Chapter4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "X = 2 * np.random.rand(100, 1)\n",
    "y = 4 + 3 * X + np.random.randn(100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21597dc9100>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.scatter(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_b = np.c_[np.ones((100, 1)), X]\n",
    "theta_best = np.linalg.inv(X_b.T.dot(X_b)).dot(X_b.T).dot(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3.80730962],\n",
       "       [3.24290286]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theta_best"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#X_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3.80730962],\n",
       "       [10.29311534]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_new = np.array([[0],[2]])\n",
    "X_new_b = np.c_[np.ones((2,1)),X_new]\n",
    "y_predict = X_new_b.dot(theta_best)\n",
    "y_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#X_new_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#이전case에 대한 paratetr가 있다면 이후 X값 에 따른 target값 예측가능?\n",
    "plt.plot(X_new, y_predict, \"r-\")\n",
    "plt.plot(X, y, \"b.\")\n",
    "plt.axis([0, 2, 0, 15])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.80730962] [[3.24290286]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 3.80730962],\n",
       "       [10.29311534]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(X, y)\n",
    "print(lin_reg.intercept_, lin_reg.coef_)\n",
    "lin_reg.predict(X_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3.80730962],\n",
       "       [3.24290286]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eta = 0.1\n",
    "n_iterations = 1000\n",
    "m = 100\n",
    "\n",
    "theta = np.random.randn(2, 1)\n",
    "\n",
    "for iteration in range(n_iterations):\n",
    "    gradients = 2/m * X_b.T.dot(X_b.dot(theta) - y)\n",
    "    theta = theta - eta * gradients\n",
    "theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_epochs = 50\n",
    "t0, t1 = 5, 50\n",
    "\n",
    "def learning_scheduls(t):\n",
    "    return t0 / (t + t1)\n",
    "\n",
    "theta = np.random.randn(2, 1)\n",
    "\n",
    "for epoch in range(n_epochs):\n",
    "    for i in range(m):\n",
    "        random_index = np.random.randint(m)\n",
    "        xi = X_b[random_index:random_index + 1]\n",
    "        yi = y[random_index:random_index + 1]\n",
    "        gradients = 2 * xi.T.dot(xi.dot(theta) - yi)\n",
    "        eta = learning_scheduls(epoch * m + i)\n",
    "        theta = theta - eta * gradients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3.77298262],\n",
       "       [3.33943577]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SGDRegressor(eta0=0.1, max_iter=50, penalty=None)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import SGDRegressor\n",
    "sgd_reg = SGDRegressor(max_iter = 50, penalty = None, eta0=0.1)\n",
    "sgd_reg.fit(X, y.ravel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.85509005]), array([3.32830481]))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_reg.intercept_, sgd_reg.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 100\n",
    "X = 6 * np.random.rand(m,1) - 3\n",
    "y = 0.5 * X**2 + X + 2 + np.random.randn(m, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2159a632ca0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.48558165])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "poly_features = PolynomialFeatures(degree = 2, include_bias= False)\n",
    "X_poly = poly_features.fit_transform(X)\n",
    "X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.48558165,  2.20695283])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_poly[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1.92239666]), array([[1.04828628, 0.5089771 ]]))"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(X_poly, y)\n",
    "lin_reg.intercept_, lin_reg.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_temp=lin_reg.predict(X_poly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pvu2hQ3lBsFs3Fu6ePYsvqWX/fi46NWeO523atQPuuAM5Xx5BtxXj9EXIx5bA9NqdepPh554DMjON95GXV3wXo2JEBFwQSitaa7IFC7jjjckEfPABx02/9RYLeFyc3vGmVavim9vp08h5fAHMH+xBBm1xjwapWZMjSwYN4poqN9wA86mhDouQ8TDXHghTPIAVK4CuXszqJUuA8uUjeDIlCBEV22jbti0JghBB8vOJ3nuPqF07IoCofHmihx8mys0lWryYqGNHfv2ii4hGjybat69451dQQPTmm5RdoTulII/iUUgpyKNsdOB5XXEF0RdfEFksRFYr0X//y68DlI0OlJJoofh4O6WkEGV/8c+F9zyOvXuL9/wiBIBcMtBUscAFoTSgtSabO5ezFZs0AaZO5Tjtzz/naIy//gIaNODswwceACpWLL75EQGLF7PrZvdumPGMe5r7X/O52QMA7NnDUSabN/Pzhg1hWjILWWcSYf7egoyPh8DUZ673Yx4+HN6qh1GICLggxCqurckSEjg++tFHuc72tGmc7n7iBIfYTZrE70codtsjK1cCt93GBa+KcEpzTwQyzJlAQ/a75/w3C+axPyIDFdi18u9/c9d4pWB6ejhMr7/u+5gHDpR68QYgLhRBiDkOHmTXwqWXspugTh2iF18k2r+faPNmovvvJ0pKIlKKqG9fopUriez24p/n+vVe3RvZNW+lzKF7KDu7aPvTpym762hn18rcbTz3uXN9u0u0sXt38Z9rhIG4UAQhhiHixbrp07n2ttUKdO/O7pBevTgJZ9Ag4PvvecHu4Yc58UYLryvOeS5Z4lyzRGPSJK65PW8ecMMNMM2bDZMWX752LdC+vbNrJT4e5pwkmAYFkDC+Y0fAXeyjsUiV3xipeqSGWOCCECCnThFNm0Z01VX64uOTTxJt28YLgu+9R9S8Ob938cVEEyYQHTtW/PM8cIDohReMLeKFC4m2biVq1ozvCv79b16gJOLHZ55xXqgsZ+WFSsfFTX/G778HPO3sbKKUFKL4eH68cDcQZcCDBS4CLgjRyMaNREOGEFWsyP+mbdoQzZlDlJfHAp2ZSVS7Nr/XrBnRu+8SnT9fvHMsKCD67DOinj2NBfWTT4hsNqJFi4gqVSJKTSX69lv987t3O2//4INEO3ZQtmkEZeKZwMQ7MTGoU8jMZPEG+DEzU38vO5ufR4Ooi4ALQrRz/jzR/PlEnTrxv2ZyMvuz16xhP/COHUTDhnFoIEDUowcLYnH7tzdsIHriCRZkIzGdP58ta4uFaPhwfq19e6I9e/R9uPq0v/qKaMQI/wXbcSQlER0+HNSpeLLAo80yFwEXhGjl77+Jnn2WqEYN/pe87DKiKVOIjh7l91etIrrtNnY/JCYS3XcfW+jFybFjRG++yXcCnoT0/feJCgt5+3379Jjzxx5ja52I6PRpjvXWPtOtG9H48c77qVkzMAEP8c7DyNL2ZpmXBCLgghBN2GxE33xD1KsXC3NcHNGttxJ99x2/Z7Wy66FDkRuhalUW+f37i2+OVivR0qVEd97JVi6gu3Qcx6xZunATEf34I1+MKlQgWrBAf33ZMufP/d//ue+rdWv315o0MRTubHSgzJHHImIdiwUuAi4I7hw5QjR5MlGDBvzvV6sW0XPP6aFvZ84QTZ2qv9+wIVu+Z84U3xy3bycaM4aobl2eQ2oq0cCB7iL62mvsJtGw2Ti8MS6O6Mor9UVFq5WoTx/nz1av7vx88GD3/Xfu7NHqzk7rH3GBFR+4CLggsI86J4ctznLl+N+ua1eijz/WXQv793M0RpUq/L7JRPTpp3q0RqQ5fZoXSTXRjIsjuukmog8+4Lk6Cui4cfq8NY4d4+0BFnvtgvPnnx5F+MK2bdt638ZgZD535oKLIy6O6Prro0NoI4UIuCAUN2fPEs2cSdSqFf+rVapE9K9/cbKNxsaNRPfey77tuDii228vPiWy29mtcf/97O4A2D89aRIvON5/v7NwDhtm7G/+5ReievX4HN56S19UHTPGswi3bk301FMBCzcBRH/+ecHFEReni3g0uDoihQi4IBQXv//OC3eVK/O/WPPmRDNmsJVLxAK3dClR9+78foUKvP1ffxXP/PbsYVfH5ZfrF5aHHuLFUrudXTqOgtmvHxfJcsVuJ3r7bfaPX3op0erV/Prx457Ft3x5opEj2XUUqHB37OgUcZOdzZa3JuLRsNgYKSIi4ACqAPgUwDYAWwGYvG0vAi6UWiwWXnS89lr+t0pMJLrrLqIVK3TROX+e3RRaUk7t2kQTJ7LgRZpz59hlc/31vGgKEGVkcOTI2bO8zbRp7oKZl2e8v7Nn9UXIG25g3z6R95T3Bx4guuce4/eSk72L94svGk4j2hYbI0WkBPx9AA8V/ZwEoIq37UXAhVLH3r2cgagl1dSrx2bgP//o2xw9yqFymtXZogULp6sfOdzY7VxG9tFHdd96WhrP19HaX7TIWSzT0ohOnPC8323b3LMqCwpYQY3E9/rr2U3kSZz79/cu3qmpXk8zmhYbI0XYBRxAZQB/o6ivpj9DBFwoFdjtRD/8wLHZ8fEsZDfeSPS//zkvOv75J4unJmw9e/LnIp14c/gw0auv6in2ycl8N/DDDxwpovHjj85CGRfnO0zRKKvy+++NhbdhQ93/bzSqVfMu3NoYOzZy31WMEAkBbwVgLYD3APwKYDaACt4+IwIuxDTHj3PonJaIkppKNGqUszVrt7PbpE8fFvakJKJBg5wXLiNBYSHRl19y9cGEBJ5fu3bse3e1ptescRdJX3VELBauwQLoWZU2m38C7DiqVg1s+06dIvaVxRKREPB0AFYA7YuevwFgvMF2gwHkAshNS0srvjMWhHCRm8v+W82SNpk4vO7cOX2bwkKu/aF1wqlWjRcDDx6M7Ny2bHFeFKxZk6M7fvvNfdtNm9wFcuVK38cwyqr88MPAhNhkClzsR48O//cVo0RCwC8GsMvheRcAX3v7jFjgQszgqTXZ+vXO250+zVZ5/fq83eWX82KgtjAYCU6e5OiP9u35mAkJbPEvWeKcWKOxdat73ZLPPvPvWK5Zlbt2BS7ERSMbHfwvUnXvveH9zmKcSC1irgDQuOjnfwN42dv2IuBC1PPnn2zBav7ZJk04M9LVDbF3L9HTT3N5V4ATYD7/PHKJNzYbi+ndd+sRG1ddRfTKK84Lpo5s386LjY7C+NZbzn5wb8dzzKpcuZJ9/iGIt2EPTKMxfXp4v7tSQKQEvFWRe2QTgC8AVPW2vQi4EJUUFnIj3Rtu0C3afv2IfvrJfcHx1185FC4hgcXtjjv0+OdIsHMnR43Uq8dzq1KFaOhQorVrPS+G7tjBIYKOojhmjP9FnxyzKvv0IXr++aCFWxuZeIbiUUgAUTwslIlnjLf98cewfXWlCUnkEQRXvLUmc8RmI/r6a6LrruPtKlbkcqo7d0ZmXnl57GPWYsqV4tKxCxY4+91d+ftvdyv5/vu9hwS6omVVxsV5rzzoaXiIOtEtcItnC3zr1hC/uNKLCLggEOnp4/3769Ea3bsTLV7sXFGPiMVy1ix2IQBc3Gny5MAEMZB5ZWezn13L4GzYkOPHffV43L2bS8w6iuH11wfWG9JuJ3r99dAsbc2dFIwPvDirLFLsxY6LgAtlG2+tyVw5coQtca0udatWbBFHIvHmwAG+KGglU8uXZzE2m337qvfu5a49jkLYrBk3XPCF3c7hj/PncyccX+Lcu7ezW0arJBWOsXhxWL5Kf4nF7E0RcKFs4q01mSvbthE98oi+SHjTTURZWeFPvCko4EqDN9+sC2GnTkSzZ+v1Uryxfz+H8zmKYGoqJ9R44uRJTuQZP55rkGvNI3yN5GReD9DuVuLjiRo31qsqhjiyX1td7JZwtDVr8AcRcKHs4Ks1mSOaS+WWW/TEmwcf5PjqcKO1ItNqYdepw00a/vjD68cu3O7/76ieTOM4PvjA2Vq3WvnC9c47HL/etKle/wRgAdZqfXsbN9/sLPRXX+21RnfA4j1lVYlYwmKBi4AL0Yiv1mSOFBbyomB6Ol2wYMeOJTp0KLxzcm1FlpTEkSvffONXyGF2NlFKsp3ildV98e+ll9hPf+AAuyFGjya65hq9NKx2XjffzJb3zJlEjz+u99T0Nlq00H+uU4cvPOFymQBEK1eWqCUsPnARcCEa8NSa7NtvjX3Ip05x7HRaGv/5N2rE6eaequ4Fg9aK7I479FZkrVtzPLnRxcQTR49S5jVL3cPv2rfnsMA77tDPA+AKiFdfze6VefM4nDA/n+9GtAgaX6NhQ/3nhARuSuypgmCwoygZKhYt4ZJCBFwoXfhqTebKnj2coKNFeHTtypmL/iS1+Mv27XwH4NiK7PHHOXY8EI4d43NJSvIefle/PkfTvPYaq58WYqhVIRw61GdkiNNITNR/7t6dLfZwCjfgluIfa5ZwSSECLsQ+/rQmcyU3l9t2xcfzGDCAY53DhVErsptv5kXKQLul79ypp8c7+oq18Lu2w/gCsWSJsavnyBEOBdTcH8nJgXd41y6G4RZuoHj7epYyRMCF2MWf1mSO2Gxc2lULe6tUiWjECK7jEQ6MWpE1bsytyPyNZ7ZYiNat47Rx14a/juO227gIlSd/uZG7Jj2dO+xo/v0IjYBqm4h4h4QIuBB7+GpN5kp+PkdeNG7M219yCdHLL3MIXTjQWpFddpl+YXBsReaNvXu5lvbIkWyte2p+APD5vvuu90XOHTvYzXLJJfyZ1FSOUPn8c77LiKBwa+LtV20TD510hMAQARdiA39ak7nyzz/cKV2LPmnThhfujCrzBYqnVmQffOC54uDZs2yhT57MFnSdOrqglSvnHOHhOCpVYoewpwXVvDw+rnZnERfHjSQWLeILxGOP8fdVvrx/kSYhDL9qm8ybF/r3LxCRCLgQ7fjTmsyVrVs59Vzzh/fqRfTzz6En3tjt7Cf31YqMiN01v//OvSAfeYTdPI5ZipddxhUEp07l7MrMTPckmoQEXuw8fNh4LmvW8L4dU+z/+1/+zs6cIfrPfyIq1t4tcA+1TZYtC+13IDghAi5EH/62JnP9zM8/80KhZtEOHhyeQkhaKzKtBKtRK7IjR4i++opjxnv0cI7yuOgifm3sWN5GE+T8fI4UMVocvPNOLmHray4pKbx4q6XYb98eXLEpX6NpU/fXXEMQe/S4IOKGPnAfiUlC4IiAC9GDP63JXLFY2C2iiVb16uw28Wah+4PWiqxPH/dWZP/8w2Vbp05lK1rzfWvui1at2DKeO5etcNeQxHPnOIlHu6twHF26uJehLSzkqoe33aaH9LVvzwud8+dzT81IWNQmEy/wtm3r/PqkSe7b+kro0brTC2FFBFwoefxpTebKyZO8EKkt1jVuzAuV+fmhzcWoFVm/fmw9P/kkz82x3kedOiyskyeze8Bbx53z51l0tTk7xldfeSVfMBzdPH/+yYk5jr5yf0Z8PGeaBivclStz9uqCBc6vN2jArh7H11580bfFH+rvRPCICLhQMuTns4XqqzWZK7t2cRZgpUr8uYwMdq2Eknjj2opMG0o5txxLSeFIkZEj9QVCf7BYONxRy46sUUP3oV98Mb+nlaw9c4Z96sEIb+/eHBbpz7ba9+46vv7auD3a9Onur61YQQQfYYOR6kQkEJEIuFDcaK3JtC7knlqTubJ2LWcXaok3d93F8dLBYrNxlb6WLT2LXOPG3INx+nQ+VqDRKxYLJ/NofTEbNOAU/YQEroI4ciTRd99xOVsPDQ+cRqNG7GL64gv9AhDISE3l1H2jioG9e/NFpHt359erVWN/vONraWncOxM+wgZFvCOOCLgQeQJpTeaIzcbZhV270oVb+5EjOe46GA4d8t6coGdPon//m+ulHD8e3DGI+Hzff1/3jTdu7N482Fu8t3auo0axK+mjj9iF08GPxBhPo25d/a7FdWzbxu4n19cd66l4GEMwnRSsBOhhg9noIGnwxYQIuBA5/G1N5kpeHi8WaouZaWlcaOrUKf+Pfe4cp9e/9hqXhPVkkc6cyZEb4ajtbbXy3USwIjtkCLtPxozhaBpvqetpac7VBb0NrY656xg1ikvZBjnfbHSgcjhHgJ0AOyXhHL1T/gkpRFWMiIAL4cWoNVm3bnzL7csFcegQW5qatZqezgtpri3NjI65YwdHZDz2GPt3HRcIHceNN4YnnK2wkBc8Fyzgcq3BinarVhyn7hiREhfHHYLuvptdHsHu29MoX57vfho1Cmk/jkk7ClYactWymGyKEMt4EvAECBfIyQHMZiAjAzCZSno2Ucrp08C8ecD06cCWLcBFFwHDhgFDhgCNG3v/7O+/A6++yp+3WIDevYGnngK6dAGUct/+1Clg7VpgzRpg9Wp+PHrU8/7vuw8YNIj3FxcX+LkdOQJs2sRj40Z+/P13oKAg8H25snEj76d7d6BtWyA9HWjVCvjxR6BPH+dtk5KAmjWBffuCP97QofwdXHddKLMGAGTAjCRYYAEhKUnh3lldL0zTYuHHjIyQDyMEgQh4ETk5QLdu+h9kVpaIuBObNgEzZrD4nj0LtGkDzJkDDBgAlC/v+XNEwE8/Aa+8AixdCiQns8gOHw5ccYW+ndXKFwRNqFevBrZt488rBVx5JXDDDSyyW7cCe/fy5zp35v3dcQdQqZJ/52Kx8L5dxfrQIX2b2rWBZs1422Bo0oRF2lGsK1bUz3XSJJ67I337shLm5ACffKIrZCCUK8ffw4wZwc3bAFOVbcgavxXm022QcS1faM1m4PXXgWPHfBs8YhhFECOzPFIjml0ocktoQCCtyVwpKOCFOS3qomZNTvnWEj327+cuMqNGcRcZx9od1auzu2H8eM6CXL48qFZkZLdzt5pvv+XuNXffzQWxNJcPwJEabdrweb38Mo/nngu852P9+uy/X7bMuNhWQQFXDTRqSTZ/PkfnTJ3KUSeO8yvpMXCgU+RQoE0YpGlDeIC4ULyTkSG3hBfYtQuYOROYPZst3ssuA6ZMAe6/H0hN9f7Zkyf5s1OnAvv3s+X85pv8uGED39qvWaNb0ImJbM0/9BDQoQPQvj3QoAFw4gTw0UfA6NHA+vX8S7n1VuCBB4AePYD4eOfjnj/P7g5Hi3rTJmeXy6WXAi1aAL16AS1bAo0aAcePs7W/YgXw6ad8d+Ev994LTJwI1Klj/P7588APP/B+P/jA+b1WrYDvvwdq1ODbvc6d+Q6kUSP+DqOBDz8E7rnH6SWzmf9HbDZ+NJu9W9WBbi8EiJGqBzIAxAP4FcBXvraNZgucqIx3Bwm0NZkL2Z8doMyO/6Ps5GudrdLWrZ0tygYNuNzp669zKrlj0wN/WpHZ7Rxe+NVXRBMm8CLqlVc6F5AqX54XOB96iFPZly3jcMGjRzlc8emngw/VGzWKw/E8kZ/PdxZ33WUczvfww5T91TH+O/vsANHtt/PrtWpxzHhJW9zaqFbN8C5LLPCSAZGKQgEwAsBHpUHAyySBtiZzZelSyi7fzTjJo1IljkwZM4bTxz3VLTFqRfbEE1xne80aDgEcNozjxF0TWxo04AvNCy9wF5zt2/XEkl27iD78kOuVGNUjMRoXX+wuvFWr8vw9RdecPUu0cCEnwmghf6776N+faMeOIkFzaFKcdA1HopS0YDuOQYO8lgoI1NAp04ZRmIiIgAO4BEAWgOtEwGOIYFqTEbGA5eayRewgUE61oZWVMm9by70PvWXoubYi00aLFpwt2KiRXn8bYOu0Y0fu8zhjBou7Y7y4zcada6ZP5xBCbwJVu7Zzq7Hy5dlidq3Ed/XVHONuxKlT7Lu+7TY9WadGDS4T8MADekx806ZE773HVQQXLaLMy2b7rqNdkmPRouD+poSIEikB/xRAWwAZ0SbgctU3IJDWZJqrYuFCTonXFjINLNbsl1awVenrNtluZ9eHt7hkpfj922/nRc8vvuBeka5unPPniVauZMvdV/OCvn2JJk7klPolS/RmEYBecMrVWnbtZ1lYyK6T0aONGwXXq+fsxvEwfNbRdtnW75ZlnoZWQ9zXaNnS/7suodgJu4AD6AVgetHPHgUcwGAAuQBy09LSiuVkxe/mgj+tyc6eZStx0iQWPG8uh1q1iD75xCnxxu2CabVylMiiRRzh4WlfXbvy3GbNYneJp1v3kyf5DqFjR+9C1KoV+8a/+073m2sTLKpj7XU8+CDRffdxhmSHDnotl0DHsGFccMpkCkqYs9GBUhIsvluWGVxQCdCzW/0ZL77oO4lKKFEiIeATAewDsAvAIQD5AOZ5+0xxWeASEkjeW5PZbJxd+O673AyhZUtetNT+oS+/nOieezjlu3lztoqV4prZRq3Njh9n8Z86lRcO27Vz3p/juPJKFv89e7yHIm7bxh1xvAmPUiz+8+bxvFasYIt99my+EI0cGbh/uXx5zynp5ctzhcTvv+fU9BUr2IUCsN/+mWd4LsOGBVeECuDFw61bKXPw34G5Wp5+mr/bQI6lFN/FCFFPxBYxed/R5UIp0xa4UWuyESPY3/z881yFztEFUKUK93t84QUuMXrkCAuUVpAqJYWFdPt257TyZ59lK1Xz9Xobo0axG8QTp0+za6dJE/+Ep1EjtjBTU5395MGMV14h+vVXtv5feonL1moXn8sv5/Nct46yV9n1O4zDh303Ngh0dO7MUTn5+UQ1a/rvamnVigtz+Sqa5Tpuv913ZUghavAk4IrfCw2lVAaAkUTUy9t26enplJubG/Lx/KFMZX8RcSzxjBnA4sX665UrA1WrArt38/P4eI6Dbt9ej7m+4gpOubZYgI8/5ozJTZt4265dgY4dOZ570yaOU9bSyhMTOba7RQvOWty0CcjN5dS85GTOKrztNqB5c461PnqUx+7dnJG5dm1g51iuHFC9uvNITXV/be9e4MEHnT+blsZZlZs2cXp669bASy9x6v/ixRynvWoVf49NmnBWZ79+PHelirJ0CZYCIMl+DlnoBhNWB//7cqRePS4vcMstHOf+zTcX3spBB5iRgQyY9eN168bx7gcPAgMHclbnokWBHXPOHM5eNSpfIEQlSql1RJTu9oaRqkdqSBRKmDl+3LslWLcuW1ovvcTZjEb+5UOHONvOm7VWqxY3Qejblxc9J0zgaA+t/KvrSEz07ELxNrp25fjw+fM5/jw3l0MBz571nfn57bfu++vfn33r2t1EvXqc3Tl5snMcePPm7AfeskXfn83GvTdvvdV7B/Zmzfj7SE8P/Hxff51dGA6dbjz6x594gt1U9etzjPzjjweeLVq3rvcY9iIkACD6gFQjLAWcPk2UlaX7XV3H1VezL/TTT927yGhp5UuXcpy3txKmjkMp/1O7/RWU+vVZvHyVm/VFQYFxR/apU3kB9f77dRdL9erO/vA2bViltHT8Y8dY2A2+Fyd3hsqn7Km/sPshN9e9j6Q/o2NH9pN7PI7DwuWLL3JEzOTJ+raeKjB6G9df7x5ZY0CZdj9GMZ4EXFLpSxiPrh6bjW+VtcJOZjPw11/uOxgwgG/5L76Yq/cdPQps3863yT/9FHglvVq13N0SCQlcNe+PP5y37dCB0+w//xzIz/d8rEGDgDvv5BO86KLA5mPEb78Bo0axK8aRtWvZJTRpkntlxKNHgYYN2XVy443AP/8A06YBY8b4PJyp1t/IGrEO5ryrkZGUA9Ov84DH5wY//+xsHi6YkQELkmBDAiwgmCvdAtP4F4Bx45w3LCwM7HgPPsjlDfyo0Cip7zGGkapHaogF7oyTtZNsp+xx37I7w1NHFceRkhKcJaaNOnV44XD1aq6xffKks5vCZiP68UfP1r6n0bo1R4CsWuWXxec3Wj9L17C+li3ZDVRQwEk0rvNp04ZT94cO9d00+IEHeIG2d2/9Oxo+nC31jIyIF5kKJEb8Qhcgb6N6df5ugv2bFAs8akAkFzH9pTgXMf0lIoudRGyRagt3x47pPx89ygtpP/6IiXvvxliMhw0JiEchxuMFPItJoR37qqu4BnTnzlwYaflyLiy1cycXiRo+nC1irbSpI+fPA19+CTz2GHD4sO9jKcULaV268PGaNg2uDrcn7Hae/5w5XMbWkfvvByZP5u+yf39gx47A9l2nDu+jWzf+fW3aBIwYEa6Z+4XbIuXAgcipdjPMR65CRuX1MM1+0P1D//43310MHOh956NGcaGtIH4fZSoAIEbwtIhZpl0oftcA18TYVYhdnzu+dv68z+M7FcpHITKaHQOO1eYIA0fKlwfOnWOhAVh8W7RwHs2bc9QJABw4wBUAhwzhqn4mE7sO+vTRq/gVFACbN3PkyIoVXPnPF1ddpYt1ly4c3REJ9u0D3nsPmDuXLzyOPPkkX6DMZnb3BEpKCv/CDxwAMjN5lAA56IBuyIIFSUgqF4esn+NgMgEmIpimTeOLqCuHDvHF2Jd4Z2eHpLwmkwh3rBAbAm6zAQsXImdnLZj/roeMLjaYrk3mELkKFQKzMs6duyCy5tkVYSloCJs9DpbzNphHfA1T/QXu4nzunPG+lOI5aL7ievXYz7pzJ/urjUqTaqF57dvD1LQpsn7eAfP035Gx6Q2YfjMITWvUyFmoW7bk4xid86ZNHJL20UccXta3L3e8SU9nsZ4zhwV73Tre1mr1/D0lJvLnNMHu1AmoVs2/7zgQiPh7OnSIRXvKFO9NDF5/nYe/1K3LYY5Vq7L/3WrlrkI//RTixL2QkMClYr10wzEjA5a4ZP7bsxb5mlvmAzfdBCxb5rxx8+Z813Txxb6PffYs/084IBZ16SU2XChTpiDn6c90iwWWsMTi6lZQIpJQ6L7P+HheFLviCnY/XHIJj0sv5ccaNXhhz7WLDMDi3rQpL/RdfTVvq3Wd2bgRWLmSLxKu9OjBi5ItW7LF6/LP6AYRi8Urr3Dt6cREoF07Ft2TJ1mwN2/2r7PL9dfzBaZzZ95HSorf3yWsVrb2jx/n4c/Px49zvfFw0KwZz7lJE55Lfj4vVB48yNb2+vXeP1++PF+satfm+PJFi4A9ewKfx6OPcrs5b9SujZyMZ9Ft4SOw2OKQFGdFlv3a0P6e//Uv4K233F6WTlOlA08ulNgQ8HPnMLHHTxi76gaf/mLD5AcvBLp9xHj+eb4oVK3KYpKcrI+UFPfnSnHB/Uce8bxPTYA93UEAwIQJHJXRogVb9Xl5/guw489nzng/v4suYgu+alU+TjjWQhITgSpV+C4pmL/j6dM5QiMpSX9t6VJ202zfzr8Hu90vd1jAJCQgp9L1/Ld3YrHx397bb/Pv46mnPO/ntdf4ouF4Dg5MnAiMHcs3sfHxwPjxwLPPhukchGIjtgUcRZbEdXZYztvZYqn3IEy2lXw7fOYMYLM5+xWNrPS4OPYfp6TwbW58PL9mtXJoVmEh/6xZcII7lSqxlVqjBotxtWq6MGs/uz6/6CL+nufN4448oX63tWvzqFPH+ef4eL672bCBx9mz/HtOStKPWa0aMHIkuzeOH+e7IK0rz4IFoX47npk1izsPpabyHCpUAObP564+jsTHs+o+9RS7lFyzSjUaNuSLYNWqXg8rFnjpIOYFHPDiyyNiK32CDWMnVYTNrhAfZ8f4u//AszesZ4HXhN7o8dQpbpQbLmrXZjdEQoK7KNSpw+3DatZkK9pmYwvZ0aI9fJhdLHa78fcQLXcNxcmECRxLnpbGlveZM2x5f/89XxhWrSrpGQL/+x/Qu7fza19/zX5tR378ke+cXBdoy5Xjc7n6al5w3rDB+DirVvE6ip+IDzz2KRUC7gu/rY1jxzjpQ/Ndr1kTXB/CatWA+vV5oez8eRaVkyd1P3gE8HmX4cqgQXzR0NwvSUl8p3H2rLs/2nHYbBE7hzJD7dr8PWp3dadPh75Pi4UvYEKZokyEEZpMLNpO1kZhIUdcOC40/vmn750lJfEiohb90agR+6gTEox9wH/+yYuIEcYtWw8Z3gV8rkHGYLlyLOZWK/tYS5hSe0fhGg7qjZtu4jsvTwbOE0+wv1sKUAkOlCoBBwBTB4LpyP+AT5cBT6/hmNhg7jIsFuDXX3kUEQ1C4xY7DrPHbT3Ot6Ag8BT7CGF4RzG4BYdhZmUZf6hjR64oqOV75+UBn3zivM0ll3C4ZWEhb3P6tLvLIppwqELoht0uwi0YUuoEHFu3cllOLwQjxAG7LjxRpQqHFtaqBfzyC9c78cR11/FIS+ML0dtvw4TVyEI3ff6pfwIJtTgcz8FnHrb5hpt69TjhKC4O2LjR+I5ipkN0UfXqXO+lf3/OQKxUie8glOLzXbgQeO453jYjgxOWrr6an1utHO/94YfumZzB8uij7Oveu9f59dtv57WM/HzgxAnkbEwJ/WK/eTOHRwqCB0qfgDdtyj7oa65hv3TNmjxq1ABq1kSOpS26zR8Eiy0eSYmErNm7YOpegf3ZHkKxAMA8EbA8T7DZlXfXRXIyW4dt23IiTNu2HJu8dy9nPK5cyY/ffmt8oDvv5MSNgwfZ5fP8826bmLBaP7ZBKDkQhKvFiE6dgO7d2Zd7+DCwZAknAXmjeXMOwXO08O+8k4tenTnD7iaHrE+fdxRHj3J8s2OMc2KicUGnGjU49O6xx/i7C5bLL3dPzc/JYYu/c2fn13/7jV1tAF9QPvkEOSMWoRvmwYJy/DdW7Q6Y/vnC/+NPmeI9dFAQiogJAQ94Fb1xY87s01i2jP2Hhw7B/GcyLIVxsCEOlgIrzBOzYfqsqAmC422qZuFt2wZs24YMdECSQ9KPoeuiaVNucqAU8N13hokVPlm4kEeIBOJquUCdOpxAdOgQu45WrfI/uqNJE/6uNm/WX+vYkS9iSrGbY8YMt8XRC3cUCd2R0bEQpiYtgDMN9Cgh15Gf77kaX6CNDTxhVFfF6A+vb18W28qV+cJW9F2Z8UzRxTMelsJCmP9pAr+CP5Ys4SgWcZcIfhL1UShhiWP97DOOt83Pd3YtqEJkNRwMU4VN7CffscNr0ks0+MAvkFxUSiAxUffxW61OC2d+zfeiiziMMpR5GCW6VKnCQutrkTQhgfeh4fj36PhzhOLyI/E79Znh68r8+VzfRIRb8EDMduQJW4Pi48e5/2HDhs5dT8qXj2iJUMPRty/3nczK4sa7l1/OrycnE919N5dxtdm8n4/Vyt3m33+fG/uaTM59EStX5obGTz/NTYT/+ovLxZ46xU0dnn2WqFMn7u4CcOMDb/0tGzXiRhC//sr7OXeOmzJoXdC7d+cSsgcPEs2dS9Svn/s+Lr+caPNm3911HDlyhOjJJ3meyclE995LNG4cN6/Q9tulC3cIeust/3p0OpZvTbRQvLI6l2994w0erp+55ho+/+xs/i587NtX53kCuEyuIPgAsdqRJxz1iZ1aRFmt3AIrnIKckcHisXu3Lk5//MFd3TVRvfFGFmaLhWjJEu7wrtWXbt+eskd9Tplj843Pz2bjpsIffcQNirt2JapYUT9+hQosYsOHczuyP/7QLwBHjhB9/jm/17at3uosIYHbij31FF8AGjd2P686dVgsHUX3/Hk+V622dteuRC+/TDR2rOfuNE8+yd2EAiEvj39PlSvr+7niCr3DTuvW3Cpu926ijRtZXAP8nWVes9S9Vdrbbxt3Kxo/nui//+XvOdS/l/h4/r0Igp/ErIAThdajz+MFwIcF5deoUYMtwd69iR56iPd5xx3O2/TrR/Tbb9xvceRIXRxq1eLnW7a4zNFO2Z/uJ1q4kLu5X3edcxf55GQW3mHDiN57j/drteonvG8fNyUYOtS5hVhyMl9oXniBLySbNxPddZfTXNlqfJayB88l2rrV+YssKCCaMYPokkv0z9Sty00DAL4wtG6tX1ji4ogGD+Y2boFQWMiNJhzPWRuNGvEFRZvb0aNEjz4aWP/NxESim24iatTIvYFCyyGh/014G9de6/y7EgQ/iWkBDwWfLpiXXvL+T9emDdHzz7Or4ttviebNY1fM00/z7fwNNzgLpT+jVi2i0aOJ3nyT6JVXKLPTVxQPq7MlqIlNejpb8rNnE23YwBa8ht3OrpG5c4kGDXLu0lKpElHPnnzCK1ey5ZyfzwJuMKfsh+ZQSrLN/UJnsbCgGp1H9epE99zD38mUKSzoANEtt7B7JxDsdnb1uB6jbl2+S8jN1e8CrFZ2mVSrFrKo+u3qCHV88UWQf8GCUIYF3G8XzL593v8BX3jBvaP36dNEr77K3c4BFtBx4/jWv2ZN933Uru1RRNxaacXH88Xh4Yf5AvLWW2yVz5jB7pCbb9YFEyBKTWXf+quvstgVFvIc7Xa++Bid0xNPEP39NxEZXOjG5uutxRxH27b8XaxezUL6zTfcmR0gateOaNkyj78Hw7soq9W4MfEjj/C+XNcCli3jNmqRFNtwjg0b/P5bDRbpIl/68STgUR+FEg4CCkPctYvrYntLt7/vPo72WL2aw926dAFuu41rrHz4IbB7N2/XsCHHRRNxmNn+/fx6XBzXGG/Y8EJt8Zy8FjBvrIqMqhthil/Ltaz37+f64b6oVIlPrnZtThCqVYs/N2OG+7Z9+gBvvOHWTScnm9CtG8FSQEiiAufIifLlOSTyxhv1pgLr1nHbrp9+4hjviROBfv0MIylcI4lef51wbMM+ZKx7Baa1bzhvvGQJHyc+nmPni8I48cMPXBgqFujZkxs9O0bXRIicHODaa/Xv9uefpWBVaaRMFLMKKwUFwMsvczHlUGncmOOhtdGqlXFPyoICroWxfDmPVav0OtsVK/J+Gjdm8a9QgUX+0CH90TEG24j69VncL76YHytXZnFctw44eNA9pG7ECBZmxwSnXbs48/GjjzhL8oUXuLKetg0Rn8epU3xxO30aE9+ugrHvNoDNHoc4WBEPO+yIi64MUV9cfTUnM+3e7Tn0sEsXYPFi/l5ciFRFwKFDOXdJY8gQ4+u2ENvEbBhhpPD7tjMvz+stsqEP9dZbOTLj55+9h4mdPUv0ww/sksjI4IVGbR/NmvFC5IIF7N4xwmYjyslh14nR/EaPJvrgA/bzP/UU+6u1kMVAhmN4ouNo3ZqjMlq2JGrQwON2ji6iBBRQnGvkRyRdGPXrB//Z669n15ThuRTq7q533vH5txapTu9DXNZdhwwJ376F6AHh9oEDuBTAzwC2AtgC4Alfn4kWAQ/qH8pm41hrX//MriLQrx/RM8/wotv8+USTJvF/Wfv2ehhhXBwvVo4YwYtdR496n8eKFewbNxKdhx9mv/TixRylMmUKR7KUhP/X4EL3Dh7i70xZKaWclbIX7uWLpCNbtjj5uQNeaGzUiMMBPaw5hDIy8Yweehhn8ysvIWy5DAZkZ3OIvFL8KH7w0oknAQ8lld4K4CkiWq+UqgRgnVLqByLyUp0pOjCb2WeoFbMzm/24rY2L44JSADdpePhhmPP8qDfy6ae+J9S+Pfuk8/L4XnvbNvafag0njh9n/69jeQBPzJrFI1CaNuUs1LNneXhrw4bAMxgd67c0b6ZgtndFxhUHYNqSDxwtcuskJ3NGokNmqNeiXEOHuvsLLr+c1y+GDAns/P0ko/wvSLLHwVIIJCXFISPDj89ksIfJYuHE0z17+NccDleKycR/v9KwoYxipOrBDABLAPTwtk1MW+BG+/n5PKUkFXq3wCM5WrTgjMoJE9g9YuQuqFSJI1aeeYYoLc33PrVEGcdxzTVEs2YRff010a+/UvZXxyglxU7x8XZKSSqk7K6jiZKS2FKu+hJl3z6F5+O6nwYNQrN4i8Pl4mk89tiFO4Vgoj6ys/nGKykp8L87iTIREAEL/AJKqfoAWgNwKwGnlBoMYDAApLlEPpQUho0fgtlPRjlkmYv20/Q4TDvvBEYEsSDXuDFPpG5dbqqbk+Pf5zZt4uGNM2fYeneN4LjrLl5sq1yZ66FcdBEvUGZm6tt06QL06sV1SLTFzhMnYP60ESy2cXznYSOYlysAbdhSPpGEpM80S9mFv//277wcCKooVzhIS+OelNdcw3dfDphMgf/NaJayzRbYnZ/0tBS8YqTqgQwAFQGsA3Cbr22jxQKPKHY7p7IbxTaXkuEWt959LGVeNtvZUq7xCmXfO4Myr5pH2Wn9Qzvejf+hzP8UUnbGs5E9t1tv5bWD8+cj8qcRzJ1fJP3nQuyASCTyAEgE8B2AEf5sXyYE3JWtW40TYqJ13HknF6n6/nuuofLII3rdk/LliQYMIFqyhLLNBXxb/9UxokcfdRb1uHP0TqURzgu8dQ2KW/kaNWrwguZNN0X2nIcPJzp2rFj+HAJ1h0QygkWIHcIu4AAUgA8AvO7vZ8qkgGvY7Vx9EGFM377sMqL77yd6912iHTs4bFEr6lS3LtG0ac7W5IkTnBm4aJFz2r2/Y9gwjqb58kuiOXOIqlRxev/CeaX1p8w2Cyle2dhyRCFlqjGBHSs93e21sKa933470bp1gVVGLCHEBy5EQsA7AyAAmwBsKBo3eftMNAl4Sf1TsEVlp3hlo5SEAspueLf/lfTq1+eQwAceIBo4kCsIGi06VqlC9PHHRHv2OAuUzcZx5dpiYo8eXB51zx6OFW/a1Hk/depwXZMWLfyb3xVXEI0ZQzRzJmX3eMG9PEAIgutXyKanUbcuUefOXBXRsaZKFCOiLTjiScCDXsQkopVFVnjMoS0MFRTw+tS0acDgwcVzbA5hVLCRgoWSYH5oHkzPgkME//UvzuTzxK5dPDQ6deK0fceGCpddxouFAwbw8+rVgTZtOBxxddECa4sW3CPy9Gng8ce5xRsAtGvHPSWbNOFYt9WreRh1qAG4lVjXrrztnj2cCVq0CGoCkIXvL4QaAsBEPBN044SAWsS1acMZpA0a8GJkuXIBH68kkYVLwW+MVD1SI1os8MxM5wqkiYnFZ+n45dO0WLhw1siRgVmq113HtcZ/+40rEE6bxqVnfX0uOZn99J06OWeDXnwx1y3PyNBfS0nhZKTVq9lls3gxL/55sZyHYDol4VxI4ZaGBb9ctxs3Ti/iFcPIwqXgCspqNUIjsrP1JEiAxTxc/yT+3PoGfHtstRJ99lnAolfSQxNdBSsBdhakEGK53Xzgzz/PF6zt20tcuMPp8pCFS8EVTwIeE02Nw43JxG6TYcM4JrdcOfiVUecLf299A44jjo/naodE/PzwYX48dIj7Kc6dCxw5EvL8w43m9iDEAyAo2EKK5TZN6A2TyQRkZAbcPzJSxaS0fYfL5aHN8/XXubilZFcK3iiTAg6wz7t5c9//1IH84weVoh8MNWvqjy1aAJMn8wFzc/ngX3wBvPpqBA4cGI5JOAmwYRDm4l584NsH3rMn8NRTQPfuYZlHpH3K4fq9i+9bCJQyK+CAb0s40H8ox5oXSUnhser9JikJ6NiRf+7SBXjlFf7ZamXLPS+Pa4ycOgWcPMmPs2cDX34ZsSmZsBpZ6Oa5ZsqYMXxnUbMm10WPEJG+sIbr915sBoBQaijTAu4LT/9QnqzycKXoh5WEol9xlSo8HOndW//ZbucGElu3cuTG4cNcEGrrVn7/4ov5ApGaypEtixcDf/yhf75vX07L79GDGzJUrQqcOgVTxYowxccH7PIIJ+EQWG93YuH6vZeoASDEJNLQwQtGFjhQcre5wfhxw+H7jaT/uLgI5RyK07VRGr5rIfx4auggFrgXjCyriRNDv80NVogDFZFwCE9J+GUjIWLBFKDSKE7XRijzFMoeIuA+cP2HysjgoBC7nR8Dvc0NVhD9ERFX4QuH8BS3XzYaF/JcXRupqXwhFytZKGlEwINAc+cG49YNVhB9+UeNhC8cPtXi9ssG+/1E0vXgeCeWmgo8+WR0XWCEsosIeICYzXpgh9UauEUarCD6WigzEr5nn/X+GX9Ez9dxwy2cwXw/xWG1a3di4XChCUK4EAEPkFAt0lAiFrz5Rz3Ny9NnAhG9cOzDX4L5forTzSORIkI0IQIeIOEIGYvEQpXrbb7ZrL9uRDT7xwP9fopTVKMyVFQos4iAB0G0Rgpoc/LHKo5F/7gniltUo/X3L5Q9RMBLGf5axeG6k4gWa1REVSiLiICXMgKxikX0BCG2EQEvZRSnVey6iCkV9ASheBEBL4UUl2Xt6K4pKODyvHa7xEcLQnEhAi4YosV3p6Z6tqod3TVKsZDb7RIfLQjFhQi44IZjz1C7nfuGlivnblV7y1CU+GhBiDwi4IIbmmvEbufn3qxqR3eNPw0yBEEIHyLgghuaa8TRAvfHqpaoFkEoXkTABTdcXSMSWSII0YkIuGCIWNOCEP3EhfJhpVRPpdQfSqkdSqlnwjUpQRAEwTdBC7hSKh7ANAA3AmgKYKBSqmm4JiYIgiB4JxQLvB2AHUS0k4gsAD4GcGt4piUIgiD4IhQBrwtgr8PzfUWvCYIgCMVAKAJu1FDMrcW9UmqwUipXKZV75MiREA4nCMbk5HCnnJyckp6JIBQvoUSh7ANwqcPzSwAccN2IiGYCmAkA6enpbgIvCP7gqXVbNDZBFoTiIhQB/wVAI6VUAwD7AQwAcFdYZiUIDngT6eJspyYI0UbQLhQisgIYBuA7AFsBLCSiLeGamCBoGIm0hpY1Gh8vNViEskdIiTxE9A2Ab8I0F0EwxFuTimjqCiQIxY1kYgo+8eR/Li58ibRkjQplFRFwwSvRskgoIi0I7oSUSi+Ufrz5nwVBKFlEwAWvyCKhIEQv4kIRvCKLhIIQvYiACz4R/7MgRCfiQhEEQYhRRMAFQRBiFBFwQRCEGEUEXBAEIUYRARcEQYhRRMAFQRBiFEVUfCW6lVJHAOwO4qPVARwN83RKCjmX6ETOJTqRc2HqEVEN1xeLVcCDRSmVS0TpJT2PcCDnEp3IuUQnci7eEReKIAhCjCICLgiCEKPEioDPLOkJhBE5l+hEziU6kXPxQkz4wAVBEAR3YsUCFwRBEFyIGQFXSo1XSm1SSm1QSn2vlKpT0nMKFqXUy0qpbUXn87lSqkpJzylYlFJ3KKW2KKXsSqmYixZQSvVUSv2hlNqhlHqmpOcTCkqpd5VSh5VSv5X0XEJFKXWpUupnpdTWor+vJ0p6TsGilEpWSq1VSm0sOpcXw7bvWHGhKKUqE9Hpop8fB9CUiIaU8LSCQil1PYCfiMiqlJoMAEQ0uoSnFRRKqSsB2AG8A2AkEeWW8JT8RikVD2A7gB4A9gH4BcBAIvq9RCcWJEqprgDOAviAiJqV9HxCQSlVG0BtIlqvlKoEYB2APrH4u1FKKQAViOisUioRwEoATxDR6lD3HTMWuCbeRVQAEBtXHgOI6HsishY9XQ3gkpKcTygQ0VYi+qOk5xEk7QDsIKKdRGQB8DGAW0t4TkFDRMsBHC/peYQDIjpIROuLfj4DYCuAuiU7q+Ag5mzR08SiERb9ihkBBwCl1ASl1F4AdwN4oaTnEyYeALC0pCdRRqkLYK/D832IUZEozSil6gNoDWBNCU8laJRS8UqpDQAOA/iBiMJyLlEl4EqpH5VSvxmMWwGAiJ4joksBzAcwrGRn6x1f51K0zXMArODziVr8OZcYRRm8FrN3dqURpVRFAJ8BeNLlLjymICIbEbUC3223U0qFxcUVVS3ViKi7n5t+BOBrAOMiOJ2Q8HUuSqn7APQC0I2ifCEigN9LrLEPwKUOzy8BcKCE5iK4UOQv/gzAfCJaXNLzCQdEdFIpZQbQE0DIi81RZYF7QynVyOHpLQC2ldRcQkUp1RPAaAC3EFF+Sc+nDPMLgEZKqQZKqSQAAwB8WcJzEnBh4W8OgK1E9GpJzycUlFI1tEgzpVQKgO4Ik37FUhTKZwAagyMedgMYQkT7S3ZWwaGU2gGgHIBjRS+tjuGImr4A3gRQA8BJABuI6IYSnVQAKKVuAvA6gHgA7xLRhJKdUfAopRYAyABXvfsHwDgimlOikwoSpVRnACsAbAb/zwPAGCL6puRmFRxKqRYA3gf/jcUBWEhE/wnLvmNFwAVBEARnYsaFIgiCIDgjAi4IghCjiIALgiDEKCLggiAIMYoIuCAIQowiAi4IghCjiIALgiDEKCLggiAIMcr/A/n+D3SzwWpZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#이전case에 대한 paratetr가 있다면 이후 X값 에 따른 target값 예측가능?\n",
    "plt.plot(X_poly[:,0], y_temp, \"r-\")\n",
    "plt.plot(X, y, \"b.\")\n",
    "#plt.axis([0, 2, 0, 15])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "def plot_learning_curves(model, X, y):\n",
    "    X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2)\n",
    "    train_errors, val_errors = [], []\n",
    "    for m in range(1, len(X_train)):\n",
    "        model.fit(X_train[:m], y_train[:m])\n",
    "        y_train_predict = model.predict(X_train[:m])\n",
    "        y_val_predict = model.predict(X_val)\n",
    "        train_errors.append(mean_squared_error(y_train[:m], y_train_predict))\n",
    "        val_errors.append(mean_squared_error(y_val, y_val_predict))\n",
    "    plt.plot(np.sqrt(train_errors), \"r-+\", linewidth=2, label=\"훈련 세트\")\n",
    "    plt.plot(np.sqrt(val_errors), \"b-\", linewidth=3, label=\"검증 세트\")\n",
    "    plt.axis([0, 80, 0, 3])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZO++s32aKi+E//xNGjQqjPQBYvhxuvx1+9auwx+6AA8LysjLWXVPGpElhkNDcuTDoUOecR4+j3Rv/qLnxvn35et5yBvHmt69xro7r9yHXDJ3O4MMqsHN/lLW7J+7mzoWXXgpdKXvtFXY+1zkSrJE2bQpdtqtWhW8o6davhxUrUtPUqWGwwrx52bfbuTP84Afh/bLVVuE5tG0bHmP16vCYX38dHr9Dh1TXWteu4dtc55pjJQoqNi16d/czzkh9qn7nO+4rVjT8EzDdmjWh9Zj+qX3XXfnZdlZ//as/ytlVWgvVdzRm8tlnYQfhkUfW3PFXVOR+443u69blr8z580OL7e67w07Pp592f/VV98kXjvFPPgnHcS1bVrXlDO77Ms1/8AP3AdvN806sDq1ANno/PvMj+KefvcMb/gcu9DVr0h7shhvcjz02c3Pqxz8Ol+luuik0A5NfCcaMCder7Zn9gr6+HYsybrYt632n9gv8CP7pP+Qxv45bfCr71Vxxl13cL7vM/YUXatahg8kKrrLSfdq08GXu+OPdBw4Mf7Lu3cM3hMGD3f/0J6/6/xYDxKVFD2Fo9557hkuAH/8YHnooXJ8xI7T6Fy2qeh+z0EfWpk247Nw51X/Wrl3o4zzhhNCPm65Pn7AzrilbKwAbbryZ3W4+my8IHb433hj2Z9bH0qVw553hpJbprZ4ePWDQIDjooDD16RP6+BcvDtPq1eH5JYeGtW8fWizduqX6dZ99NgwRnDix/s/tlFPg0d1uoeOvbgBCUq6aMZfO++1E604dqo7723PP1LjE225LLR8yJAwk79gxjKtNOv982H77MF10UVjWtm3ohP3+91PfNFauDF//zjkHKiuZ9K4xYgQsW+ocUGIMHRr2dRwyuC1tPXE+oFWrwleMP/0pfHWqaw/xJZeEf8QDDwyd43W1+FvgNwBpHrFq0bu7P/FE1QbWT35S95C62qb27cMnfvLsAskpfcjUgw9Wfey1a92vucZ91Cj3xYvr8XFbhzEHjP328bbZJgxXa6gPPnA/5JD6vxZNMV1zTR37C5Ir1LWBPfcM4ysrK8P81VfXvX6nTmE8YlIdRwmvW5dhiG62o4qTy84/P/Pjb5PYLzBhgvs332TeRqZtiuQBTXkKhHxPuQS9u/uZZ+Y/mMzc77vP/Ve/Si3r3z91qpjKSvdzzknd1qeP+9Sp9f571HBA+5nfbvO22xq/vc2b3X//+1Tu5Gtq1Socjv+Tn4TX4cQT3Y84wn2//dx33NG9Wzf31q3D6/LQQ1mKzBSqF16Y+YFLS6uuv3p1WD5iRO3r5/KY2WRaP1NwH3xw5jqS5xAaNSp09Vx5ZZh/552qe/Cy1aXuIMlBQ4I+sl03SUuXhm/66UMN27cPZ/E94oiaZ7rcvDlMFRWpnUnpw6vatoXHHgs7e1etCkPDkkc9PvFE6An4/e/DjsJ07duHnbdnnNGw5/vBtAr2GdAmUYOzaJHl7ajAioow3nfSpHD4+7vvhl6M7bYLXTo9eoTeieT44Q0bwo7eFSvCPtDly8POqH33DTutTj013LcuyX+beg/lqz6mPdMRuo1ZP1+qd70kH3fTJnj55TCer2fPmv2HmRx8cNjRPGhQ1dpre4zabhchhl03SW++GXa0HH+8+yOPhIZefXz2mfv994d9eO+8U/W2665LNcwGDHB/662wg7Ouboo33wxDy+bPz31Y3X+dv/zbbZxxRv3qj5Vcuk0as35Tqa2OVatSO2vvvtv9zjvdb7+9aks/fTrppLBnfcqUMD9mTPgWkNwh/cMful9xRTgsFdyXL6+9hmxHN0ssEceum6a2eHHVvvrOnasG/7Rp4fDl2oK/XbtwUsi6xthu3Oi+XZd1397nhRea7elFXz66WQoh2wcQhL61Cy6o/Z8n1360QYPcb745zK9cWftjZloWlddL8kZB30CjRtV8f3Xr5v755+H2FSvchw2r+/3485/Xvv3x41PrfafjiiqnjZeYyKW1nWzRZ/oHSu6M+t73sof/Ntu4H3RQuH7iie5HHeVeUhJ2akPY+TRhQmofR7a6st3eyHMaNejDRh9QtVLQN9AXX1T9sROzmueDrqgI38qPOy68x3bbLYzXTX//3X575u2fckpqnWuGTWvy5yMRlanVn23+2muzB3+26bLL3J980v2rr7IHf/L2ZcvCmyDZDTVzZuow8vp+eOSyfn1/X6EFU9A3QvpIul/+Mrf7bNzoPnx41ffUAw9UXWfJkqofIrMfm5z/4mXL0JAfi6k+X1kZzt3xr3+F+aefDqd/nDQpDA2DcA6HuoL/yivdn3sujDuFEOqvvOL+29+G+Z13zny/oqLUt4bLL3e/4w73p55K1ZX+PCoq3P/+d/ehQ8PthxziftFFYbgbhHMjVP9FtLlzw5jqG24I8xMnpn55KB/BH5MPCwV9I3zzTTjo8g9/qN85ZL75xv3ww1PvhVat3MeNS/3f33VX6raDeSv87IyIe/27UbJ9A6i+bO3aMH/kkZmDu6HnV8409eoVup/uvz/Md+mS/T5FRWG87qGH1r3e9tuHyyefdF+wIPNzz/YtYd26/HxYRICCvkBWrgxjzNP/N486KozwSV/+h85XFbpU2ZI1ZNRNerglf2MgvWWSPpWUhMvp08OZzapvY82acHYvcD/mmOxBvvPOqa6fc8/N/UPjsMPCZW0nvE9+iFx+eTj72rhxYX7WrPAVuqIitNaSX88HDQoHfiQ/9K6+OvzoAVRt1W0ho5oU9AW0eHGW0Tms9RWDTih0mdLS1BX8y5eH+dp+VL62ZZnmf/KTzP/4paW133/t2vBDqq++6jW6f5LrLF8eupkgtP5z+aBo1cq9Q4fc1u3cOXwQXHJJmH/vvdSJo3J5LbJ9ODTBB4OCvsCWLAndkMnGQ/p0FuPCm0GkkBqy0zNbeGX7IMj1lBO53Keiwn3GjDBf28nwMk3JndpnnZV93TZtwq+1QxgllRzVlDx/+ujR7s88Ew7QgXBAzaefhl8Ah3De8blzQzdTfT8YaltW5aVQ0EfCxx+7/+AHVf93JnCU+z33FLo0kary0eJs7EFwudRRnw+XjRvDDuZcvolcdVXuHxYNnfbYIxwId+utYf7FF8Pw1+QO9fTf0vzzn7O+fgr6iJkyJXwjHLPT/6T+oCJx1xz92Pn8llB9/uuvw+HvUHVU0+TJYVlznE2wDgr6KKqsdC8uDi91csSAiORXU39LyHWdTPO1ncQvlynDc2hI0LfJ47l2JJPFi8MZxoqLw0mwRCT/Mp38LdsJ4arfXlpa93xty7IZOzZMkNtJ+prgxH2tsq8ijfLvf4fLPfZo3K82i0jTqh78uXx4ZPtwaMgHQxNQ0De12bPD5e67F7YOEcm/bB8OzfWtIQsFfVNLb9GLSMvWkG8NeaCgb2rJoFeLXkQKREHf1JJdN2rRi0iBKOib0vLlYdQNQJ8+ha1FRFqsrEFvZg+a2RIzm1nL7YPNbJWZTU9MN+W/zC1QWRlss01qvnXrMOpGvwEqIs0sl3H0DwP3Ao/Usc4b7j4iLxXFRffu4bKoKPygdJ7HxYqI5Cpri97dXweWN0Mt8fHDH8Lll4frDzxQ2FpEpMXL15Gxh5jZ+8AC4GfuPivTSmY2EhgJ0Ldv3zw9dMRMnw6PPx6ul5bCj34En35a0JJEpGUzz6FLwcz6Ac+6+14ZbtsaqHT3NWY2HLjL3XfJts2SkhKfPHlyA0qOsEWLoKQEvvwSzjkHHnlER8OKSF6Z2RR3L6nPfRo96sbdV7v7msT154EiM+ve2O1uccrKoFevEPIAjz0GrVpp56uIFFyju27MrCew2N3dzAYSPjyWNbqyLc2ll8Jvfwtr14Z57XwVkYjIGvRm9jgwGOhuZuVAKVAE4O5jgNOAS8ysAlgHnOm59AfFzZgxIeSPOw5eeqnQ1YiIfCtr0Lv7WVluv5cw/LLlWr8e7rknXL/6ajj44MLWIyKSRkfGVpfLSYeqe/TRcATsfvvB0UerX15EIkVBX93o0bB5M5SXw9tvh/m6VFbC7beH61dfrVE2IhI5CvqkysowJBJgq63CuWkOPTTMn3oqTJsWrldvrT/7LHz0EfTtC6ef3mzliojkSkEPIbxbt4Zx48L85s1Vb3/6aRgwAHbdNbTw169P3fbTn4bLK68MpzsQEYkYBT2EoJ84MTW/fn3q53kB/uu/oH17+OSTMN+pUzi//Eknwfz50KUL/Md/NHvZIiK50I+DJy1LG/q/1VZVb+vcGdatS81v3gwffhgmgEsuCeuIiESQWvRJyxPnbdtnn6rLS0tDiz+9hX/99VXX+c1vdApiEYksteiTkkF/1FFVl2cK71tuCROEgG+Bx4eJyJZDLfqkZNB361b3ek3wC+0iIk1JQZ+Ua9BXb+Er+EUk4hT0ScmgT//5v1yoX15EIk5Bn5Rri15EZAujoE9KDq9U0ItIzCjok9SiF5GYUtAnKehFJKYU9ACbNsHq1eGn/7p0KXQ1IiJ5paAHWLkyXHbtGsJeRCRGlGqgbhsRiTUFPSjoRSTWFPSgoZUiEmsKelCLXkRiTUEPCnoRiTUFPTT8PDciIlsABT2oRS8isaagBwW9iMSagh4U9CISawp60PBKEYm1rEFvZg+a2RIzm1nL7WZmd5vZHDObYWYD8l9mE1OLXkRiLJcW/cPAsDpuPx7YJTGNBO5vfFnNTEEvIjGWNejd/XVgeR2rnAw84sE7QLGZ9cpXgU1u8+ZwUjMzKC4udDUiInmXjz763sD8tPnyxLIazGykmU02s8lfffVVHh46D5JnriwuhtatC1mJiEiTyEfQW4ZlnmlFdx/r7iXuXrLtttvm4aHzQN02IhJz+Qj6cqBP2vz2wII8bLd5KOhFJObyEfTjgXMTo28OBla5+8I8bLd5aGiliMRcm2wrmNnjwGCgu5mVA6VAEYC7jwGeB4YDc4C1wPlNVWyTUIteRGIua9C7+1lZbndgVN4qam46oZmIxJyOjFWLXkRiTkGvoBeRmFPQK+hFJOYU9Ap6EYk5Bb2GV4pIzCnoNepGRGJOQa+uGxGJuZYd9JWVsGJFuK4zV4pITLXsoF+1CtyhSxdok/XYMRGRLdKWFfRlZfndnrptRKQF2LKCfvTo/G5PQS8iLcCWEfSLF8Nuu+V/u8mhlRpxIyIxFv2gLyuDnj3ho4/CvFmY8tGNoxa9iLQA0d8DWVYG06bB+PFhvksXmD4d+vVr/LYV9CLSAkS/Rb9xI7z6amp+1So4+2yoqGj8thX0ItICRD/o334b1qyB3XeHq6+G3r3hrbfgF79ofPeNgl5EWoDoB/3LL4fL446DW2+FRx8NffQ339z4UTgKehFpAaIf9C+9FC6HDg2XRx0F118fDnQC+Pjjhm9bQS8iLUC0g/6rr2DqVNhqKzjyyLCsrAxuuSW1Tv/+DR+Fo+GVItICRDvoX3kltNwPPxw6dAjLysrCsjVrUuv16QPnnVf/sFeLXkRagGgHfbJ/Ptltk65jx3A5aBDMnw9HH13/PnsFvYi0ANENeveqO2IzKS2F55+Hgw6CL74IyyZMyG37lZWpoO/atVGliohEWXSDfuZMWLAgHBW7996Z1ykrgzvugEmTUsuOOSb02f/sZ3V35Xz9dQj7zp2hqCiflYuIREp0gz6928as9vWSffYbNoT5du3C5QMPhK6cysrM90u25ltF9yUQEcmH6KZcclhlbd021bVtGy5nzYJhw2DlyjB/2GHwwQfhenoLPxn0q1Y1tlIRkUiLZtCvWwevvx6uH3ts7vcrLYVHHoEXX0wte/tt2GefEPijR8PateGUCmPG5LdmEZGIimbQv/56qitm221zv19ZWaorJ3lA1ahRoevnzTfDfHExDBkCf/xj6n75PCOmiEjE5BT0ZjbMzD4yszlmdm2G2web2Sozm56YbmpwRWVloesltfHGhXD37qnQB9i0KVwedBA8/XS4nvxgUNCLSAxlPU2xmbUG7gOOBcqB98xsvLv/u9qqb7j7iEZXVFYGS5fCffeF+fSQrq/S0lQrv6IijK5ZsUI/BC4iLUouLfqBwBx3/8zdNwJ/Bk5u0qq+/DI/20lvoSd//Lt6yJeW5uexREQiKpeg7w3MT5svTyyr7hAze9/MXjCzPRtVVTLoL7igUZupIVOoq7tGRGIul1+YyjSIvXp/ylRgB3dfY2bDgWeAXWpsyGwkMBKgb9++tT9iMuhvanhXf0YKdRFpgXJp0ZcDfdLmtwcWpK/g7qvdfU3i+vNAkZl1r74hdx/r7iXuXrJtbaNpKipg0aJwvVevHMoTEZG65BL07wG7mNmOZtYWOBMYn76CmfU0C4evmtnAxHaXNaiixYvD0azbbZc6CEpERBosa9eNu1eY2U+Bl4DWwIPuPsvMLk7cPgY4DbjEzCqAdcCZ7g0cLpPstumdaTeAiIjUVy599MnumOerLRuTdv1e4N68VKSgFxHJq+gdGaugFxHJq+gG/fbbF7YOEZGYiG7Qq0UvIpIXCnoRkZiLXtCXl4dLBb2ISF5EK+jd1aIXEcmzaAX96tXwzTfQoQN06VLoakREYiFaQZ/emq/rd2JFRCRn0Q16ERHJCwW9iEjMKehFRGJOQS8iEnMKehGRmFPQi4jEnIJeRCTmohP0mzaFX5cyg549C12NiEhsRCfoFy0Kp0Do0QOKigpdjYhIbEQn6NVtIyLSJBT0IiIxp6AXEYm56AW9fkJQRCSvohf0atGLiOSVgl5EJOaiE/T6CUERkSYRjaDXTwiKiDSZaAT9ypWwbh106gRbb13oakREYiUaQa/WvIhIk1HQi4jEXE5Bb2bDzOwjM5tjZtdmuN3M7O7E7TPMbEDWjS5YkLquoBcRaTJtsq1gZq2B+4BjgXLgPTMb7+7/TlvteGCXxHQQcH/isnYLF8KUKeF68lJBLyKSd1mDHhgIzHH3zwDM7M/AyUB60J8MPOLuDrxjZsVm1svdF9a55ZKSqvMKehGRvMsl6HsD89Pmy6nZWs+0Tm+gStCb2UhgJMA2QLWYh0svhUsvZTEsLIcF1W8ukO7A0kIXkQPVmV9bQp1bQo2gOvOtf33vkEvQW4Zl3oB1cPexwFgAM5u81L1G1keNmU121Zk3qjN/toQaQXXmm5lNru99ctkZWw70SZvfnpqt7VzWERGRAsgl6N8DdjGzHc2sLXAmML7aOuOBcxOjbw4GVmXtnxcRkWaRtevG3SvM7KfAS0Br4EF3n2VmFyduHwM8DwwH5gBrgfNzeOyxDa66eanO/FKd+bMl1AiqM9/qXaeFgTIiIhJX0TgyVkREmoyCXkQk5goS9NlOqVAoZvagmS0xs5lpy7qZ2T/M7JPEZdcC19jHzF4zs9lmNsvMLo9one3M7F0zez9R5+go1plkZq3NbJqZPZuYj1ydZvaFmX1gZtOTQ+wiWmexmT1hZh8m/k8PiVqdZtY/8Tomp9VmdkUE67wy8f6ZaWaPJ95X9a6x2YM+7ZQKxwN7AGeZ2R7NXUctHgaGVVt2LTDB3XcBJiTmC6kCuMrddwcOBkYlXr+o1bkBONrd9wX2A4YlRmRFrc6ky4HZafNRrfMod98vbbx3FOu8C3jR3XcD9iW8rpGq090/SryO+wEHEAaRPE2E6jSz3sBlQIm770UYDHNmg2p092adgEOAl9LmrwOua+466qivHzAzbf4joFfiei/go0LXWK3evxPOQxTZOoEOwFTCEdWRq5Nw3McE4Gjg2aj+3YEvgO7VlkWqTmBr4HMSAz2iWme12oYCb0atTlJnHOhGGCH5bKLWetdYiK6b2k6XEFU9PHFMQOJyuwLX8y0z6wfsD0wignUmukOmA0uAf7h7JOsE7gT+G6hMWxbFOh142cymJE4nAtGrcyfgK+ChRFfYH82sI9GrM92ZwOOJ65Gp092/BG4D5hFOJ7PK3V9uSI2FCPqcTpcgdTOzTsCTwBXuvrrQ9WTi7ps9fDXeHhhoZnsVuKQazGwEsMTdpxS6lhwMcvcBhG7PUWZ2RKELyqANMAC43933B74hGt1JGSUOAj0J+Fuha6ku0fd+MrAj8B2go5md05BtFSLot7TTJSw2s14AicslBa4HMysihPw4d38qsThydSa5+0rgn4T9H1GrcxBwkpl9AfwZONrMHiN6deLuCxKXSwj9yQOJXp3lQHni2xvAE4Tgj1qdSccDU919cWI+SnUeA3zu7l+5+ybgKeDQhtRYiKDP5ZQKUTIeOC9x/TxCn3jBmJkBDwCz3f2OtJuiVue2ZlacuN6e8E/7IRGr092vc/ft3b0f4X/xVXc/h4jVaWYdzaxz8jqhr3YmEavT3RcB880seYbFIYRTmkeqzjRnkeq2gWjVOQ842Mw6JN73Qwg7tutfY4F2MgwHPgY+BW4o1M6ODHU9TugL20RomfwH4YzKE4BPEpfdClzjYYSurhnA9MQ0PIJ17gNMS9Q5E7gpsTxSdVareTCpnbGRqpPQ9/1+YpqVfN9Erc5ETfsBkxN/+2eArhGtswOwDOiStixSdQKjCQ2kmcCjwFYNqVGnQBARiTkdGSsiEnMKehGRmFPQi4jEnIJeRCTmFPQiIjGnoBcRiTkFvYhIzP1/8+F84mItvsEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lin_reg = LinearRegression()\n",
    "plot_learning_curves(lin_reg, X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "polynomial_regression = Pipeline([\n",
    "    (\"poly_features\", PolynomialFeatures(degree = 10, include_bias=False)),\n",
    "    (\"lin_reg\", LinearRegression()),\n",
    "])\n",
    "\n",
    "plot_learning_curves(polynomial_regression, X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.04021509]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "ridge_reg = Ridge(alpha = 1, solver=\"cholesky\")\n",
    "ridge_reg.fit(X, y)\n",
    "ridge_reg.predict([[1.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5.0378685])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_reg = SGDRegressor(penalty=\"l2\")\n",
    "sgd_reg.fit(X, y.ravel())\n",
    "sgd_reg.predict([[1.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.99305758])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import Lasso\n",
    "lasso_reg = Lasso(alpha=0.1)\n",
    "lasso_reg.fit(X, y)\n",
    "lasso_reg.predict([[1.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.99234526])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import ElasticNet\n",
    "elastic_reg = ElasticNet(alpha = 0.1, l1_ratio=0.5)\n",
    "elastic_reg.fit(X, y)\n",
    "elastic_reg.predict([[1.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\hjhhi\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.base import clone\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2)\n",
    "\n",
    "poly_scaler = Pipeline([\n",
    "        (\"poly_features\", PolynomialFeatures(degree=90, include_bias=False)),\n",
    "        (\"std_scaler\", StandardScaler()),\n",
    "    ])\n",
    "\n",
    "X_train_poly_scaled = poly_scaler.fit_transform(X_train)\n",
    "X_val_poly_scaled = poly_scaler.transform(X_val)\n",
    "\n",
    "sgd_reg = SGDRegressor(max_iter =1, tol=-np.infty, warm_start=True, penalty=None, learning_rate=\"constant\", eta0=0.0005)\n",
    "\n",
    "minimum_val_error = float(\"inf\")\n",
    "best_epoch = None\n",
    "best_model = None\n",
    "for epoch in range(1000):\n",
    "    sgd_reg.fit(X_train_poly_scaled, y_train)\n",
    "    y_val_predict = sgd_reg.predict(X_val_poly_scaled)\n",
    "    val_error = mean_squared_error(y_val, y_val_predict)\n",
    "    if val_error < minimum_val_error:\n",
    "        minimum_val_error = val_error\n",
    "        best_epoch = epoch\n",
    "        best_model = clone(sgd_reg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "163"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SGDRegressor(eta0=0.0005, learning_rate='constant', max_iter=1, penalty=None,\n",
       "             tol=-inf, warm_start=True)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "list(iris.keys())\n",
    "X = iris[\"data\"][:,3:]\n",
    "y = (iris[\"target\"]==2).astype(np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "log_reg = LogisticRegression()\n",
    "log_reg.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2159c98d670>]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_new = np.linspace(0, 3, 1000).reshape(-1, 1)\n",
    "y_proba = log_reg.predict_proba(X_new)\n",
    "plt.plot(X_new, y_proba[:, 1], \"g--\", label=\"Iris virginica\")\n",
    "plt.plot(X_new, y_proba[:, 0], \"b--\", label=\"Not Iris virginica\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0])"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_reg.predict([[1.7],[1.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=10, multi_class='multinomial')"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = iris[\"data\"][:, (2,3)]\n",
    "y = iris[\"target\"]\n",
    "\n",
    "softmax_reg = LogisticRegression(multi_class=\"multinomial\",solver=\"lbfgs\",C=10)\n",
    "softmax_reg.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "softmax_reg.predict([[5, 2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6.38014896e-07, 5.74929995e-02, 9.42506362e-01]])"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "softmax_reg.predict_proba([[5,2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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