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"324.511719\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"363.525391\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"395.3125\" xlink:href=\"#DejaVuSans-83\"/>\r\n      <use x=\"458.789062\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"520.068359\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"547.851562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"609.130859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"650.244141\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"709.423828\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"741.210938\" xlink:href=\"#DejaVuSans-41\"/>\r\n      <use x=\"780.224609\" xlink:href=\"#DejaVuSans-32\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <path clip-path=\"url(#p634bffcc17)\" d=\"M 68.546307 159.439379 \r\nL 86.756097 159.439379 \r\nL 86.87316 194.140547 \r\nL 108.217635 194.140547 \r\nL 108.334698 229.667934 \r\nL 112.770083 229.667934 \r\nL 112.887146 220.992642 \r\nL 114.721132 220.992642 \r\nL 114.838195 228.015497 \r\nL 116.021831 228.015497 \r\nL 116.138894 229.874489 \r\nL 117.322531 229.874489 \r\nL 117.439594 161.091816 \r\nL 118.62323 161.091816 \r\nL 118.740293 217.641859 \r\nL 121.224628 217.641859 \r\nL 121.341691 220.579533 \r\nL 123.826027 220.579533 \r\nL 123.94309 206.740376 \r\nL 125.777076 206.740376 \r\nL 125.894139 207.566595 \r\nL 128.378475 207.566595 \r\nL 128.495538 229.667934 \r\nL 130.329524 229.667934 \r\nL 130.446587 193.520884 \r\nL 131.630223 193.520884 \r\nL 131.747286 223.058188 \r\nL 132.930922 223.058188 \r\nL 133.047985 223.319823 \r\nL 134.231622 223.319823 \r\nL 134.348684 128.043084 \r\nL 135.532321 128.043084 \r\nL 135.649384 221.405751 \r\nL 136.83302 221.405751 \r\nL 136.950083 219.443483 \r\nL 138.133719 219.443483 \r\nL 138.250782 207.36004 \r\nL 140.084768 207.36004 \r\nL 140.201831 200.874226 \r\nL 142.035817 200.874226 \r\nL 142.15288 216.035332 \r\nL 143.986866 216.035332 \r\nL 144.103929 207.222309 \r\nL 145.937915 207.222309 \r\nL 146.054978 229.254825 \r\nL 147.238615 229.254825 \r\nL 147.355677 181.747273 \r\nL 148.539314 181.747273 \r\nL 148.656377 221.405751 \r\nL 150.490363 221.405751 \r\nL 150.607426 216.558604 \r\nL 153.091761 216.558604 \r\nL 153.208824 196.412648 \r\nL 155.04281 196.412648 \r\nL 155.159873 227.189279 \r\nL 156.34351 227.189279 \r\nL 156.460573 224.710624 \r\nL 157.644209 224.710624 \r\nL 157.761272 201.645377 \r\nL 160.245608 201.645377 \r\nL 160.36267 217.687769 \r\nL 162.847006 217.687769 \r\nL 162.964069 193.727438 \r\nL 164.147705 193.727438 \r\nL 164.264768 208.278051 \r\nL 166.098754 208.278051 \r\nL 166.215817 177.616181 \r\nL 168.049803 177.616181 \r\nL 168.166866 206.637099 \r\nL 169.350503 206.637099 \r\nL 169.467566 213.350123 \r\nL 170.651202 213.350123 \r\nL 170.768265 185.878364 \r\nL 173.252601 185.878364 \r\nL 173.369663 208.082981 \r\nL 174.5533 208.082981 \r\nL 174.670363 220.579533 \r\nL 175.853999 220.579533 \r\nL 175.971062 227.891565 \r\nL 178.455398 227.891565 \r\nL 178.572461 198.271639 \r\nL 181.056796 198.271639 \r\nL 181.173859 225.123733 \r\nL 182.357496 225.123733 \r\nL 182.474559 201.473235 \r\nL 183.658195 201.473235 \r\nL 183.775258 214.796005 \r\nL 184.958894 214.796005 \r\nL 185.075957 180.094836 \r\nL 186.259594 180.094836 \r\nL 186.376656 227.189279 \r\nL 187.560293 227.189279 \r\nL 187.677356 193.796303 \r\nL 188.860992 193.796303 \r\nL 188.978055 218.100878 \r\nL 190.812041 218.100878 \r\nL 190.929104 228.222052 \r\nL 193.41344 228.222052 \r\nL 193.530503 196.94969 \r\nL 195.364489 196.94969 \r\nL 195.481552 215.002559 \r\nL 196.665188 215.002559 \r\nL 196.782251 214.190106 \r\nL 197.965887 214.190106 \r\nL 198.08295 173.48509 \r\nL 199.916936 173.48509 \r\nL 200.033999 165.222907 \r\nL 202.518335 165.222907 \r\nL 202.635398 222.025415 \r\nL 205.119733 222.025415 \r\nL 205.236796 189.183238 \r\nL 207.721132 189.183238 \r\nL 207.838195 198.891303 \r\nL 209.672181 198.891303 \r\nL 209.789244 195.17332 \r\nL 211.62323 195.17332 \r\nL 211.740293 210.664913 \r\nL 214.224628 210.664913 \r\nL 214.341691 226.363061 \r\nL 216.175677 226.363061 \r\nL 216.29274 128.043084 \r\nL 217.476377 128.043084 \r\nL 217.59344 171.557247 \r\nL 220.077775 171.557247 \r\nL 220.194838 198.891303 \r\nL 222.679174 198.891303 \r\nL 222.796237 133.000393 \r\nL 224.630223 133.000393 \r\nL 224.747286 76.357263 \r\nL 226.581272 76.357263 \r\nL 226.698335 189.07996 \r\nL 227.881971 189.07996 \r\nL 227.999034 178.006349 \r\nL 229.18267 178.006349 \r\nL 229.299733 149.214928 \r\nL 230.48337 149.214928 \r\nL 230.600433 173.48509 \r\nL 231.784069 173.48509 \r\nL 231.901132 195.792984 \r\nL 233.084768 195.792984 \r\nL 233.201831 175.412933 \r\nL 234.385468 175.412933 \r\nL 234.502531 184.914457 \r\nL 236.986866 184.914457 \r\nL 237.103929 197.362799 \r\nL 239.588265 197.362799 \r\nL 239.705328 175.550636 \r\nL 241.539314 175.550636 \r\nL 241.656377 222.851633 \r\nL 243.490363 222.851633 \r\nL 243.607426 189.596347 \r\nL 244.791062 189.596347 \r\nL 244.908125 218.927096 \r\nL 246.091761 218.927096 \r\nL 246.208824 176.583409 \r\nL 247.392461 176.583409 \r\nL 247.509524 171.21299 \r\nL 249.34351 171.21299 \r\nL 249.460573 151.039493 \r\nL 251.294559 151.039493 \r\nL 251.411622 194.140547 \r\nL 252.595258 194.140547 \r\nL 252.712321 168.114671 \r\nL 253.895957 168.114671 \r\nL 254.01302 133.826612 \r\nL 255.847006 133.826612 \r\nL 255.964069 170.386771 \r\nL 257.798055 170.386771 \r\nL 257.915118 152.829633 \r\nL 259.098754 152.829633 \r\nL 259.215817 32.201761 \r\nL 260.399454 32.201761 \r\nL 260.516517 198.133936 \r\nL 262.350503 198.133936 \r\nL 262.467566 187.530801 \r\nL 265.602251 187.530801 \r\nL 265.719314 191.661892 \r\nL 268.203649 191.661892 \r\nL 268.320712 171.419544 \r\nL 269.504349 171.419544 \r\nL 269.621412 172.727737 \r\nL 270.805048 172.727737 \r\nL 270.922111 97.473007 \r\nL 273.406447 97.473007 \r\nL 273.52351 159.191513 \r\nL 278.609244 159.191513 \r\nL 278.726307 164.144224 \r\nL 282.511342 164.144224 \r\nL 282.628405 174.035902 \r\nL 283.812041 174.035902 \r\nL 283.929104 143.01829 \r\nL 285.11274 143.01829 \r\nL 285.229803 123.911992 \r\nL 286.41344 123.911992 \r\nL 286.530503 221.81886 \r\nL 288.364489 221.81886 \r\nL 288.481552 165.277974 \r\nL 291.616237 165.277974 \r\nL 291.7333 123.911992 \r\nL 294.217635 123.911992 \r\nL 294.334698 174.311308 \r\nL 295.518335 174.311308 \r\nL 295.635398 187.94391 \r\nL 299.420433 187.94391 \r\nL 299.537496 183.399709 \r\nL 303.97288 183.399709 \r\nL 304.089943 128.043084 \r\nL 321.532321 128.043084 \r\nL 321.649384 174.311308 \r\nL 339.091761 174.311308 \r\nL 339.208824 206.533822 \r\nL 356.651202 206.533822 \r\nL 356.768265 72.273349 \r\nL 372.896936 72.273349 \r\nL 372.896936 72.273349 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 53.328125 239.758125 \r\nL 53.328125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 388.128125 239.758125 \r\nL 388.128125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 53.328125 239.758125 \r\nL 388.128125 239.758125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 53.328125 22.318125 \r\nL 388.128125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_14\">\r\n    <!--  CART REGRESYON AĞACI  -->\r\n    <g transform=\"translate(141.875 16.318125)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-82\"/>\r\n      <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 55.90625 72.90625 \r\nL 55.90625 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.015625 \r\nL 54.390625 43.015625 \r\nL 54.390625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 8.296875 \r\nL 56.78125 8.296875 \r\nL 56.78125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-71\"/>\r\n      <path d=\"M -0.203125 72.90625 \r\nL 10.40625 72.90625 \r\nL 30.609375 42.921875 \r\nL 50.6875 72.90625 \r\nL 61.28125 72.90625 \r\nL 35.5 34.71875 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 34.71875 \r\nz\r\n\" id=\"DejaVuSans-89\"/>\r\n      <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 23.09375 72.90625 \r\nL 55.421875 11.921875 \r\nL 55.421875 72.90625 \r\nL 64.984375 72.90625 \r\nL 64.984375 0 \r\nL 51.703125 0 \r\nL 19.390625 60.984375 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-78\"/>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\nM 23.59375 92.609375 \r\nL 29.359375 92.609375 \r\nQ 29.984375 89.96875 32.40625 88.578125 \r\nQ 34.828125 87.1875 38.875 87.1875 \r\nQ 42.875 87.1875 45.234375 88.53125 \r\nQ 47.609375 89.875 48.390625 92.609375 \r\nL 54.15625 92.609375 \r\nQ 53.671875 86.796875 49.765625 83.796875 \r\nQ 45.859375 80.796875 38.875 80.796875 \r\nQ 31.84375 80.796875 27.953125 83.765625 \r\nQ 24.078125 86.75 23.59375 92.609375 \r\nz\r\n\" id=\"DejaVuSans-286\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"31.787109\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"101.611328\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"170.019531\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"232.251953\" xlink:href=\"#DejaVuSans-84\"/>\r\n     <use x=\"293.335938\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"325.123047\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"394.605469\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"457.789062\" xlink:href=\"#DejaVuSans-71\"/>\r\n     <use x=\"535.279297\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"604.761719\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"667.945312\" xlink:href=\"#DejaVuSans-83\"/>\r\n     <use x=\"731.421875\" xlink:href=\"#DejaVuSans-89\"/>\r\n     <use x=\"787.005859\" xlink:href=\"#DejaVuSans-79\"/>\r\n     <use x=\"865.716797\" xlink:href=\"#DejaVuSans-78\"/>\r\n     <use x=\"940.521484\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"972.308594\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"1038.966797\" xlink:href=\"#DejaVuSans-286\"/>\r\n     <use x=\"1116.457031\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"1183.115234\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"1252.939453\" xlink:href=\"#DejaVuSans-73\"/>\r\n     <use x=\"1282.431641\" xlink:href=\"#DejaVuSans-32\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p634bffcc17\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"53.328125\" y=\"22.318125\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Grafik için ızgara-grid oluşturma işlemi yapar. X_train setine göre min ve max değerler alınır. \n",
    "X_grid = np.arange(min(np.array(X_train)), max(np.array(X_train)), 0.01)\n",
    "X_grid = X_grid.reshape((len(X_grid), 1))\n",
    "\n",
    "# Saçılım grafiği oluşturur\n",
    "plt.scatter(X_train, y_train, color='red')\n",
    "\n",
    "# Grid üzerinde modele ilişkin bilgilerin görselleştirilmesi\n",
    "plt.plot(X_grid, cart_model.predict(X_grid), color='blue')\n",
    "\n",
    "plt.title(' CART REGRESYON AĞACI ')\n",
    "plt.xlabel(' Atış Sayısı ( Hits ) ')\n",
    "plt.ylabel(' Maaş ( Salary ) ');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DALLANMA KONTROLÜ İLE MODELİN YENİDEN OLUŞTURULMASI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model_with_node = DecisionTreeRegressor(max_leaf_nodes=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "DecisionTreeRegressor(max_leaf_nodes=10)"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "cart_model_with_node.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"278.39625pt\" version=\"1.1\" viewBox=\"0 0 395.328125 278.39625\" width=\"395.328125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-10-28T17:18:21.715510</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 278.39625 \r\nL 395.328125 278.39625 \r\nL 395.328125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 53.328125 240.84 \r\nL 388.128125 240.84 \r\nL 388.128125 23.4 \r\nL 53.328125 23.4 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m2eaf06e119\" style=\"stroke:#ff0000;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p49e9259abf)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"181.707146\" xlink:href=\"#m2eaf06e119\" y=\"226.205608\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m2eaf06e119\" y=\"76.246988\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m2eaf06e119\" y=\"158.868817\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"127.077775\" xlink:href=\"#m2eaf06e119\" y=\"205.550151\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"186.909943\" xlink:href=\"#m2eaf06e119\" y=\"228.271154\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m2eaf06e119\" y=\"157.216381\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"115.371482\" xlink:href=\"#m2eaf06e119\" y=\"229.097372\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"155.69316\" xlink:href=\"#m2eaf06e119\" y=\"228.271154\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"209.021831\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"289.665188\" xlink:href=\"#m2eaf06e119\" y=\"182.250795\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"285.76309\" xlink:href=\"#m2eaf06e119\" y=\"87.814044\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m2eaf06e119\" y=\"218.769644\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"267.5533\" xlink:href=\"#m2eaf06e119\" y=\"201.832169\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"216.826027\" xlink:href=\"#m2eaf06e119\" y=\"129.124959\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"270.154698\" xlink:href=\"#m2eaf06e119\" y=\"150.331256\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"223.329524\" xlink:href=\"#m2eaf06e119\" y=\"135.734705\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"246.742111\" xlink:href=\"#m2eaf06e119\" y=\"195.222422\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m2eaf06e119\" y=\"230.3367\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"68.546307\" xlink:href=\"#m2eaf06e119\" y=\"160.521254\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"184.308545\" xlink:href=\"#m2eaf06e119\" y=\"207.615697\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"188.210642\" xlink:href=\"#m2eaf06e119\" y=\"175.944023\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m2eaf06e119\" y=\"209.543512\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m2eaf06e119\" y=\"193.156877\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m2eaf06e119\" y=\"230.915053\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"201.217635\" xlink:href=\"#m2eaf06e119\" y=\"166.304782\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"206.420433\" xlink:href=\"#m2eaf06e119\" y=\"190.265113\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m2eaf06e119\" y=\"216.704098\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"175.203649\" xlink:href=\"#m2eaf06e119\" y=\"227.444936\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m2eaf06e119\" y=\"213.812334\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"111.469384\" xlink:href=\"#m2eaf06e119\" y=\"230.749809\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m2eaf06e119\" y=\"166.304782\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"254.546307\" xlink:href=\"#m2eaf06e119\" y=\"128.29874\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m2eaf06e119\" y=\"229.097372\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"149.189663\" xlink:href=\"#m2eaf06e119\" y=\"215.87788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"170.000852\" xlink:href=\"#m2eaf06e119\" y=\"227.444936\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"173.90295\" xlink:href=\"#m2eaf06e119\" y=\"211.746788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"285.76309\" xlink:href=\"#m2eaf06e119\" y=\"162.173691\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m2eaf06e119\" y=\"227.858045\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m2eaf06e119\" y=\"230.3367\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"116.672181\" xlink:href=\"#m2eaf06e119\" y=\"230.956364\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"141.385468\" xlink:href=\"#m2eaf06e119\" y=\"178.698056\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"137.48337\" xlink:href=\"#m2eaf06e119\" y=\"216.084434\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"127.077775\" xlink:href=\"#m2eaf06e119\" y=\"211.746788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"138.784069\" xlink:href=\"#m2eaf06e119\" y=\"208.441915\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"271.455398\" xlink:href=\"#m2eaf06e119\" y=\"98.554882\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"250.644209\" xlink:href=\"#m2eaf06e119\" y=\"222.900735\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"215.525328\" xlink:href=\"#m2eaf06e119\" y=\"226.618718\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"158.294559\" xlink:href=\"#m2eaf06e119\" y=\"178.009569\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"117.97288\" xlink:href=\"#m2eaf06e119\" y=\"162.173691\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"172.602251\" xlink:href=\"#m2eaf06e119\" y=\"203.484605\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"261.049803\" xlink:href=\"#m2eaf06e119\" y=\"220.008971\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"242.840013\" xlink:href=\"#m2eaf06e119\" y=\"223.313844\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"248.04281\" xlink:href=\"#m2eaf06e119\" y=\"227.858045\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"235.035817\" xlink:href=\"#m2eaf06e119\" y=\"153.22302\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"238.937915\" xlink:href=\"#m2eaf06e119\" y=\"222.322382\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m2eaf06e119\" y=\"195.222422\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"257.147705\" xlink:href=\"#m2eaf06e119\" y=\"171.468646\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"175.203649\" xlink:href=\"#m2eaf06e119\" y=\"215.87788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"259.749104\" xlink:href=\"#m2eaf06e119\" y=\"33.283636\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m2eaf06e119\" y=\"164.239236\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"196.014838\" xlink:href=\"#m2eaf06e119\" y=\"202.245278\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"170.000852\" xlink:href=\"#m2eaf06e119\" y=\"201.41906\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"222.028824\" xlink:href=\"#m2eaf06e119\" y=\"207.615697\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"203.819034\" xlink:href=\"#m2eaf06e119\" y=\"227.444936\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"287.063789\" xlink:href=\"#m2eaf06e119\" y=\"222.900735\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"146.588265\" xlink:href=\"#m2eaf06e119\" y=\"230.3367\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m2eaf06e119\" y=\"197.287968\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"137.48337\" xlink:href=\"#m2eaf06e119\" y=\"224.966281\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"133.581272\" xlink:href=\"#m2eaf06e119\" y=\"211.953343\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m2eaf06e119\" y=\"201.41906\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m2eaf06e119\" y=\"149.780416\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m2eaf06e119\" y=\"158.042599\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"253.245608\" xlink:href=\"#m2eaf06e119\" y=\"169.196546\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"372.909943\" xlink:href=\"#m2eaf06e119\" y=\"73.355224\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m2eaf06e119\" y=\"199.353514\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m2eaf06e119\" y=\"219.802417\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"210.322531\" xlink:href=\"#m2eaf06e119\" y=\"191.091331\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"227.231622\" xlink:href=\"#m2eaf06e119\" y=\"204.723933\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"294.867985\" xlink:href=\"#m2eaf06e119\" y=\"175.393183\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m2eaf06e119\" y=\"185.927467\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m2eaf06e119\" y=\"191.091331\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m2eaf06e119\" y=\"186.960239\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"123.175677\" xlink:href=\"#m2eaf06e119\" y=\"221.661408\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"172.602251\" xlink:href=\"#m2eaf06e119\" y=\"170.435873\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"263.651202\" xlink:href=\"#m2eaf06e119\" y=\"188.612676\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"258.448405\" xlink:href=\"#m2eaf06e119\" y=\"153.911508\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m2eaf06e119\" y=\"79.551861\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"302.672181\" xlink:href=\"#m2eaf06e119\" y=\"184.481584\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m2eaf06e119\" y=\"223.726954\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"124.476377\" xlink:href=\"#m2eaf06e119\" y=\"216.290989\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"305.27358\" xlink:href=\"#m2eaf06e119\" y=\"129.124959\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m2eaf06e119\" y=\"230.749809\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"180.406447\" xlink:href=\"#m2eaf06e119\" y=\"199.353514\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"289.665188\" xlink:href=\"#m2eaf06e119\" y=\"150.468904\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"293.567286\" xlink:href=\"#m2eaf06e119\" y=\"124.993867\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m2eaf06e119\" y=\"164.239236\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"229.83302\" xlink:href=\"#m2eaf06e119\" y=\"187.993012\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m2eaf06e119\" y=\"180.763602\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m2eaf06e119\" y=\"220.008971\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"130.979873\" xlink:href=\"#m2eaf06e119\" y=\"214.638552\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"231.133719\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m2eaf06e119\" y=\"196.255195\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"203.819034\" xlink:href=\"#m2eaf06e119\" y=\"218.769644\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"229.83302\" xlink:href=\"#m2eaf06e119\" y=\"112.600593\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m2eaf06e119\" y=\"137.387142\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"209.021831\" xlink:href=\"#m2eaf06e119\" y=\"225.37939\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m2eaf06e119\" y=\"217.530316\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"227.231622\" xlink:href=\"#m2eaf06e119\" y=\"175.599738\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"340.392461\" xlink:href=\"#m2eaf06e119\" y=\"207.615697\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m2eaf06e119\" y=\"172.08831\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.798055\" xlink:href=\"#m2eaf06e119\" y=\"202.107547\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"240.238615\" xlink:href=\"#m2eaf06e119\" y=\"176.632511\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"167.399454\" xlink:href=\"#m2eaf06e119\" y=\"178.698056\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"176.504349\" xlink:href=\"#m2eaf06e119\" y=\"228.97344\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"284.462391\" xlink:href=\"#m2eaf06e119\" y=\"134.288823\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"233.735118\" xlink:href=\"#m2eaf06e119\" y=\"166.304782\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m2eaf06e119\" y=\"220.42208\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"142.686167\" xlink:href=\"#m2eaf06e119\" y=\"217.117207\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"238.937915\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"104.965887\" xlink:href=\"#m2eaf06e119\" y=\"195.222422\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"244.140712\" xlink:href=\"#m2eaf06e119\" y=\"158.042599\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"184.308545\" xlink:href=\"#m2eaf06e119\" y=\"224.140063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.679174\" xlink:href=\"#m2eaf06e119\" y=\"230.749809\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"235.035817\" xlink:href=\"#m2eaf06e119\" y=\"218.769644\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"248.04281\" xlink:href=\"#m2eaf06e119\" y=\"116.731684\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m2eaf06e119\" y=\"230.3367\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"141.385468\" xlink:href=\"#m2eaf06e119\" y=\"225.214146\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"270.154698\" xlink:href=\"#m2eaf06e119\" y=\"197.287968\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"134.881971\" xlink:href=\"#m2eaf06e119\" y=\"129.124959\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m2eaf06e119\" y=\"220.008971\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"225.930922\" xlink:href=\"#m2eaf06e119\" y=\"77.439138\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"246.742111\" xlink:href=\"#m2eaf06e119\" y=\"160.108145\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"254.546307\" xlink:href=\"#m2eaf06e119\" y=\"141.518233\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"173.90295\" xlink:href=\"#m2eaf06e119\" y=\"206.582924\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m2eaf06e119\" y=\"145.649325\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m2eaf06e119\" y=\"216.704098\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"188.210642\" xlink:href=\"#m2eaf06e119\" y=\"213.812334\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.161691\" xlink:href=\"#m2eaf06e119\" y=\"192.743767\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"158.294559\" xlink:href=\"#m2eaf06e119\" y=\"227.444936\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m2eaf06e119\" y=\"228.271154\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"147.888964\" xlink:href=\"#m2eaf06e119\" y=\"182.829148\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"218.126726\" xlink:href=\"#m2eaf06e119\" y=\"187.373349\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m2eaf06e119\" y=\"212.848385\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"124.476377\" xlink:href=\"#m2eaf06e119\" y=\"199.353514\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"145.287566\" xlink:href=\"#m2eaf06e119\" y=\"208.304184\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"210.322531\" xlink:href=\"#m2eaf06e119\" y=\"201.41906\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.301552\" xlink:href=\"#m2eaf06e119\" y=\"186.960239\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"222.028824\" xlink:href=\"#m2eaf06e119\" y=\"192.330658\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m2eaf06e119\" y=\"228.271154\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"132.280573\" xlink:href=\"#m2eaf06e119\" y=\"230.3367\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"149.189663\" xlink:href=\"#m2eaf06e119\" y=\"229.097372\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"119.27358\" xlink:href=\"#m2eaf06e119\" y=\"226.618718\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"245.441412\" xlink:href=\"#m2eaf06e119\" y=\"220.008971\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.18267\" xlink:href=\"#m2eaf06e119\" y=\"220.83519\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"268.853999\" xlink:href=\"#m2eaf06e119\" y=\"172.501419\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m2eaf06e119\" y=\"230.749809\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"337.791062\" xlink:href=\"#m2eaf06e119\" y=\"175.393183\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"215.525328\" xlink:href=\"#m2eaf06e119\" y=\"228.271154\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m2eaf06e119\" y=\"181.176711\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m2eaf06e119\" y=\"209.681243\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m2eaf06e119\" y=\"153.911508\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"132.280573\" xlink:href=\"#m2eaf06e119\" y=\"217.943425\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.609244\" xlink:href=\"#m2eaf06e119\" y=\"192.330658\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"275.357496\" xlink:href=\"#m2eaf06e119\" y=\"173.327638\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"189.511342\" xlink:href=\"#m2eaf06e119\" y=\"219.182753\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"162.196656\" xlink:href=\"#m2eaf06e119\" y=\"215.87788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"296.168684\" xlink:href=\"#m2eaf06e119\" y=\"189.025785\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m2eaf06e119\" y=\"178.698056\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"223.329524\" xlink:href=\"#m2eaf06e119\" y=\"132.429832\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"156.993859\" xlink:href=\"#m2eaf06e119\" y=\"225.792499\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"267.5533\" xlink:href=\"#m2eaf06e119\" y=\"183.655366\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m2eaf06e119\" y=\"164.239236\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m2eaf06e119\" y=\"224.553172\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m2eaf06e119\" y=\"215.87788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"244.140712\" xlink:href=\"#m2eaf06e119\" y=\"223.313844\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"232.434419\" xlink:href=\"#m2eaf06e119\" y=\"196.874859\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"168.700153\" xlink:href=\"#m2eaf06e119\" y=\"210.094352\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"228.532321\" xlink:href=\"#m2eaf06e119\" y=\"138.7642\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"183.007845\" xlink:href=\"#m2eaf06e119\" y=\"211.746788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m2eaf06e119\" y=\"217.943425\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"114.070782\" xlink:href=\"#m2eaf06e119\" y=\"222.074517\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"198.616237\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"154.392461\" xlink:href=\"#m2eaf06e119\" y=\"206.376369\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"163.497356\" xlink:href=\"#m2eaf06e119\" y=\"178.698056\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"251.944908\" xlink:href=\"#m2eaf06e119\" y=\"195.222422\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"212.923929\" xlink:href=\"#m2eaf06e119\" y=\"211.746788\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"194.714139\" xlink:href=\"#m2eaf06e119\" y=\"228.477709\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"151.791062\" xlink:href=\"#m2eaf06e119\" y=\"220.752568\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"196.014838\" xlink:href=\"#m2eaf06e119\" y=\"229.923591\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"284.462391\" xlink:href=\"#m2eaf06e119\" y=\"153.911508\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"281.860992\" xlink:href=\"#m2eaf06e119\" y=\"172.363689\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"130.979873\" xlink:href=\"#m2eaf06e119\" y=\"174.566965\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"242.840013\" xlink:href=\"#m2eaf06e119\" y=\"224.553172\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"197.315538\" xlink:href=\"#m2eaf06e119\" y=\"201.00595\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"192.11274\" xlink:href=\"#m2eaf06e119\" y=\"229.303927\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mcdcb5fc561\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"63.34351\" xlink:href=\"#mcdcb5fc561\" y=\"240.84\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(60.16226 255.438437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"128.378475\" xlink:href=\"#mcdcb5fc561\" y=\"240.84\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 50 -->\r\n      <g transform=\"translate(122.015975 255.438437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"193.41344\" xlink:href=\"#mcdcb5fc561\" y=\"240.84\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 100 -->\r\n      <g transform=\"translate(183.86969 255.438437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"258.448405\" xlink:href=\"#mcdcb5fc561\" y=\"240.84\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 150 -->\r\n      <g transform=\"translate(248.904655 255.438437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"323.48337\" xlink:href=\"#mcdcb5fc561\" y=\"240.84\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 200 -->\r\n      <g transform=\"translate(313.93962 255.438437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!--  Atış Sayısı ( Hits )  -->\r\n     <g transform=\"translate(173.710938 269.116562)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path id=\"DejaVuSans-32\"/>\r\n       <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n       <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 13.921875 56 \r\nz\r\n\" id=\"DejaVuSans-305\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\nM 30.234375 0 \r\nQ 32.90625 -3.03125 34.21875 -5.59375 \r\nQ 35.546875 -8.15625 35.546875 -10.5 \r\nQ 35.546875 -14.84375 32.609375 -17.0625 \r\nQ 29.6875 -19.28125 23.921875 -19.28125 \r\nQ 21.6875 -19.28125 19.5625 -18.984375 \r\nQ 17.4375 -18.703125 15.328125 -18.109375 \r\nL 15.328125 -11.71875 \r\nQ 17 -12.546875 18.796875 -12.90625 \r\nQ 20.609375 -13.28125 22.90625 -13.28125 \r\nQ 25.78125 -13.28125 27.25 -12.109375 \r\nQ 28.71875 -10.9375 28.71875 -8.6875 \r\nQ 28.71875 -7.234375 27.65625 -5.109375 \r\nQ 26.609375 -2.984375 24.421875 0 \r\nz\r\n\" id=\"DejaVuSans-351\"/>\r\n       <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-83\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n       <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-40\"/>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 43.015625 \r\nL 55.515625 43.015625 \r\nL 55.515625 72.90625 \r\nL 65.375 72.90625 \r\nL 65.375 0 \r\nL 55.515625 0 \r\nL 55.515625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n       <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"31.787109\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"98.445312\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"137.654297\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"165.4375\" xlink:href=\"#DejaVuSans-351\"/>\r\n      <use x=\"217.537109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"249.324219\" xlink:href=\"#DejaVuSans-83\"/>\r\n      <use x=\"312.800781\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"374.080078\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"433.259766\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"461.042969\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"513.142578\" xlink:href=\"#DejaVuSans-305\"/>\r\n      <use x=\"540.925781\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"572.712891\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"611.726562\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"643.513672\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"718.708984\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"746.492188\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"785.701172\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"837.800781\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"869.587891\" xlink:href=\"#DejaVuSans-41\"/>\r\n      <use x=\"908.601562\" xlink:href=\"#DejaVuSans-32\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m18ae8a2f64\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"236.533337\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(39.965625 240.332556)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"195.222422\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 500 -->\r\n      <g transform=\"translate(27.240625 199.021641)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"153.911508\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 1000 -->\r\n      <g transform=\"translate(20.878125 157.710726)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"112.600593\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 1500 -->\r\n      <g transform=\"translate(20.878125 116.399812)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"71.289678\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(20.878125 75.088897)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m18ae8a2f64\" y=\"29.978763\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 2500 -->\r\n      <g transform=\"translate(20.878125 33.777982)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!--  Maaş ( Salary )  -->\r\n     <g transform=\"translate(14.798438 172.72)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n       <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"31.787109\" xlink:href=\"#DejaVuSans-77\"/>\r\n      <use x=\"118.066406\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"179.345703\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"240.625\" xlink:href=\"#DejaVuSans-351\"/>\r\n      <use x=\"292.724609\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"324.511719\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"363.525391\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"395.3125\" xlink:href=\"#DejaVuSans-83\"/>\r\n      <use x=\"458.789062\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"520.068359\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"547.851562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"609.130859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"650.244141\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"709.423828\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"741.210938\" xlink:href=\"#DejaVuSans-41\"/>\r\n      <use x=\"780.224609\" xlink:href=\"#DejaVuSans-32\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <path clip-path=\"url(#p49e9259abf)\" d=\"M 68.546307 208.012186 \r\nL 216.175677 208.012186 \r\nL 216.29274 129.124959 \r\nL 217.476377 129.124959 \r\nL 217.59344 183.572744 \r\nL 222.679174 183.572744 \r\nL 222.796237 115.201225 \r\nL 226.581272 115.201225 \r\nL 226.698335 185.145209 \r\nL 249.34351 185.145209 \r\nL 249.460573 157.331133 \r\nL 259.098754 157.331133 \r\nL 259.215817 33.283636 \r\nL 260.399454 33.283636 \r\nL 260.516517 195.291274 \r\nL 268.203649 195.291274 \r\nL 268.320712 162.790029 \r\nL 356.651202 162.790029 \r\nL 356.768265 73.355224 \r\nL 372.896936 73.355224 \r\nL 372.896936 73.355224 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 53.328125 240.84 \r\nL 53.328125 23.4 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 388.128125 240.84 \r\nL 388.128125 23.4 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 53.328125 240.84 \r\nL 388.128125 240.84 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 53.328125 23.4 \r\nL 388.128125 23.4 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_14\">\r\n    <!--  CART REGRESYON AĞACI ( with nodes ) -->\r\n    <g transform=\"translate(100.64375 17.4)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-82\"/>\r\n      <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 55.90625 72.90625 \r\nL 55.90625 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.015625 \r\nL 54.390625 43.015625 \r\nL 54.390625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 8.296875 \r\nL 56.78125 8.296875 \r\nL 56.78125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-71\"/>\r\n      <path d=\"M -0.203125 72.90625 \r\nL 10.40625 72.90625 \r\nL 30.609375 42.921875 \r\nL 50.6875 72.90625 \r\nL 61.28125 72.90625 \r\nL 35.5 34.71875 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 34.71875 \r\nz\r\n\" id=\"DejaVuSans-89\"/>\r\n      <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 23.09375 72.90625 \r\nL 55.421875 11.921875 \r\nL 55.421875 72.90625 \r\nL 64.984375 72.90625 \r\nL 64.984375 0 \r\nL 51.703125 0 \r\nL 19.390625 60.984375 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-78\"/>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\nM 23.59375 92.609375 \r\nL 29.359375 92.609375 \r\nQ 29.984375 89.96875 32.40625 88.578125 \r\nQ 34.828125 87.1875 38.875 87.1875 \r\nQ 42.875 87.1875 45.234375 88.53125 \r\nQ 47.609375 89.875 48.390625 92.609375 \r\nL 54.15625 92.609375 \r\nQ 53.671875 86.796875 49.765625 83.796875 \r\nQ 45.859375 80.796875 38.875 80.796875 \r\nQ 31.84375 80.796875 27.953125 83.765625 \r\nQ 24.078125 86.75 23.59375 92.609375 \r\nz\r\n\" id=\"DejaVuSans-286\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"31.787109\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"101.611328\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"170.019531\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"232.251953\" xlink:href=\"#DejaVuSans-84\"/>\r\n     <use x=\"293.335938\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"325.123047\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"394.605469\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"457.789062\" xlink:href=\"#DejaVuSans-71\"/>\r\n     <use x=\"535.279297\" xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"604.761719\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"667.945312\" xlink:href=\"#DejaVuSans-83\"/>\r\n     <use x=\"731.421875\" xlink:href=\"#DejaVuSans-89\"/>\r\n     <use x=\"787.005859\" xlink:href=\"#DejaVuSans-79\"/>\r\n     <use x=\"865.716797\" xlink:href=\"#DejaVuSans-78\"/>\r\n     <use x=\"940.521484\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"972.308594\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"1038.966797\" xlink:href=\"#DejaVuSans-286\"/>\r\n     <use x=\"1116.457031\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"1183.115234\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"1252.939453\" xlink:href=\"#DejaVuSans-73\"/>\r\n     <use x=\"1282.431641\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1314.21875\" xlink:href=\"#DejaVuSans-40\"/>\r\n     <use x=\"1353.232422\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1385.019531\" xlink:href=\"#DejaVuSans-119\"/>\r\n     <use x=\"1466.806641\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"1494.589844\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"1533.798828\" xlink:href=\"#DejaVuSans-104\"/>\r\n     <use x=\"1597.177734\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1628.964844\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"1692.34375\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"1753.525391\" xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"1817.001953\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"1878.525391\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"1930.625\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1962.412109\" xlink:href=\"#DejaVuSans-41\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p49e9259abf\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"53.328125\" y=\"23.4\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "X_grid = np.arange(min(np.array(X_train)), max(np.array(X_train)), 0.01)\n",
    "X_grid = X_grid.reshape((len(X_grid), 1))\n",
    "\n",
    "plt.scatter(X_train, y_train, color='red')\n",
    "\n",
    "plt.plot(X_grid, cart_model_with_node.predict(X_grid), color='blue')\n",
    "\n",
    "plt.title(' CART REGRESYON AĞACI ( with nodes )')\n",
    "plt.xlabel(' Atış Sayısı ( Hits ) ')\n",
    "plt.ylabel(' Maaş ( Salary ) ');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X ekseninde çizilen çizgilerin altında ve üstünde kalan noktaların ortalamaları alınarak bağımlı değşkenin değerini hesaplanmış olur.\n",
    "# Burada ne kadar bölme işlemi yapılırsa o kadar yakın tahminler elde edilecektir.\n",
    "# Bölünme sayısı arttıkça bölünmelerin içerisinde kalan gözlem sayısı azalacaktır. Gözlem sayıları azaldığı için bize çok daha kolay tahmin yapabilme durumu ortaya çıkacaktır. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TEK DEĞİŞKENLİ TAHMİN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = cart_model_with_node.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([621.96792308, 958.61111111, 621.96792308, 345.20115517,\n",
       "       345.20115517])"
      ]
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "y_pred[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "486.34593105235456"
      ]
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "source": [
    "np.sqrt(mean_squared_error(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TÜM DEĞİŞKENLER İÇİN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"verisetleri\\Hitters.csv\")\n",
    "df = df.dropna()\n",
    "dms = pd.get_dummies(df[['League', 'Division', 'NewLeague']])\n",
    "y = df[\"Salary\"]\n",
    "X_ = df.drop(['Salary', 'League', 'Division', 'NewLeague'], axis=1).astype('float64')\n",
    "X = pd.concat([X_, dms[['League_N', 'Division_W', 'NewLeague_N']]], axis=1)\n",
    "X_train, X_test, y_train, y_test =  train_test_split(X, y, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model_tum_degiskenler = DecisionTreeRegressor().fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_tum_model = cart_model_tum_degiskenler.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "467.87164523858206"
      ]
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "np.sqrt(mean_squared_error(y_test, y_pred_tum_model))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tek değişken seçildiğinde oldukça yüksek bir açıklanabilirlik sağlamaktadır.\n",
    "# Yeni değişkenler ekledikçe daha başarılı tahminler yapılabilmektedir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MODEL TUNNING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "DecisionTreeRegressor()"
      ]
     },
     "metadata": {},
     "execution_count": 22
    }
   ],
   "source": [
    "cart_model_tum_degiskenler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model_tum_degiskenler = DecisionTreeRegressor().fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "523.6410992228967"
      ]
     },
     "metadata": {},
     "execution_count": 25
    }
   ],
   "source": [
    "y_pred = cart_model_tum_degiskenler.predict(X_test)\n",
    "np.sqrt(mean_squared_error(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ağaca dayalı yöntemlerde bazı önemli parametreler vardır\n",
    "# MAXIMUM LEAF NODE\n",
    "# MIN SAMPLES SPLIT\n",
    "# Ağaçların dalları ile ilgili bazı kararlar vermemizi sağlayan ve genel itibariyle yanlılığı ya da aşırı öğrenmeyi engellemeye çalışacak şekilde bazı işlemler gerçekleştireceğiz. CART yöntemi genellenebilirlik kaygısı olmayan ve mevcut durumu ifade etmek için makine öğrenmesi algoritması kullanmak istediğimiz senaryolarda en başarılı olan algoritmalardan birisidir. \n",
    "# Yani veri seti içersinde hedef değişkene göre diğer bağımsız değişkenlerin barındırdığı bilgilerin nasıl homojenleşmesi gerektiğini en güzel ortaya koyan algoritmalardan birisidir. \n",
    "# En son yaprakta kalacak olan gözlem sayısı ve bir yaprağı dallara ayırmak adına göz önünde bulundurmak gereken gözlem sayısı gibi parametrelerde eğer aşırıya gidilirse çok güzel bir şekilde mevcut verisetinin içerisindeki yapı tanımlanabilmektedir. FAKAT eğer elimizdeki makine öğrenmesi modelinin - ki örneğin buradaki CART modelinin - genelleme kaygısı varsa bu bazı aşırı öğrenme problemlerine yol açabilmektedir. \n",
    "# Biz öncelikle CART algoritması için gerekli olan hiperparametrelerin neler olduğunu ve bunların bazılarının nasıl optimize edileceğini öğrenmiş olacağız. Fakat öncesinde ilgili parametrelerde meydana gelen değişikliklerin nasıl sonuçlar doğurabileceğini hızlı bir şekilde değerlendirmemiz gerekir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# max_depth argümanının etkisi  1, 2, 5, 10 için deneyin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "435.3876314155003"
      ]
     },
     "metadata": {},
     "execution_count": 30
    }
   ],
   "source": [
    "cart_model_tum_degiskenler = DecisionTreeRegressor(max_depth=3).fit(X_train, y_train)\n",
    "y_pred = cart_model_tum_degiskenler.predict(X_test)\n",
    "np.sqrt(mean_squared_error(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# max_depth argümanı kullanılınca görülüyorki bu değerler değiştikçe TAHMİN DEĞERLERİ DEĞİŞİYOR. Dolayısıyla bize bunların içerisinden optimumlarının ne olması gerektiği bilgisi ancak model tunning işlemiyle cross validation grid search yöntemiyle verilmiş olacak. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GENELLENEBİLİRLİK VE DALLANMA\n",
    "# Ağaca dayalı yöntemlerde sürekli karşımıza çıkacak olan bazı hiper parametreler var. \n",
    "# max_depth --> Bu ağacın ne kadar derinleşeceğini ifade etmektedir. Değer verilmezse bütün yapraklar saf olana kadar dallanma işlemi devam eder. Ya da tüm yapraklar min_samples_split parametresinde ifade edilen değere göre ayarlanarak bölünme işlemi gerçekleştirilir. \n",
    "# max_leaf_nodes --> \n",
    "# min_samples_split --> En son bir yaprağa indiğimizi varsayalım. Bu yaprak ta bölme işlemi yapacak mıyız yapmayacak mıyız, bu yaprağı bir dala dönüştürecekmiyiz dönüştürmeyecekmiyiz sorusuna karar vermek için o yaprakta minimum olması gereken gözlem sayısını ifade etmektedir. Yani dallanma işlemi nereye kadar gerçekleşek? Dallanmayı kontrol edebilmek için kullanılan bir hiperparametredir. Örneğin 2 dediğimizde; eğer bir dalda 2 gözlem varsa dallanma devam edecektir. 2 den küçük olduğunda dallanma devam etmeyecektir. Gereken minimum örnek sayısı ifade edilmektedir.\n",
    "# Bu parametreler genel itibariyle dallanmayı kontrol etmek için kullanılan parametrelerdir ve oldukça kritik bir role sahiptir. \n",
    "# Kurmuş olduğumuz ağaca dayalı algoritmanın basit bir if-else karar kontrol yapısı mı, yoksa genellenebilir ve rastsallığını koruyan bir makine öğrenmesi algoritması mı olacağına karar vermek için kullandığımız parametrelerdir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "\u001b[1;31mType:\u001b[0m        DecisionTreeRegressor\n",
      "\u001b[1;31mString form:\u001b[0m DecisionTreeRegressor(max_depth=3)\n",
      "\u001b[1;31mFile:\u001b[0m        d:\\btkakademi_turkcellgy\\.tgy_veribilimi\\lib\\site-packages\\sklearn\\tree\\_classes.py\n",
      "\u001b[1;31mDocstring:\u001b[0m  \n",
      "A decision tree regressor.\n",
      "\n",
      "Read more in the :ref:`User Guide <tree>`.\n",
      "\n",
      "Parameters\n",
      "----------\n",
      "criterion : {\"mse\", \"friedman_mse\", \"mae\"}, default=\"mse\"\n",
      "    The function to measure the quality of a split. Supported criteria\n",
      "    are \"mse\" for the mean squared error, which is equal to variance\n",
      "    reduction as feature selection criterion and minimizes the L2 loss\n",
      "    using the mean of each terminal node, \"friedman_mse\", which uses mean\n",
      "    squared error with Friedman's improvement score for potential splits,\n",
      "    and \"mae\" for the mean absolute error, which minimizes the L1 loss\n",
      "    using the median of each terminal node.\n",
      "\n",
      "    .. versionadded:: 0.18\n",
      "       Mean Absolute Error (MAE) criterion.\n",
      "\n",
      "splitter : {\"best\", \"random\"}, default=\"best\"\n",
      "    The strategy used to choose the split at each node. Supported\n",
      "    strategies are \"best\" to choose the best split and \"random\" to choose\n",
      "    the best random split.\n",
      "\n",
      "max_depth : int, default=None\n",
      "    The maximum depth of the tree. If None, then nodes are expanded until\n",
      "    all leaves are pure or until all leaves contain less than\n",
      "    min_samples_split samples.\n",
      "\n",
      "min_samples_split : int or float, default=2\n",
      "    The minimum number of samples required to split an internal node:\n",
      "\n",
      "    - If int, then consider `min_samples_split` as the minimum number.\n",
      "    - If float, then `min_samples_split` is a fraction and\n",
      "      `ceil(min_samples_split * n_samples)` are the minimum\n",
      "      number of samples for each split.\n",
      "\n",
      "    .. versionchanged:: 0.18\n",
      "       Added float values for fractions.\n",
      "\n",
      "min_samples_leaf : int or float, default=1\n",
      "    The minimum number of samples required to be at a leaf node.\n",
      "    A split point at any depth will only be considered if it leaves at\n",
      "    least ``min_samples_leaf`` training samples in each of the left and\n",
      "    right branches.  This may have the effect of smoothing the model,\n",
      "    especially in regression.\n",
      "\n",
      "    - If int, then consider `min_samples_leaf` as the minimum number.\n",
      "    - If float, then `min_samples_leaf` is a fraction and\n",
      "      `ceil(min_samples_leaf * n_samples)` are the minimum\n",
      "      number of samples for each node.\n",
      "\n",
      "    .. versionchanged:: 0.18\n",
      "       Added float values for fractions.\n",
      "\n",
      "min_weight_fraction_leaf : float, default=0.0\n",
      "    The minimum weighted fraction of the sum total of weights (of all\n",
      "    the input samples) required to be at a leaf node. Samples have\n",
      "    equal weight when sample_weight is not provided.\n",
      "\n",
      "max_features : int, float or {\"auto\", \"sqrt\", \"log2\"}, default=None\n",
      "    The number of features to consider when looking for the best split:\n",
      "\n",
      "    - If int, then consider `max_features` features at each split.\n",
      "    - If float, then `max_features` is a fraction and\n",
      "      `int(max_features * n_features)` features are considered at each\n",
      "      split.\n",
      "    - If \"auto\", then `max_features=n_features`.\n",
      "    - If \"sqrt\", then `max_features=sqrt(n_features)`.\n",
      "    - If \"log2\", then `max_features=log2(n_features)`.\n",
      "    - If None, then `max_features=n_features`.\n",
      "\n",
      "    Note: the search for a split does not stop until at least one\n",
      "    valid partition of the node samples is found, even if it requires to\n",
      "    effectively inspect more than ``max_features`` features.\n",
      "\n",
      "random_state : int, RandomState instance, default=None\n",
      "    Controls the randomness of the estimator. The features are always\n",
      "    randomly permuted at each split, even if ``splitter`` is set to\n",
      "    ``\"best\"``. When ``max_features < n_features``, the algorithm will\n",
      "    select ``max_features`` at random at each split before finding the best\n",
      "    split among them. But the best found split may vary across different\n",
      "    runs, even if ``max_features=n_features``. That is the case, if the\n",
      "    improvement of the criterion is identical for several splits and one\n",
      "    split has to be selected at random. To obtain a deterministic behaviour\n",
      "    during fitting, ``random_state`` has to be fixed to an integer.\n",
      "    See :term:`Glossary <random_state>` for details.\n",
      "\n",
      "max_leaf_nodes : int, default=None\n",
      "    Grow a tree with ``max_leaf_nodes`` in best-first fashion.\n",
      "    Best nodes are defined as relative reduction in impurity.\n",
      "    If None then unlimited number of leaf nodes.\n",
      "\n",
      "min_impurity_decrease : float, default=0.0\n",
      "    A node will be split if this split induces a decrease of the impurity\n",
      "    greater than or equal to this value.\n",
      "\n",
      "    The weighted impurity decrease equation is the following::\n",
      "\n",
      "        N_t / N * (impurity - N_t_R / N_t * right_impurity\n",
      "                            - N_t_L / N_t * left_impurity)\n",
      "\n",
      "    where ``N`` is the total number of samples, ``N_t`` is the number of\n",
      "    samples at the current node, ``N_t_L`` is the number of samples in the\n",
      "    left child, and ``N_t_R`` is the number of samples in the right child.\n",
      "\n",
      "    ``N``, ``N_t``, ``N_t_R`` and ``N_t_L`` all refer to the weighted sum,\n",
      "    if ``sample_weight`` is passed.\n",
      "\n",
      "    .. versionadded:: 0.19\n",
      "\n",
      "min_impurity_split : float, (default=0)\n",
      "    Threshold for early stopping in tree growth. A node will split\n",
      "    if its impurity is above the threshold, otherwise it is a leaf.\n",
      "\n",
      "    .. deprecated:: 0.19\n",
      "       ``min_impurity_split`` has been deprecated in favor of\n",
      "       ``min_impurity_decrease`` in 0.19. The default value of\n",
      "       ``min_impurity_split`` has changed from 1e-7 to 0 in 0.23 and it\n",
      "       will be removed in 0.25. Use ``min_impurity_decrease`` instead.\n",
      "\n",
      "presort : deprecated, default='deprecated'\n",
      "    This parameter is deprecated and will be removed in v0.24.\n",
      "\n",
      "    .. deprecated:: 0.22\n",
      "\n",
      "ccp_alpha : non-negative float, default=0.0\n",
      "    Complexity parameter used for Minimal Cost-Complexity Pruning. The\n",
      "    subtree with the largest cost complexity that is smaller than\n",
      "    ``ccp_alpha`` will be chosen. By default, no pruning is performed. See\n",
      "    :ref:`minimal_cost_complexity_pruning` for details.\n",
      "\n",
      "    .. versionadded:: 0.22\n",
      "\n",
      "Attributes\n",
      "----------\n",
      "feature_importances_ : ndarray of shape (n_features,)\n",
      "    The feature importances.\n",
      "    The higher, the more important the feature.\n",
      "    The importance of a feature is computed as the\n",
      "    (normalized) total reduction of the criterion brought\n",
      "    by that feature. It is also known as the Gini importance [4]_.\n",
      "\n",
      "    Warning: impurity-based feature importances can be misleading for\n",
      "    high cardinality features (many unique values). See\n",
      "    :func:`sklearn.inspection.permutation_importance` as an alternative.\n",
      "\n",
      "max_features_ : int\n",
      "    The inferred value of max_features.\n",
      "\n",
      "n_features_ : int\n",
      "    The number of features when ``fit`` is performed.\n",
      "\n",
      "n_outputs_ : int\n",
      "    The number of outputs when ``fit`` is performed.\n",
      "\n",
      "tree_ : Tree\n",
      "    The underlying Tree object. Please refer to\n",
      "    ``help(sklearn.tree._tree.Tree)`` for attributes of Tree object and\n",
      "    :ref:`sphx_glr_auto_examples_tree_plot_unveil_tree_structure.py`\n",
      "    for basic usage of these attributes.\n",
      "\n",
      "See Also\n",
      "--------\n",
      "DecisionTreeClassifier : A decision tree classifier.\n",
      "\n",
      "Notes\n",
      "-----\n",
      "The default values for the parameters controlling the size of the trees\n",
      "(e.g. ``max_depth``, ``min_samples_leaf``, etc.) lead to fully grown and\n",
      "unpruned trees which can potentially be very large on some data sets. To\n",
      "reduce memory consumption, the complexity and size of the trees should be\n",
      "controlled by setting those parameter values.\n",
      "\n",
      "References\n",
      "----------\n",
      "\n",
      ".. [1] https://en.wikipedia.org/wiki/Decision_tree_learning\n",
      "\n",
      ".. [2] L. Breiman, J. Friedman, R. Olshen, and C. Stone, \"Classification\n",
      "       and Regression Trees\", Wadsworth, Belmont, CA, 1984.\n",
      "\n",
      ".. [3] T. Hastie, R. Tibshirani and J. Friedman. \"Elements of Statistical\n",
      "       Learning\", Springer, 2009.\n",
      "\n",
      ".. [4] L. Breiman, and A. Cutler, \"Random Forests\",\n",
      "       https://www.stat.berkeley.edu/~breiman/RandomForests/cc_home.htm\n",
      "\n",
      "Examples\n",
      "--------\n",
      ">>> from sklearn.datasets import load_diabetes\n",
      ">>> from sklearn.model_selection import cross_val_score\n",
      ">>> from sklearn.tree import DecisionTreeRegressor\n",
      ">>> X, y = load_diabetes(return_X_y=True)\n",
      ">>> regressor = DecisionTreeRegressor(random_state=0)\n",
      ">>> cross_val_score(regressor, X, y, cv=10)\n",
      "...                    # doctest: +SKIP\n",
      "...\n",
      "array([-0.39..., -0.46...,  0.02...,  0.06..., -0.50...,\n",
      "       0.16...,  0.11..., -0.73..., -0.30..., -0.00...])\n"
     ],
     "name": "stdout"
    }
   ],
   "source": [
    "# PARAMETRELER HAKKINDA BİLGİ ALMAK İÇİN \n",
    "?cart_model_tum_degiskenler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitter --> Bölünme işlemini ifade eden bir hiperparametre değeridir. Ağacın yapısal özellikleri ile ilgili bir atama işlmenini ifade eder. Tam olarak bir hiperparametre değeri değildir. Ağacın dallara ayırma işleminde değişkenler arasında bağımlı değişkeni yani hedef değişkeni en iyi açıkladığı varsayılan,en iyi homojenleştirdiği varsayılan ayrıştırdığı varsayılan değişkene göre yapılır ve bu öntanımlı olarak \"best\" yani en iyi değişkenden başlar. En üstte görülen değişken en iyi değişkendir ve buna göre bölünmüştür. İstenirse bu \"random\" olarakta seçilebilir.\n",
    "# min_samples_leaf --> Bir leaf nodun yani son yaprak modun en sonda kalan yaprağın yaprak olarak tanımlanması için gerekli olan örnek sayısını ifade etmektedir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Yaprakların dallanmalarıyla ilgili ağacın büyümesi ile ilgili bazı işlemler gerçekleştiriliyor. Bu işlemlere teknik olarak \"BUDAMA\" deniyor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_params = {\"max_depth\" : [2,3,4,5,10,20], \"min_samples_split\" : [2, 10, 5, 30, 50, 100]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model = DecisionTreeRegressor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_cv_model = GridSearchCV(cart_model, cart_params, cv = 10).fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'max_depth': 4, 'min_samples_split': 50}"
      ]
     },
     "metadata": {},
     "execution_count": 49
    }
   ],
   "source": [
    "cart_cv_model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# FİNAL MODELİ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "cart_model_tuned = DecisionTreeRegressor(max_depth = 10, min_samples_split = 50).fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = cart_model_tuned.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "361.0876906511434"
      ]
     },
     "metadata": {},
     "execution_count": 54
    }
   ],
   "source": [
    "np.sqrt(mean_squared_error(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}