TP3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TP3 Machine Learning : "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Manipulations SKlearn :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "90df06e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f1f7900f",
   "metadata": {},
   "outputs": [],
   "source": [
    "irisData = datasets.load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6bf9ba50",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[5.1 3.5 1.4 0.2]\n",
      " [4.9 3.  1.4 0.2]\n",
      " [4.7 3.2 1.3 0.2]\n",
      " [4.6 3.1 1.5 0.2]\n",
      " [5.  3.6 1.4 0.2]\n",
      " [5.4 3.9 1.7 0.4]\n",
      " [4.6 3.4 1.4 0.3]\n",
      " [5.  3.4 1.5 0.2]\n",
      " [4.4 2.9 1.4 0.2]\n",
      " [4.9 3.1 1.5 0.1]\n",
      " [5.4 3.7 1.5 0.2]\n",
      " [4.8 3.4 1.6 0.2]\n",
      " [4.8 3.  1.4 0.1]\n",
      " [4.3 3.  1.1 0.1]\n",
      " [5.8 4.  1.2 0.2]\n",
      " [5.7 4.4 1.5 0.4]\n",
      " [5.4 3.9 1.3 0.4]\n",
      " [5.1 3.5 1.4 0.3]\n",
      " [5.7 3.8 1.7 0.3]\n",
      " [5.1 3.8 1.5 0.3]\n",
      " [5.4 3.4 1.7 0.2]\n",
      " [5.1 3.7 1.5 0.4]\n",
      " [4.6 3.6 1.  0.2]\n",
      " [5.1 3.3 1.7 0.5]\n",
      " [4.8 3.4 1.9 0.2]\n",
      " [5.  3.  1.6 0.2]\n",
      " [5.  3.4 1.6 0.4]\n",
      " [5.2 3.5 1.5 0.2]\n",
      " [5.2 3.4 1.4 0.2]\n",
      " [4.7 3.2 1.6 0.2]\n",
      " [4.8 3.1 1.6 0.2]\n",
      " [5.4 3.4 1.5 0.4]\n",
      " [5.2 4.1 1.5 0.1]\n",
      " [5.5 4.2 1.4 0.2]\n",
      " [4.9 3.1 1.5 0.2]\n",
      " [5.  3.2 1.2 0.2]\n",
      " [5.5 3.5 1.3 0.2]\n",
      " [4.9 3.6 1.4 0.1]\n",
      " [4.4 3.  1.3 0.2]\n",
      " [5.1 3.4 1.5 0.2]\n",
      " [5.  3.5 1.3 0.3]\n",
      " [4.5 2.3 1.3 0.3]\n",
      " [4.4 3.2 1.3 0.2]\n",
      " [5.  3.5 1.6 0.6]\n",
      " [5.1 3.8 1.9 0.4]\n",
      " [4.8 3.  1.4 0.3]\n",
      " [5.1 3.8 1.6 0.2]\n",
      " [4.6 3.2 1.4 0.2]\n",
      " [5.3 3.7 1.5 0.2]\n",
      " [5.  3.3 1.4 0.2]\n",
      " [7.  3.2 4.7 1.4]\n",
      " [6.4 3.2 4.5 1.5]\n",
      " [6.9 3.1 4.9 1.5]\n",
      " [5.5 2.3 4.  1.3]\n",
      " [6.5 2.8 4.6 1.5]\n",
      " [5.7 2.8 4.5 1.3]\n",
      " [6.3 3.3 4.7 1.6]\n",
      " [4.9 2.4 3.3 1. ]\n",
      " [6.6 2.9 4.6 1.3]\n",
      " [5.2 2.7 3.9 1.4]\n",
      " [5.  2.  3.5 1. ]\n",
      " [5.9 3.  4.2 1.5]\n",
      " [6.  2.2 4.  1. ]\n",
      " [6.1 2.9 4.7 1.4]\n",
      " [5.6 2.9 3.6 1.3]\n",
      " [6.7 3.1 4.4 1.4]\n",
      " [5.6 3.  4.5 1.5]\n",
      " [5.8 2.7 4.1 1. ]\n",
      " [6.2 2.2 4.5 1.5]\n",
      " [5.6 2.5 3.9 1.1]\n",
      " [5.9 3.2 4.8 1.8]\n",
      " [6.1 2.8 4.  1.3]\n",
      " [6.3 2.5 4.9 1.5]\n",
      " [6.1 2.8 4.7 1.2]\n",
      " [6.4 2.9 4.3 1.3]\n",
      " [6.6 3.  4.4 1.4]\n",
      " [6.8 2.8 4.8 1.4]\n",
      " [6.7 3.  5.  1.7]\n",
      " [6.  2.9 4.5 1.5]\n",
      " [5.7 2.6 3.5 1. ]\n",
      " [5.5 2.4 3.8 1.1]\n",
      " [5.5 2.4 3.7 1. ]\n",
      " [5.8 2.7 3.9 1.2]\n",
      " [6.  2.7 5.1 1.6]\n",
      " [5.4 3.  4.5 1.5]\n",
      " [6.  3.4 4.5 1.6]\n",
      " [6.7 3.1 4.7 1.5]\n",
      " [6.3 2.3 4.4 1.3]\n",
      " [5.6 3.  4.1 1.3]\n",
      " [5.5 2.5 4.  1.3]\n",
      " [5.5 2.6 4.4 1.2]\n",
      " [6.1 3.  4.6 1.4]\n",
      " [5.8 2.6 4.  1.2]\n",
      " [5.  2.3 3.3 1. ]\n",
      " [5.6 2.7 4.2 1.3]\n",
      " [5.7 3.  4.2 1.2]\n",
      " [5.7 2.9 4.2 1.3]\n",
      " [6.2 2.9 4.3 1.3]\n",
      " [5.1 2.5 3.  1.1]\n",
      " [5.7 2.8 4.1 1.3]\n",
      " [6.3 3.3 6.  2.5]\n",
      " [5.8 2.7 5.1 1.9]\n",
      " [7.1 3.  5.9 2.1]\n",
      " [6.3 2.9 5.6 1.8]\n",
      " [6.5 3.  5.8 2.2]\n",
      " [7.6 3.  6.6 2.1]\n",
      " [4.9 2.5 4.5 1.7]\n",
      " [7.3 2.9 6.3 1.8]\n",
      " [6.7 2.5 5.8 1.8]\n",
      " [7.2 3.6 6.1 2.5]\n",
      " [6.5 3.2 5.1 2. ]\n",
      " [6.4 2.7 5.3 1.9]\n",
      " [6.8 3.  5.5 2.1]\n",
      " [5.7 2.5 5.  2. ]\n",
      " [5.8 2.8 5.1 2.4]\n",
      " [6.4 3.2 5.3 2.3]\n",
      " [6.5 3.  5.5 1.8]\n",
      " [7.7 3.8 6.7 2.2]\n",
      " [7.7 2.6 6.9 2.3]\n",
      " [6.  2.2 5.  1.5]\n",
      " [6.9 3.2 5.7 2.3]\n",
      " [5.6 2.8 4.9 2. ]\n",
      " [7.7 2.8 6.7 2. ]\n",
      " [6.3 2.7 4.9 1.8]\n",
      " [6.7 3.3 5.7 2.1]\n",
      " [7.2 3.2 6.  1.8]\n",
      " [6.2 2.8 4.8 1.8]\n",
      " [6.1 3.  4.9 1.8]\n",
      " [6.4 2.8 5.6 2.1]\n",
      " [7.2 3.  5.8 1.6]\n",
      " [7.4 2.8 6.1 1.9]\n",
      " [7.9 3.8 6.4 2. ]\n",
      " [6.4 2.8 5.6 2.2]\n",
      " [6.3 2.8 5.1 1.5]\n",
      " [6.1 2.6 5.6 1.4]\n",
      " [7.7 3.  6.1 2.3]\n",
      " [6.3 3.4 5.6 2.4]\n",
      " [6.4 3.1 5.5 1.8]\n",
      " [6.  3.  4.8 1.8]\n",
      " [6.9 3.1 5.4 2.1]\n",
      " [6.7 3.1 5.6 2.4]\n",
      " [6.9 3.1 5.1 2.3]\n",
      " [5.8 2.7 5.1 1.9]\n",
      " [6.8 3.2 5.9 2.3]\n",
      " [6.7 3.3 5.7 2.5]\n",
      " [6.7 3.  5.2 2.3]\n",
      " [6.3 2.5 5.  1.9]\n",
      " [6.5 3.  5.2 2. ]\n",
      " [6.2 3.4 5.4 2.3]\n",
      " [5.9 3.  5.1 1.8]]\n",
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2]\n"
     ]
    }
   ],
   "source": [
    "print (irisData.data) #features akahaw\n",
    "print (irisData.target) #les classes mtei"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0564af87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50\n"
     ]
    }
   ],
   "source": [
    "print(np.count_nonzero( irisData.target == 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1d158b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "[5.4 3.4 1.5 0.4]\n"
     ]
    }
   ],
   "source": [
    "print(irisData.target[31])\n",
    "print(irisData.data[31])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7a00cb7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sepal length (cm)',\n",
       " 'sepal width (cm)',\n",
       " 'petal length (cm)',\n",
       " 'petal width (cm)']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisData.feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48453ad6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['setosa', 'versicolor', 'virginica'], dtype='<U10')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisData.target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
      "0                  5.1               3.5                1.4               0.2   \n",
      "1                  4.9               3.0                1.4               0.2   \n",
      "2                  4.7               3.2                1.3               0.2   \n",
      "3                  4.6               3.1                1.5               0.2   \n",
      "4                  5.0               3.6                1.4               0.2   \n",
      "..                 ...               ...                ...               ...   \n",
      "145                6.7               3.0                5.2               2.3   \n",
      "146                6.3               2.5                5.0               1.9   \n",
      "147                6.5               3.0                5.2               2.0   \n",
      "148                6.2               3.4                5.4               2.3   \n",
      "149                5.9               3.0                5.1               1.8   \n",
      "\n",
      "     target  \n",
      "0         0  \n",
      "1         0  \n",
      "2         0  \n",
      "3         0  \n",
      "4         0  \n",
      "..      ...  \n",
      "145       2  \n",
      "146       2  \n",
      "147       2  \n",
      "148       2  \n",
      "149       2  \n",
      "\n",
      "[150 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "iris_df = pd.DataFrame(data= np.c_[irisData['data'], irisData['target']], columns= irisData['feature_names'] + ['target'])\n",
    "iris_df['target'] = iris_df['target'].astype(int)\n",
    "print(iris_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisData.data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisData.target.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a04167d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({0: 50, 1: 50, 2: 50})\n"
     ]
    }
   ],
   "source": [
    "import collections\n",
    "from collections import Counter\n",
    "# print(collections.Counter(irisData.data))\n",
    "print(collections.Counter(irisData.target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "la classe 0 contient 50 instances\n",
      "la classe 1 contient 50 instances\n",
      "la classe 2 contient 50 instances\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "for i in np.unique(irisData.target):\n",
    "    print(f\"la classe {i} contient {np.count_nonzero(irisData.target == i)} instances\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "750f7d29",
   "metadata": {},
   "source": [
    "### Affichage de la répartition des données selon un couple d'attributs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from itertools import cycle\n",
    "import pylab as pl #facilite travail matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_2D(data, target, target_names):\n",
    "    colors = cycle('cmykwrgb') # cycle de couleurs\n",
    "    target_ids = range(len(target_names)) #id des classes\n",
    "    pl.figure()\n",
    "    for i, c, label in zip(target_ids, colors, target_names): #i:0,1,2\n",
    "        pl.scatter(data[target == i, 0], data[target == i, 1], c=c, label=label)\n",
    "    pl.legend()\n",
    "    pl.plot([2.5,2.5],[0,3],\"b--\")\n",
    "    pl.show()\n",
    "    \n",
    "plot_2D(irisData.data,irisData.target,irisData.target_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* C- Séparer les exemples d'une classe des exemples des deux :\n",
    "autres classes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4c1c73d9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_2D(data, target, target_names):\n",
    "    colors = cycle('cmykwrgb') # cycle de couleurs\n",
    "    target_ids = range(len(target_names)) #id des classes\n",
    "    pl.figure()\n",
    "    for i, c, label in zip(target_ids, colors, target_names): #i:0,1,2\n",
    "        pl.scatter(data[target == i, 2], data[target == i, 3], c=c, label=label)\n",
    "    pl.legend()\n",
    "    pl.plot([2.5,2.5],[0,3],\"b--\")\n",
    "    pl.plot([0,7],[0.75,0.75],\"r-\")\n",
    "    pl.show()\n",
    "    \n",
    "plot_2D(irisData.data,irisData.target,irisData.target_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac787983",
   "metadata": {},
   "source": [
    "### Naive Bayes Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cea2131c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n",
      "[2]\n",
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 1 2 1\n",
      " 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2]\n"
     ]
    }
   ],
   "source": [
    "from sklearn import naive_bayes\n",
    "nb = naive_bayes.MultinomialNB(fit_prior=True)# un algo d'apprentissage\n",
    "irisData = datasets.load_iris()\n",
    "nb.fit(irisData.data[:], irisData.target[:])\n",
    "p31 = nb.predict([irisData.data[31]])\n",
    "print (p31)\n",
    "plast = nb.predict([irisData.data[-1]])\n",
    "print (plast)\n",
    "p = nb.predict(irisData.data[:])\n",
    "print (p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68\n",
      "70\n",
      "72\n",
      "83\n",
      "129\n",
      "131\n",
      "133\n",
      "Nombre d'instances erronées:  7\n",
      "Taux d'instances erronées:  0.04666666666666667\n"
     ]
    }
   ],
   "source": [
    "Y=irisData.target\n",
    "ea = 0\n",
    "for i in range(len(irisData.data)):\n",
    "    if (p[i] != Y[i]):\n",
    "        ea = ea+1\n",
    "        print(i)\n",
    "print(\"Nombre d'instances erronées: \",ea)\n",
    "print (\"Taux d'instances erronées: \",ea/len(irisData.data))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a590d83d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import naive_bayes\n",
    "nb = naive_bayes.MultinomialNB(fit_prior=True)\n",
    "nb.fit(irisData.data[:99], irisData.target[:99])#mel 0 lel 98\n",
    "nb.predict(irisData.data[100:149])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* erreur training : sur ou sous apprentissage \n",
    "* training test split meth\n",
    "* undersampling: nakas mel dominante\n",
    "*training error: yetaalem al kol ytesti al kol "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9379af2c",
   "metadata": {},
   "source": [
    "### Classifier performance test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a09a628c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "0.04666666666666667\n"
     ]
    }
   ],
   "source": [
    "#Methode 1\n",
    "\n",
    "Y=irisData.target\n",
    "ea = 0\n",
    "for i in range(len(irisData.data)):\n",
    "    if (p[i] != Y[i]):\n",
    "        ea = ea+1\n",
    "print(ea)\n",
    "print (ea/len(irisData.data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "94343d4c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "0.04666666666666667\n"
     ]
    }
   ],
   "source": [
    "#Methode 2\n",
    "import numpy as np\n",
    "print(np.count_nonzero(Y-p))\n",
    "print(np.count_nonzero(Y-p)/len(irisData.data))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "883b3b0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6666666666666666\n"
     ]
    }
   ],
   "source": [
    "#Methode 3 taaalem x lkol y w taati difference:\n",
    "#taux des instances corr class : accuracy score!=erreur\n",
    "print(nb.score(irisData.data[:], irisData.target[:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "afafd030",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68\n",
      "70\n",
      "72\n",
      "83\n",
      "129\n",
      "131\n",
      "133\n",
      "7\n",
      "0.04666666666666667\n"
     ]
    }
   ],
   "source": [
    "Y=irisData.target\n",
    "ea = 0\n",
    "for i in range(len(irisData.data)):\n",
    "    if (p[i] != Y[i]):\n",
    "        ea = ea+1\n",
    "        print(i)\n",
    "print(ea)\n",
    "print (ea/len(irisData.data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random test split:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "067cc559",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array([6. , 3.4, 4.5, 1.6]), array([6.7, 3.3, 5.7, 2.5]), array([4.6, 3.4, 1.4, 0.3]), array([5.8, 4. , 1.2, 0.2]), array([6.1, 3. , 4.6, 1.4]), array([5.7, 2.6, 3.5, 1. ]), array([6.2, 3.4, 5.4, 2.3]), array([5. , 3.5, 1.6, 0.6]), array([5.9, 3. , 5.1, 1.8]), array([5.7, 2.9, 4.2, 1.3]), array([5. , 3.6, 1.4, 0.2]), array([5.8, 2.7, 4.1, 1. ]), array([5.2, 3.4, 1.4, 0.2]), array([6.5, 3.2, 5.1, 2. ]), array([5.8, 2.7, 5.1, 1.9]), array([4.5, 2.3, 1.3, 0.3]), array([5.8, 2.7, 5.1, 1.9]), array([6.1, 3. , 4.6, 1.4]), array([5. , 3.3, 1.4, 0.2]), array([5.1, 3.5, 1.4, 0.2]), array([5.5, 2.3, 4. , 1.3]), array([5.4, 3.7, 1.5, 0.2]), array([6.4, 3.1, 5.5, 1.8]), array([7.7, 3. , 6.1, 2.3]), array([6.1, 2.9, 4.7, 1.4]), array([6.3, 2.5, 4.9, 1.5]), array([7.2, 3. , 5.8, 1.6]), array([5.7, 2.6, 3.5, 1. ]), array([6.1, 2.8, 4. , 1.3]), array([7.7, 2.6, 6.9, 2.3]), array([6.3, 2.3, 4.4, 1.3]), array([4.7, 3.2, 1.3, 0.2]), array([5. , 3.6, 1.4, 0.2]), array([5. , 2. , 3.5, 1. ]), array([5.8, 2.7, 3.9, 1.2]), array([5.6, 2.7, 4.2, 1.3]), array([6.4, 2.9, 4.3, 1.3]), array([6.9, 3.1, 5.4, 2.1]), array([5.8, 2.7, 5.1, 1.9]), array([4.8, 3. , 1.4, 0.3]), array([4.8, 3.4, 1.6, 0.2]), array([5.1, 3.5, 1.4, 0.3]), array([6.2, 2.8, 4.8, 1.8]), array([6. , 3.4, 4.5, 1.6]), array([5.9, 3.2, 4.8, 1.8]), array([4.6, 3.6, 1. , 0.2]), array([6.4, 3.2, 4.5, 1.5]), array([7. , 3.2, 4.7, 1.4]), array([6.3, 2.7, 4.9, 1.8]), array([4.4, 2.9, 1.4, 0.2]), array([6.3, 3.3, 4.7, 1.6]), array([5.1, 3.7, 1.5, 0.4]), array([5.4, 3. , 4.5, 1.5]), array([7.7, 3.8, 6.7, 2.2]), array([5. , 3.4, 1.5, 0.2]), array([6.5, 3. , 5.5, 1.8]), array([7.2, 3.2, 6. , 1.8]), array([4.6, 3.2, 1.4, 0.2]), array([5.7, 3. , 4.2, 1.2]), array([5.4, 3.9, 1.7, 0.4]), array([6.7, 3.3, 5.7, 2.1]), array([5.5, 2.3, 4. , 1.3]), array([6.1, 2.8, 4. , 1.3]), array([5.1, 3.3, 1.7, 0.5]), array([6.2, 2.8, 4.8, 1.8]), array([4.8, 3.1, 1.6, 0.2]), array([6.3, 3.4, 5.6, 2.4]), array([7.7, 3.8, 6.7, 2.2]), array([5.7, 3. , 4.2, 1.2]), array([6.1, 3. , 4.6, 1.4]), array([7. , 3.2, 4.7, 1.4]), array([5.2, 2.7, 3.9, 1.4]), array([6.8, 2.8, 4.8, 1.4]), array([4.8, 3. , 1.4, 0.1]), array([6.9, 3.1, 5.4, 2.1]), array([5.7, 2.6, 3.5, 1. ]), array([5.9, 3.2, 4.8, 1.8]), array([6.5, 2.8, 4.6, 1.5]), array([5.8, 2.7, 3.9, 1.2]), array([5.5, 2.4, 3.8, 1.1]), array([5.1, 3.8, 1.5, 0.3]), array([5.5, 2.6, 4.4, 1.2]), array([5.9, 3.2, 4.8, 1.8]), array([6.9, 3.2, 5.7, 2.3]), array([5.5, 2.6, 4.4, 1.2]), array([6.3, 2.5, 4.9, 1.5]), array([5.3, 3.7, 1.5, 0.2]), array([5.2, 4.1, 1.5, 0.1]), array([5.1, 3.8, 1.9, 0.4]), array([6.5, 3. , 5.8, 2.2]), array([7.1, 3. , 5.9, 2.1]), array([5.6, 2.5, 3.9, 1.1]), array([6. , 3.4, 4.5, 1.6]), array([5.5, 2.3, 4. , 1.3]), array([6.1, 3. , 4.6, 1.4]), array([5.2, 3.4, 1.4, 0.2]), array([5.6, 3. , 4.1, 1.3]), array([6.3, 3.3, 6. , 2.5]), array([4.6, 3.6, 1. , 0.2]), array([6.3, 2.7, 4.9, 1.8]), array([4.6, 3.1, 1.5, 0.2]), array([5.5, 2.4, 3.8, 1.1]), array([6.1, 3. , 4.9, 1.8]), array([5.1, 2.5, 3. , 1.1]), array([5.1, 3.3, 1.7, 0.5]), array([4.6, 3.2, 1.4, 0.2]), array([5.6, 2.8, 4.9, 2. ]), array([7.2, 3.2, 6. , 1.8]), array([6.6, 3. , 4.4, 1.4]), array([6. , 2.2, 4. , 1. ]), array([6.1, 3. , 4.6, 1.4]), array([6.1, 3. , 4.6, 1.4]), array([6.1, 3. , 4.9, 1.8])], [0, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 0, 1, 2, 1, 1, 2, 0, 0, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 0, 1, 2, 1, 0, 0, 0, 0, 1, 1, 2, 1, 0, 1, 0, 2, 0, 1, 1, 2, 0, 2, 0, 2, 0, 2, 0, 0, 1, 0, 1, 0, 1, 1, 2, 1, 2, 1, 0, 2, 0, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 0, 1, 0, 2, 2, 1, 0, 0, 1, 2, 0, 2, 0, 2, 1, 2, 0, 0, 2, 1, 0, 1, 2, 1], [array([5.5, 2.4, 3.7, 1. ]), array([4.6, 3.4, 1.4, 0.3]), array([5.1, 2.5, 3. , 1.1]), array([5. , 3.4, 1.5, 0.2]), array([4.6, 3.4, 1.4, 0.3]), array([4.8, 3.4, 1.9, 0.2]), array([5.2, 3.4, 1.4, 0.2]), array([6.7, 2.5, 5.8, 1.8]), array([6.1, 2.9, 4.7, 1.4]), array([6.1, 2.6, 5.6, 1.4]), array([4.8, 3. , 1.4, 0.1]), array([4.8, 3.4, 1.6, 0.2]), array([5.2, 3.4, 1.4, 0.2]), array([5.5, 2.3, 4. , 1.3]), array([7.7, 3.8, 6.7, 2.2]), array([5.1, 3.5, 1.4, 0.3]), array([4.4, 3. , 1.3, 0.2]), array([5.9, 3. , 4.2, 1.5]), array([6.4, 2.9, 4.3, 1.3]), array([5.5, 2.4, 3.7, 1. ]), array([5.9, 3. , 5.1, 1.8]), array([7.6, 3. , 6.6, 2.1]), array([7.3, 2.9, 6.3, 1.8]), array([4.8, 3. , 1.4, 0.3]), array([5.7, 3.8, 1.7, 0.3]), array([7.4, 2.8, 6.1, 1.9]), array([6.9, 3.1, 4.9, 1.5]), array([6.3, 3.4, 5.6, 2.4]), array([6.4, 2.8, 5.6, 2.2]), array([5. , 3.5, 1.3, 0.3]), array([6.4, 3.1, 5.5, 1.8]), array([4.4, 3.2, 1.3, 0.2]), array([6.9, 3.1, 5.1, 2.3]), array([5.8, 2.7, 5.1, 1.9]), array([6.8, 2.8, 4.8, 1.4]), array([6.7, 3.1, 5.6, 2.4]), array([5.1, 2.5, 3. , 1.1])], [1, 0, 2, 1, 1, 0, 1, 0, 2, 1, 1, 1, 2, 0, 2, 0, 0, 2, 1, 1, 0, 2, 1, 1, 1, 0, 2, 1, 0, 2, 1, 2, 1, 2, 1, 2, 2]]\n"
     ]
    }
   ],
   "source": [
    "from numpy.random import randint\n",
    "\n",
    "#Définir une fonction qui exécute un train_test split  avec 2/3 des données pour training  et 1/3 pour le test\n",
    "def split(dataset):\n",
    "  dataS1=[]\n",
    "  targetS1=[]\n",
    "  dataS2=[]\n",
    "  targetS2=[]\n",
    "  for i in range(113):\n",
    "    dataS1.append(dataset.data[randint(low=0, high=150)])\n",
    "    targetS1.append(dataset.target[randint(low=0, high=150)])\n",
    "  for i in range(37):\n",
    "    dataS2.append(dataset.data[randint(low=0, high=150)])\n",
    "    targetS2.append(dataset.target[randint(low=0, high=150)])\n",
    "  return [dataS1, targetS1, dataS2, targetS2]\n",
    "print(split(irisData))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "172a750b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8378378378378378"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import naive_bayes\n",
    "import numpy as np\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "\n",
    "def test(s,clf):\n",
    "    datas1,targets1,datas2,targets2=split(s)\n",
    "    clf.fit(datas1,targets1)\n",
    "    p=clf.predict(datas2)\n",
    "    erreur=np.count_nonzero((targets2-p))/len(targets2)\n",
    "    return(erreur)\n",
    "    mean_squared_error(p, y_test)\n",
    "\n",
    "    \n",
    "test(irisData,naive_bayes.MultinomialNB(fit_prior=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "560d2e20",
   "metadata": {},
   "source": [
    "### Erreur Stable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2432b727",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t =  10 :  0.05945945945945946\n",
      "t =  50 :  0.013513513513513513\n",
      "t =  100 :  0.006756756756756756\n",
      "t =  200 :  0.003108108108108108\n",
      "t =  500 :  0.0015675675675675676\n",
      "t =  1000 :  0.0007027027027027027\n"
     ]
    }
   ],
   "source": [
    "# question c\n",
    "\n",
    "\n",
    "l=[10,50,100,200,500,1000]\n",
    "for t in l:\n",
    "    e=0\n",
    "    erreur=test(irisData,naive_bayes.MultinomialNB(fit_prior=True))\n",
    "    e=e+erreur\n",
    "    print(\"t = \",t,\": \",e/t) \n",
    "\n",
    "   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86c75755",
   "metadata": {},
   "source": [
    "### Train test split\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5afb01ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100\n",
      "50\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([[6.5, 3.2, 5.1, 2. ],\n",
       "        [5.1, 3.3, 1.7, 0.5],\n",
       "        [4.9, 3.1, 1.5, 0.1],\n",
       "        [6.7, 3.1, 4.7, 1.5],\n",
       "        [6.1, 3. , 4.6, 1.4],\n",
       "        [5.5, 2.5, 4. , 1.3],\n",
       "        [5.7, 2.6, 3.5, 1. ],\n",
       "        [5.8, 2.7, 5.1, 1.9],\n",
       "        [6.7, 3.1, 4.4, 1.4],\n",
       "        [6.4, 3.2, 5.3, 2.3],\n",
       "        [4.5, 2.3, 1.3, 0.3],\n",
       "        [6.7, 3.3, 5.7, 2.1],\n",
       "        [5.7, 3. , 4.2, 1.2],\n",
       "        [5.1, 3.7, 1.5, 0.4],\n",
       "        [4.8, 3.4, 1.6, 0.2],\n",
       "        [6.3, 2.9, 5.6, 1.8],\n",
       "        [6.4, 2.9, 4.3, 1.3],\n",
       "        [7.7, 2.8, 6.7, 2. ],\n",
       "        [7.7, 2.6, 6.9, 2.3],\n",
       "        [5.1, 3.8, 1.9, 0.4],\n",
       "        [6.4, 3.2, 4.5, 1.5],\n",
       "        [5.5, 2.4, 3.7, 1. ],\n",
       "        [5.9, 3. , 5.1, 1.8],\n",
       "        [4.8, 3. , 1.4, 0.1],\n",
       "        [7.2, 3. , 5.8, 1.6],\n",
       "        [6.3, 3.3, 4.7, 1.6],\n",
       "        [7. , 3.2, 4.7, 1.4],\n",
       "        [5. , 3. , 1.6, 0.2],\n",
       "        [6.4, 2.8, 5.6, 2.1],\n",
       "        [6.3, 2.5, 5. , 1.9],\n",
       "        [5. , 3.5, 1.6, 0.6],\n",
       "        [4.9, 3. , 1.4, 0.2],\n",
       "        [6.1, 2.8, 4. , 1.3],\n",
       "        [6.5, 2.8, 4.6, 1.5],\n",
       "        [6.3, 3.3, 6. , 2.5],\n",
       "        [5.8, 4. , 1.2, 0.2],\n",
       "        [4.6, 3.4, 1.4, 0.3],\n",
       "        [5.5, 2.4, 3.8, 1.1],\n",
       "        [5. , 3.4, 1.6, 0.4],\n",
       "        [5.9, 3.2, 4.8, 1.8],\n",
       "        [6.9, 3.1, 5.4, 2.1],\n",
       "        [4.8, 3.1, 1.6, 0.2],\n",
       "        [6.7, 2.5, 5.8, 1.8],\n",
       "        [5.7, 4.4, 1.5, 0.4],\n",
       "        [5.7, 3.8, 1.7, 0.3],\n",
       "        [6.7, 3. , 5. , 1.7],\n",
       "        [4.6, 3.6, 1. , 0.2],\n",
       "        [5.4, 3.7, 1.5, 0.2],\n",
       "        [6.6, 2.9, 4.6, 1.3],\n",
       "        [7.3, 2.9, 6.3, 1.8],\n",
       "        [6.6, 3. , 4.4, 1.4],\n",
       "        [5.6, 2.9, 3.6, 1.3],\n",
       "        [5.6, 2.5, 3.9, 1.1],\n",
       "        [4.6, 3.1, 1.5, 0.2],\n",
       "        [5. , 3.5, 1.3, 0.3],\n",
       "        [6.8, 2.8, 4.8, 1.4],\n",
       "        [6.1, 2.6, 5.6, 1.4],\n",
       "        [4.9, 3.1, 1.5, 0.2],\n",
       "        [5.2, 3.5, 1.5, 0.2],\n",
       "        [5.6, 2.7, 4.2, 1.3],\n",
       "        [6. , 3.4, 4.5, 1.6],\n",
       "        [6.2, 2.9, 4.3, 1.3],\n",
       "        [7.1, 3. , 5.9, 2.1],\n",
       "        [6.9, 3.1, 4.9, 1.5],\n",
       "        [5.8, 2.6, 4. , 1.2],\n",
       "        [5.7, 2.8, 4.1, 1.3],\n",
       "        [7.6, 3. , 6.6, 2.1],\n",
       "        [5. , 3.4, 1.5, 0.2],\n",
       "        [5.3, 3.7, 1.5, 0.2],\n",
       "        [5.9, 3. , 4.2, 1.5],\n",
       "        [6.9, 3.2, 5.7, 2.3],\n",
       "        [6.4, 3.1, 5.5, 1.8],\n",
       "        [7.2, 3.2, 6. , 1.8],\n",
       "        [6.5, 3. , 5.2, 2. ],\n",
       "        [5.1, 3.4, 1.5, 0.2],\n",
       "        [5.4, 3. , 4.5, 1.5],\n",
       "        [4.7, 3.2, 1.3, 0.2],\n",
       "        [5.8, 2.7, 4.1, 1. ],\n",
       "        [5.7, 2.8, 4.5, 1.3],\n",
       "        [5. , 3.3, 1.4, 0.2],\n",
       "        [6.2, 2.2, 4.5, 1.5],\n",
       "        [6.7, 3.1, 5.6, 2.4],\n",
       "        [6. , 2.9, 4.5, 1.5],\n",
       "        [6.7, 3.3, 5.7, 2.5],\n",
       "        [6.4, 2.7, 5.3, 1.9],\n",
       "        [5.2, 4.1, 1.5, 0.1],\n",
       "        [6.1, 2.8, 4.7, 1.2],\n",
       "        [4.6, 3.2, 1.4, 0.2],\n",
       "        [6.2, 3.4, 5.4, 2.3],\n",
       "        [5.7, 2.5, 5. , 2. ],\n",
       "        [5.7, 2.9, 4.2, 1.3],\n",
       "        [4.9, 2.4, 3.3, 1. ],\n",
       "        [6.3, 2.7, 4.9, 1.8],\n",
       "        [4.9, 2.5, 4.5, 1.7],\n",
       "        [6. , 2.7, 5.1, 1.6],\n",
       "        [5.1, 3.5, 1.4, 0.3],\n",
       "        [5.1, 2.5, 3. , 1.1],\n",
       "        [5.6, 3. , 4.5, 1.5],\n",
       "        [6.2, 2.8, 4.8, 1.8],\n",
       "        [7.2, 3.6, 6.1, 2.5]]),\n",
       " array([[6.3, 2.5, 4.9, 1.5],\n",
       "        [6.8, 3. , 5.5, 2.1],\n",
       "        [6.4, 2.8, 5.6, 2.2],\n",
       "        [5.6, 3. , 4.1, 1.3],\n",
       "        [4.9, 3.6, 1.4, 0.1],\n",
       "        [6. , 3. , 4.8, 1.8],\n",
       "        [6.3, 2.3, 4.4, 1.3],\n",
       "        [4.4, 3.2, 1.3, 0.2],\n",
       "        [4.4, 2.9, 1.4, 0.2],\n",
       "        [5.5, 2.6, 4.4, 1.2],\n",
       "        [6.9, 3.1, 5.1, 2.3],\n",
       "        [5.5, 4.2, 1.4, 0.2],\n",
       "        [5.2, 2.7, 3.9, 1.4],\n",
       "        [6.5, 3. , 5.5, 1.8],\n",
       "        [7.7, 3. , 6.1, 2.3],\n",
       "        [6.5, 3. , 5.8, 2.2],\n",
       "        [5.5, 3.5, 1.3, 0.2],\n",
       "        [4.3, 3. , 1.1, 0.1],\n",
       "        [6.1, 2.9, 4.7, 1.4],\n",
       "        [4.8, 3. , 1.4, 0.3],\n",
       "        [5.2, 3.4, 1.4, 0.2],\n",
       "        [6.3, 2.8, 5.1, 1.5],\n",
       "        [4.8, 3.4, 1.9, 0.2],\n",
       "        [6.1, 3. , 4.9, 1.8],\n",
       "        [5.1, 3.8, 1.6, 0.2],\n",
       "        [5.4, 3.4, 1.7, 0.2],\n",
       "        [5.4, 3.4, 1.5, 0.4],\n",
       "        [5.6, 2.8, 4.9, 2. ],\n",
       "        [7.7, 3.8, 6.7, 2.2],\n",
       "        [5. , 3.6, 1.4, 0.2],\n",
       "        [7.4, 2.8, 6.1, 1.9],\n",
       "        [6. , 2.2, 5. , 1.5],\n",
       "        [4.7, 3.2, 1.6, 0.2],\n",
       "        [5.1, 3.5, 1.4, 0.2],\n",
       "        [6. , 2.2, 4. , 1. ],\n",
       "        [5. , 2.3, 3.3, 1. ],\n",
       "        [7.9, 3.8, 6.4, 2. ],\n",
       "        [5.4, 3.9, 1.7, 0.4],\n",
       "        [5.4, 3.9, 1.3, 0.4],\n",
       "        [5.8, 2.7, 3.9, 1.2],\n",
       "        [5. , 2. , 3.5, 1. ],\n",
       "        [5. , 3.2, 1.2, 0.2],\n",
       "        [6.8, 3.2, 5.9, 2.3],\n",
       "        [6.7, 3. , 5.2, 2.3],\n",
       "        [5.8, 2.7, 5.1, 1.9],\n",
       "        [5.8, 2.8, 5.1, 2.4],\n",
       "        [6.3, 3.4, 5.6, 2.4],\n",
       "        [5.5, 2.3, 4. , 1.3],\n",
       "        [5.1, 3.8, 1.5, 0.3],\n",
       "        [4.4, 3. , 1.3, 0.2]]),\n",
       " array([2, 0, 0, 1, 1, 1, 1, 2, 1, 2, 0, 2, 1, 0, 0, 2, 1, 2, 2, 0, 1, 1,\n",
       "        2, 0, 2, 1, 1, 0, 2, 2, 0, 0, 1, 1, 2, 0, 0, 1, 0, 1, 2, 0, 2, 0,\n",
       "        0, 1, 0, 0, 1, 2, 1, 1, 1, 0, 0, 1, 2, 0, 0, 1, 1, 1, 2, 1, 1, 1,\n",
       "        2, 0, 0, 1, 2, 2, 2, 2, 0, 1, 0, 1, 1, 0, 1, 2, 1, 2, 2, 0, 1, 0,\n",
       "        2, 2, 1, 1, 2, 2, 1, 0, 1, 1, 2, 2]),\n",
       " array([1, 2, 2, 1, 0, 2, 1, 0, 0, 1, 2, 0, 1, 2, 2, 2, 0, 0, 1, 0, 0, 2,\n",
       "        0, 2, 0, 0, 0, 2, 2, 0, 2, 2, 0, 0, 1, 1, 2, 0, 0, 1, 1, 0, 2, 2,\n",
       "        2, 2, 2, 1, 0, 0])]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.datasets import load_iris\n",
    "def test_splitting(dataset,nb):\n",
    "    x, y = dataset.data, dataset.target\n",
    "    x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=nb,random_state=123)\n",
    "    print(len(x_train))\n",
    "    print(len(x_test))\n",
    "    return([x_train,x_test,y_train,y_test])\n",
    "test_splitting(irisData,0.33)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6c4f61a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100\n",
      "50\n",
      "100\n",
      "50\n",
      "100\n",
      "50\n",
      "100\n",
      "50\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.36"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def testspliterror(s,clf):\n",
    "    nb=0.33\n",
    "    D_train=test_splitting(s,nb)[0]\n",
    "    D_test=test_splitting(s,nb)[1]\n",
    "    C_train=test_splitting(s,nb)[2]\n",
    "    C_test=test_splitting(s,nb)[3]\n",
    "    clf.fit(D_train,C_train)\n",
    "    #print(test_splitting(s,0.1)[0][:])\n",
    "    p=clf.predict(D_test)\n",
    "    \n",
    "    #print(p)\n",
    "    #print(targets2)\n",
    "    #print(np.count_nonzero(targets2-p))\n",
    "    erreur=np.count_nonzero((C_test-p))/len(C_test)\n",
    "    return(erreur)\n",
    "    #mean_squared_error(p, y_test)\n",
    "testspliterror(irisData,naive_bayes.MultinomialNB(fit_prior=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d2d6d71f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.046666666666666655\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn import naive_bayes\n",
    "import numpy\n",
    "# k fold 3al akadeh nkassem training set fi kol iteration  vs  cross validation\n",
    "#hol out cross validation testi mouch ds originale\n",
    "nb_clf = naive_bayes.MultinomialNB(fit_prior=True)\n",
    "i=10\n",
    "error = numpy.average(1-  cross_val_score(nb_clf,irisData.data,irisData.target,cv=i))\n",
    "print(error)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "915b7b9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Modèle: Naive Bayes\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taille de test optimale:  0.2\n",
      "Meilleure précision:  0.8890322580645161\n",
      "\n",
      "**************************************************\n",
      "\n",
      "Modèle: KNN\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taille de test optimale:  0.1\n",
      "Meilleure précision:  0.9733333333333334\n",
      "\n",
      "**************************************************\n",
      "\n",
      "Modèle: Arbre de décision\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taille de test optimale:  0.3\n",
      "Meilleure précision:  0.9482608695652174\n",
      "\n",
      "**************************************************\n",
      "\n",
      "Modèle: XGBoost\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "c:\\Users\\HP OMEN\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\xgboost\\sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from xgboost import XGBClassifier\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "modeles = {\n",
    "    \"Naive Bayes\": lambda: naive_bayes.MultinomialNB(fit_prior=True),\n",
    "    \"KNN\": KNeighborsClassifier,\n",
    "    \"Arbre de décision\": DecisionTreeClassifier,\n",
    "    \"XGBoost\": lambda: XGBClassifier(use_label_encoder=False, verbosity=0, silent=True),\n",
    "    \"Forêt aléatoire\": RandomForestClassifier }\n",
    "resultats = {}\n",
    "\n",
    "for nom_modele, modele in modeles.items():\n",
    "    print(f\"Modèle: {nom_modele}\")\n",
    "\n",
    "    erreur_map = {}\n",
    "    \n",
    "    if nom_modele == \"XGBoost\":\n",
    "        tailles_test = np.arange(0.1, 0.9, 0.01)\n",
    "    else:\n",
    "        tailles_test = np.arange(0.1, 0.9, 0.05)\n",
    "    \n",
    "    for taille_test in tailles_test:\n",
    "        err = np.array([])\n",
    "        for _ in range(50):\n",
    "            donnees_train, donnees_test, cible_train, cible_test = train_test_split(irisData.data, irisData.target, test_size=taille_test)\n",
    "            m = modele()\n",
    "            m.fit(donnees_train, cible_train)\n",
    "            erreur = 1 - m.score(donnees_test, cible_test)\n",
    "            err = np.append(err, erreur)\n",
    "\n",
    "        erreur_map[round(taille_test, 2)] = err.mean()\n",
    "\n",
    "    x = list(erreur_map.keys())\n",
    "    y = list(erreur_map.values())\n",
    "\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    sns.barplot(x=x, y=y, palette=\"pastel\")\n",
    "    \n",
    "    if nom_modele == \"XGBoost\":\n",
    "        plt.xlabel(\"Taille de test\")\n",
    "    else:\n",
    "        plt.xlabel(\"Pourcentage de test\")\n",
    "    \n",
    "    plt.ylabel(\"Erreur\")\n",
    "    plt.title(nom_modele)\n",
    "    plt.xticks(rotation=90)  \n",
    "    plt.show()\n",
    "\n",
    "    taille_test_optimale = min(erreur_map, key=erreur_map.get)\n",
    "    meilleure_precision = 1 - erreur_map[taille_test_optimale]\n",
    "    resultats[nom_modele] = {\"Taille de test optimale\": taille_test_optimale, \"Meilleure précision\": meilleure_precision}\n",
    "    print(\"Taille de test optimale: \", taille_test_optimale)\n",
    "    print(\"Meilleure précision: \", meilleure_precision)\n",
    "    print(\"\\n\" + '*' * 50 + \"\\n\")\n",
    "\n",
    "# Afficher le dictionnaire des résultats sous forme de grille avec une palette de couleurs\n",
    "resultats_df = pd.DataFrame(resultats).T\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.heatmap(resultats_df, annot=True, cmap=\"YlGnBu\")\n",
    "plt.title(\"Résultats des modèles\")\n",
    "plt.show()\n"
   ]
  }
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