Mod17_tarefa03.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JBRyxaF-5IRm"
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/rhatiro/Curso_EBAC-Profissao_Cientista_de_Dados/main/ebac-course-utils/media/logo/newebac_logo_black_half.png\" alt=\"ebac-logo\">\n",
    "\n",
    "---\n",
    "\n",
    "# **Profissão: Cientista de Dados**\n",
    "### **Módulo 17** | Exercício 3 - Árvores II\n",
    "\n",
    "Aluna [Lays Félix](https://www.linkedin.com/in/laysfelixbusiness)<br>\n",
    "Data: 31 de julho de 2024\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IvT0mtQE5IRn"
   },
   "source": [
    "# Árvores II - Tarefa 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oCrVkCY25IRn"
   },
   "source": [
    "### 1. Carregar as bases\n",
    "\n",
    "Vamos utilizar nesta tarefa as bases de reconhecimento de atividade humana através do celular. Carregue novamente as bases salvas na tarefa I."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "sfaDhAQN5IRn"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import ConfusionMatrixDisplay\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "8I2HjiG07q5o"
   },
   "outputs": [],
   "source": [
    "# train\n",
    "X_train = pd.read_csv('./output/X_train.csv')\n",
    "y_train = pd.read_csv('./output/y_train.csv')\n",
    "\n",
    "# test\n",
    "y_test = pd.read_csv('./output/y_test.csv')\n",
    "X_test = pd.read_csv('./output/X_test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yXSu553E5IRo"
   },
   "source": [
    "### 2. Calcule os ```ccp_alphas```.\n",
    "\n",
    "Vamos seguir uma lógica bem em linha com o que já estamso acostumados, com as seguintes orientações:\n",
    "\n",
    "- Utilizar treinamento e teste conforme já vieram definidos originalmente\n",
    "- Por pragmatismo, utilizar ```min_samples_leaf=20```\n",
    "- Utilize as mesmas \"3 melhores variáveis\" identificadas no exercício anterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "VPhmHO4R8yEI"
   },
   "outputs": [],
   "source": [
    "X_train_cut = X_train[['41 tGravityAcc-mean()-X', '308 fBodyAcc-bandsEnergy()-41,48', '505 fBodyAccMag-mad()']]\n",
    "X_test_cut = X_test[['41 tGravityAcc-mean()-X', '308 fBodyAcc-bandsEnergy()-41,48', '505 fBodyAccMag-mad()']]"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {
    "colab": {
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    "id": "-nI-MoBg5IRo",
    "outputId": "080e03aa-e6c3-4f4d-9479-f8f35a5cef8c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 31.2 ms\n",
      "Wall time: 65.8 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.00000000e+00, 6.47931635e-06, 7.58739181e-06, 8.99098135e-06,\n",
       "       9.28838144e-06, 1.08813928e-05, 1.25092317e-05, 2.47304382e-05,\n",
       "       2.50103721e-05, 2.72034820e-05, 2.84988860e-05, 2.96924042e-05,\n",
       "       3.07517623e-05, 3.19901575e-05, 4.74134763e-05, 5.00791374e-05,\n",
       "       5.27582682e-05, 5.84074762e-05, 5.86326132e-05, 5.92786314e-05,\n",
       "       6.34747914e-05, 6.38776574e-05, 6.56886757e-05, 7.11385603e-05,\n",
       "       8.16104461e-05, 9.02335924e-05, 9.33174579e-05, 9.50142408e-05,\n",
       "       9.52121872e-05, 9.72394102e-05, 9.92328276e-05, 1.02083049e-04,\n",
       "       1.09686918e-04, 1.16960425e-04, 1.19035843e-04, 1.21588291e-04,\n",
       "       1.24679119e-04, 1.25647630e-04, 1.29485368e-04, 1.29861909e-04,\n",
       "       1.31149145e-04, 1.33704189e-04, 1.36760588e-04, 1.44454150e-04,\n",
       "       1.45929085e-04, 1.46294281e-04, 1.56021551e-04, 1.64117710e-04,\n",
       "       1.65399526e-04, 1.74153918e-04, 1.74268887e-04, 1.77194379e-04,\n",
       "       1.77227083e-04, 1.85057701e-04, 1.86388173e-04, 1.99551937e-04,\n",
       "       2.00354224e-04, 2.05309105e-04, 2.19395394e-04, 2.23975336e-04,\n",
       "       2.24271066e-04, 2.34848448e-04, 2.43566060e-04, 2.44866585e-04,\n",
       "       2.53481145e-04, 2.53899166e-04, 2.54261522e-04, 2.58164270e-04,\n",
       "       2.60430538e-04, 2.84918252e-04, 2.85098906e-04, 2.93218484e-04,\n",
       "       3.01972779e-04, 3.08643884e-04, 3.23751330e-04, 3.27822621e-04,\n",
       "       3.29865999e-04, 3.46051695e-04, 3.49467926e-04, 3.86381765e-04,\n",
       "       3.88851206e-04, 3.91565272e-04, 3.94606434e-04, 4.07722815e-04,\n",
       "       4.12260562e-04, 4.12750664e-04, 4.24003429e-04, 4.26721287e-04,\n",
       "       4.27775046e-04, 4.29815016e-04, 4.38028175e-04, 4.47642763e-04,\n",
       "       4.52960445e-04, 4.76122816e-04, 4.76865540e-04, 4.81393671e-04,\n",
       "       4.88917589e-04, 4.89422639e-04, 4.89824602e-04, 5.02249270e-04,\n",
       "       5.09255804e-04, 5.19355951e-04, 5.35886838e-04, 5.98957258e-04,\n",
       "       6.06296616e-04, 6.53464231e-04, 6.64633886e-04, 6.95715181e-04,\n",
       "       7.05396178e-04, 7.32889990e-04, 7.35791414e-04, 7.39489626e-04,\n",
       "       7.67957389e-04, 8.07853622e-04, 8.11414374e-04, 8.94342870e-04,\n",
       "       1.04083985e-03, 1.22050724e-03, 1.30500159e-03, 1.32787217e-03,\n",
       "       1.32816365e-03, 1.49455788e-03, 2.10432572e-03, 2.25443052e-03,\n",
       "       2.31897401e-03, 2.53609632e-03, 2.55384160e-03, 2.93368914e-03,\n",
       "       3.18907235e-03, 4.25765440e-03, 6.27166672e-03, 7.62744803e-03,\n",
       "       9.47914545e-03, 2.28973288e-02, 3.50643525e-02, 8.88565063e-02,\n",
       "       1.64652090e-01, 1.85974665e-01])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "path = DecisionTreeClassifier(random_state=2360873, min_samples_leaf=20).cost_complexity_pruning_path(X_train_cut, y_train)\n",
    "ccp_alphas, impurities = path.ccp_alphas, path.impurities\n",
    "ccp_alphas = np.unique(ccp_alphas[ccp_alphas>=0])\n",
    "ccp_alphas\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VAugBCiY5IRo"
   },
   "source": [
    "### 3. *Grid Search*\n",
    "\n",
    "Vou deixar especificações iniciais mínimas, que visam limitar o tempo de máquina, pois um procedimento desses pode demorar muito tempo dependendo da especificação. Mas conforme você for ficando confortável com o tempo consumido pelo procedimento, pode fazer um algoritmo mais exaustivo, por exemplo, avaliando mais valores de ```ccp_alpha```.\n",
    "\n",
    "- Meça o tempo\n",
    "- Utilize a base de treinamento\n",
    "- Utilize um *cross validation* do tipo *k-fold*, especifique k=10\n",
    "- Você pode ler 1 a cada ```k``` valores para uma melhor varredura utilizando, por exemplo, ```ccp_alpha[::10]```\n",
    "- Não se esqueça de limitar o número de variáveis"
   ]
  },
  {
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 0 ns\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'ccp_alpha': array([0.00000000e+00, 6.47931635e-06, 7.58739181e-06, 8.99098135e-06,\n",
       "        9.28838144e-06, 1.08813928e-05, 1.25092317e-05, 2.47304382e-05,\n",
       "        2.50103721e-05, 2.72034820e-05, 2.84988860e-05, 2.96924042e-05,\n",
       "        3.07517623e-05, 3.19901575e-05, 4.74134763e-05, 5.00791374e-05,\n",
       "        5.27582682e-05, 5.84074762e-05, 5.86326132e-05, 5.92786314e-05,\n",
       "        6.34747914e-05, 6.38776574e-05, 6.56886757e-05, 7.11385603e-05,\n",
       "        8.16104461e-05, 9.02335924e-05, 9.33174579e-05, 9.50142408e-05,\n",
       "        9.52121872e-05, 9.72394102e-05, 9.92328276e-05, 1.02083049e-04,\n",
       "        1.09686918e-04, 1.16960425e-04, 1.19035843e-04, 1.21588291e-04,\n",
       "        1.24679119e-04, 1.25647630e-04, 1.29485368e-04, 1.29861909e-04,\n",
       "        1.31149145e-04, 1.33704189e-04, 1.36760588e-04, 1.44454150e-04,\n",
       "        1.45929085e-04, 1.46294281e-04, 1.56021551e-04, 1.64117710e-04,\n",
       "        1.65399526e-04, 1.74153918e-04, 1.74268887e-04, 1.77194379e-04,\n",
       "        1.77227083e-04, 1.85057701e-04, 1.86388173e-04, 1.99551937e-04,\n",
       "        2.00354224e-04, 2.05309105e-04, 2.19395394e-04, 2.23975336e-04,\n",
       "        2.24271066e-04, 2.34848448e-04, 2.43566060e-04, 2.44866585e-04,\n",
       "        2.53481145e-04, 2.53899166e-04, 2.54261522e-04, 2.58164270e-04,\n",
       "        2.60430538e-04, 2.84918252e-04, 2.85098906e-04, 2.93218484e-04,\n",
       "        3.01972779e-04, 3.08643884e-04, 3.23751330e-04, 3.27822621e-04,\n",
       "        3.29865999e-04, 3.46051695e-04, 3.49467926e-04, 3.86381765e-04,\n",
       "        3.88851206e-04, 3.91565272e-04, 3.94606434e-04, 4.07722815e-04,\n",
       "        4.12260562e-04, 4.12750664e-04, 4.24003429e-04, 4.26721287e-04,\n",
       "        4.27775046e-04, 4.29815016e-04, 4.38028175e-04, 4.47642763e-04,\n",
       "        4.52960445e-04, 4.76122816e-04, 4.76865540e-04, 4.81393671e-04,\n",
       "        4.88917589e-04, 4.89422639e-04, 4.89824602e-04, 5.02249270e-04,\n",
       "        5.09255804e-04, 5.19355951e-04, 5.35886838e-04, 5.98957258e-04,\n",
       "        6.06296616e-04, 6.53464231e-04, 6.64633886e-04, 6.95715181e-04,\n",
       "        7.05396178e-04, 7.32889990e-04, 7.35791414e-04, 7.39489626e-04,\n",
       "        7.67957389e-04, 8.07853622e-04, 8.11414374e-04, 8.94342870e-04,\n",
       "        1.04083985e-03, 1.22050724e-03, 1.30500159e-03, 1.32787217e-03,\n",
       "        1.32816365e-03, 1.49455788e-03, 2.10432572e-03, 2.25443052e-03,\n",
       "        2.31897401e-03, 2.53609632e-03, 2.55384160e-03, 2.93368914e-03,\n",
       "        3.18907235e-03, 4.25765440e-03, 6.27166672e-03, 7.62744803e-03,\n",
       "        9.47914545e-03, 2.28973288e-02, 3.50643525e-02, 8.88565063e-02,\n",
       "        1.64652090e-01, 1.85974665e-01])}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "clf = DecisionTreeClassifier(random_state=2360873)\n",
    "grid_parametros = {'ccp_alpha': ccp_alphas}\n",
    "grid_parametros"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "fOqWLfoI-Jix",
    "outputId": "b745e165-e91a-4a46-f738-52d67e1d1cfb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 138 candidates, totalling 1380 fits\n",
      "[CV 1/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 1/10; 1/138] END .............ccp_alpha=0.0;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 2/10; 1/138] END .............ccp_alpha=0.0;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 3/10; 1/138] END .............ccp_alpha=0.0;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 4/10; 1/138] END .............ccp_alpha=0.0;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 5/10; 1/138] END .............ccp_alpha=0.0;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 6/10; 1/138] END .............ccp_alpha=0.0;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 7/10; 1/138] END .............ccp_alpha=0.0;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 8/10; 1/138] END .............ccp_alpha=0.0;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 1/138] START ccp_alpha=0.0............................................\n",
      "[CV 9/10; 1/138] END .............ccp_alpha=0.0;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 1/138] START ccp_alpha=0.0...........................................\n",
      "[CV 10/10; 1/138] END ............ccp_alpha=0.0;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 1/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 2/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 3/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 4/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 5/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 6/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 7/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 8/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 2/138] START ccp_alpha=6.479316350127399e-06..........................\n",
      "[CV 9/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 2/138] START ccp_alpha=6.479316350127399e-06.........................\n",
      "[CV 10/10; 2/138] END ccp_alpha=6.479316350127399e-06;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 1/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 2/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 3/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.678 total time=   0.1s\n",
      "[CV 4/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 4/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 5/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 6/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 7/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 8/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 3/138] START ccp_alpha=7.587391808774099e-06..........................\n",
      "[CV 9/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 3/138] START ccp_alpha=7.587391808774099e-06.........................\n",
      "[CV 10/10; 3/138] END ccp_alpha=7.587391808774099e-06;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 1/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 2/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 3/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 4/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 5/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 6/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 7/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 8/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 4/138] START ccp_alpha=8.990981354088114e-06..........................\n",
      "[CV 9/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 4/138] START ccp_alpha=8.990981354088114e-06.........................\n",
      "[CV 10/10; 4/138] END ccp_alpha=8.990981354088114e-06;, score=0.701 total time=   0.1s\n",
      "[CV 1/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 1/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 2/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 3/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 4/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 5/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 6/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 7/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 8/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 5/138] START ccp_alpha=9.288381441454469e-06..........................\n",
      "[CV 9/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 5/138] START ccp_alpha=9.288381441454469e-06.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 5/138] END ccp_alpha=9.288381441454469e-06;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 1/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 2/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 3/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 4/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 5/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 6/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 7/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 8/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.678 total time=   0.1s\n",
      "[CV 9/10; 6/138] START ccp_alpha=1.0881392818280961e-05.........................\n",
      "[CV 9/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 6/138] START ccp_alpha=1.0881392818280961e-05........................\n",
      "[CV 10/10; 6/138] END ccp_alpha=1.0881392818280961e-05;, score=0.701 total time=   0.1s\n",
      "[CV 1/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 1/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 2/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 3/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 4/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 5/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 6/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 7/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 8/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.678 total time=   0.1s\n",
      "[CV 9/10; 7/138] START ccp_alpha=1.2509231703744907e-05.........................\n",
      "[CV 9/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 7/138] START ccp_alpha=1.2509231703744907e-05........................\n",
      "[CV 10/10; 7/138] END ccp_alpha=1.2509231703744907e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 1/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 2/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 3/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 4/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 5/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 6/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 7/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 8/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 8/138] START ccp_alpha=2.47304382233653e-05...........................\n",
      "[CV 9/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 8/138] START ccp_alpha=2.47304382233653e-05..........................\n",
      "[CV 10/10; 8/138] END ccp_alpha=2.47304382233653e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 1/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 2/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 3/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 4/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 5/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 6/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 7/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 8/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 9/138] START ccp_alpha=2.5010372144937594e-05.........................\n",
      "[CV 9/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 9/138] START ccp_alpha=2.5010372144937594e-05........................\n",
      "[CV 10/10; 9/138] END ccp_alpha=2.5010372144937594e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 1/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 2/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 3/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 4/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 5/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 6/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 7/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 8/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 10/138] START ccp_alpha=2.7203482045701916e-05........................\n",
      "[CV 9/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 10/138] START ccp_alpha=2.7203482045701916e-05.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 10/138] END ccp_alpha=2.7203482045701916e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 1/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 2/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 3/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 4/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 5/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 6/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 7/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 8/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 11/138] START ccp_alpha=2.849888595264009e-05.........................\n",
      "[CV 9/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 11/138] START ccp_alpha=2.849888595264009e-05........................\n",
      "[CV 10/10; 11/138] END ccp_alpha=2.849888595264009e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 1/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 2/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 3/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 4/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 5/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 6/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 7/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 8/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 12/138] START ccp_alpha=2.969240415903252e-05.........................\n",
      "[CV 9/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 12/138] START ccp_alpha=2.969240415903252e-05........................\n",
      "[CV 10/10; 12/138] END ccp_alpha=2.969240415903252e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 1/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 2/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 3/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 4/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 5/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 6/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 7/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 8/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 13/138] START ccp_alpha=3.075176231253252e-05.........................\n",
      "[CV 9/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 13/138] START ccp_alpha=3.075176231253252e-05........................\n",
      "[CV 10/10; 13/138] END ccp_alpha=3.075176231253252e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 1/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 2/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 3/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 4/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 5/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 6/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 7/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 8/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 14/138] START ccp_alpha=3.199015745792471e-05.........................\n",
      "[CV 9/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 14/138] START ccp_alpha=3.199015745792471e-05........................\n",
      "[CV 10/10; 14/138] END ccp_alpha=3.199015745792471e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 1/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 2/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 3/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 4/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 5/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 6/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 7/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 8/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 15/138] START ccp_alpha=4.741347633237811e-05.........................\n",
      "[CV 9/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 15/138] START ccp_alpha=4.741347633237811e-05........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 15/138] END ccp_alpha=4.741347633237811e-05;, score=0.701 total time=   0.1s\n",
      "[CV 1/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 1/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 2/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 3/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 4/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 5/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 6/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 7/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 8/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 16/138] START ccp_alpha=5.007913740231497e-05.........................\n",
      "[CV 9/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 16/138] START ccp_alpha=5.007913740231497e-05........................\n",
      "[CV 10/10; 16/138] END ccp_alpha=5.007913740231497e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 1/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 2/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 3/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 4/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 5/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 6/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 7/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 8/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 17/138] START ccp_alpha=5.27582682098458e-05..........................\n",
      "[CV 9/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 17/138] START ccp_alpha=5.27582682098458e-05.........................\n",
      "[CV 10/10; 17/138] END ccp_alpha=5.27582682098458e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 1/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 2/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 3/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 4/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 5/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 6/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 7/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 8/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 18/138] START ccp_alpha=5.840747615694776e-05.........................\n",
      "[CV 9/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 18/138] START ccp_alpha=5.840747615694776e-05........................\n",
      "[CV 10/10; 18/138] END ccp_alpha=5.840747615694776e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 1/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 2/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 3/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 4/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 5/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 6/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 7/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 8/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 19/138] START ccp_alpha=5.863261319959752e-05.........................\n",
      "[CV 9/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 19/138] START ccp_alpha=5.863261319959752e-05........................\n",
      "[CV 10/10; 19/138] END ccp_alpha=5.863261319959752e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 1/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 2/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 3/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 4/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.724 total time=   0.1s\n",
      "[CV 5/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 5/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 6/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 7/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 8/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.678 total time=   0.1s\n",
      "[CV 9/10; 20/138] START ccp_alpha=5.92786314358672e-05..........................\n",
      "[CV 9/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 20/138] START ccp_alpha=5.92786314358672e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 20/138] END ccp_alpha=5.92786314358672e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 1/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 2/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 3/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 4/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 5/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 6/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 7/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 8/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 21/138] START ccp_alpha=6.347479143997117e-05.........................\n",
      "[CV 9/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 21/138] START ccp_alpha=6.347479143997117e-05........................\n",
      "[CV 10/10; 21/138] END ccp_alpha=6.347479143997117e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 1/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 2/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 3/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 4/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 5/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 6/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 7/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 8/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 22/138] START ccp_alpha=6.387765740607267e-05.........................\n",
      "[CV 9/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.769 total time=   0.1s\n",
      "[CV 10/10; 22/138] START ccp_alpha=6.387765740607267e-05........................\n",
      "[CV 10/10; 22/138] END ccp_alpha=6.387765740607267e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 1/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 2/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 3/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 4/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 5/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 6/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 7/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 8/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 23/138] START ccp_alpha=6.568867570901906e-05.........................\n",
      "[CV 9/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 23/138] START ccp_alpha=6.568867570901906e-05........................\n",
      "[CV 10/10; 23/138] END ccp_alpha=6.568867570901906e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 1/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 2/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 3/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 4/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 5/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 6/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 7/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 8/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 24/138] START ccp_alpha=7.113856031345069e-05.........................\n",
      "[CV 9/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 24/138] START ccp_alpha=7.113856031345069e-05........................\n",
      "[CV 10/10; 24/138] END ccp_alpha=7.113856031345069e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 1/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 2/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 3/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 4/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 5/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 6/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 7/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n",
      "[CV 8/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 25/138] START ccp_alpha=8.161044613710575e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 25/138] START ccp_alpha=8.161044613710575e-05........................\n",
      "[CV 10/10; 25/138] END ccp_alpha=8.161044613710575e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 1/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 2/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 3/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 4/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 5/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 6/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 7/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 8/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 26/138] START ccp_alpha=9.02335923669618e-05..........................\n",
      "[CV 9/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 26/138] START ccp_alpha=9.02335923669618e-05.........................\n",
      "[CV 10/10; 26/138] END ccp_alpha=9.02335923669618e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 1/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 2/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 3/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 4/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 5/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 6/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 7/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 8/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 27/138] START ccp_alpha=9.331745787531133e-05.........................\n",
      "[CV 9/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 27/138] START ccp_alpha=9.331745787531133e-05........................\n",
      "[CV 10/10; 27/138] END ccp_alpha=9.331745787531133e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 1/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 2/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 3/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 4/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 5/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 6/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 7/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 8/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 28/138] START ccp_alpha=9.501424082490433e-05.........................\n",
      "[CV 9/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 28/138] START ccp_alpha=9.501424082490433e-05........................\n",
      "[CV 10/10; 28/138] END ccp_alpha=9.501424082490433e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 1/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 2/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 3/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 4/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 5/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 6/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.650 total time=   0.0s\n",
      "[CV 7/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 7/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 8/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 29/138] START ccp_alpha=9.52121871599566e-05..........................\n",
      "[CV 9/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 29/138] START ccp_alpha=9.52121871599566e-05.........................\n",
      "[CV 10/10; 29/138] END ccp_alpha=9.52121871599566e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 1/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.633 total time=   0.1s\n",
      "[CV 2/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 2/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.739 total time=   0.1s\n",
      "[CV 3/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 3/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 4/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 5/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 6/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 7/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 30/138] START ccp_alpha=9.723941015717845e-05.........................\n",
      "[CV 9/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 30/138] START ccp_alpha=9.723941015717845e-05........................\n",
      "[CV 10/10; 30/138] END ccp_alpha=9.723941015717845e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 1/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 2/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 3/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.678 total time=   0.0s\n",
      "[CV 4/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 4/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.724 total time=   0.0s\n",
      "[CV 5/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 5/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.746 total time=   0.1s\n",
      "[CV 6/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 6/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 7/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.690 total time=   0.1s\n",
      "[CV 8/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 8/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 31/138] START ccp_alpha=9.923282758809483e-05.........................\n",
      "[CV 9/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.769 total time=   0.0s\n",
      "[CV 10/10; 31/138] START ccp_alpha=9.923282758809483e-05........................\n",
      "[CV 10/10; 31/138] END ccp_alpha=9.923282758809483e-05;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 1/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.633 total time=   0.0s\n",
      "[CV 2/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 2/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.739 total time=   0.0s\n",
      "[CV 3/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 3/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.679 total time=   0.0s\n",
      "[CV 4/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 4/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.724 total time=   0.1s\n",
      "[CV 5/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 5/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.746 total time=   0.0s\n",
      "[CV 6/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 6/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.649 total time=   0.1s\n",
      "[CV 7/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 7/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.690 total time=   0.0s\n",
      "[CV 8/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 8/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 32/138] START ccp_alpha=0.00010208304889910264........................\n",
      "[CV 9/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.765 total time=   0.0s\n",
      "[CV 10/10; 32/138] START ccp_alpha=0.00010208304889910264.......................\n",
      "[CV 10/10; 32/138] END ccp_alpha=0.00010208304889910264;, score=0.698 total time=   0.0s\n",
      "[CV 1/10; 33/138] START ccp_alpha=0.00010968691777226585........................\n",
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      "[CV 5/10; 33/138] START ccp_alpha=0.00010968691777226585........................\n",
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      "[CV 8/10; 33/138] START ccp_alpha=0.00010968691777226585........................\n",
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      "[CV 9/10; 33/138] START ccp_alpha=0.00010968691777226585........................\n",
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      "[CV 10/10; 33/138] START ccp_alpha=0.00010968691777226585.......................\n",
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      "[CV 1/10; 34/138] START ccp_alpha=0.00011696042547991578........................\n",
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      "[CV 8/10; 34/138] START ccp_alpha=0.00011696042547991578........................\n",
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      "[CV 9/10; 34/138] START ccp_alpha=0.00011696042547991578........................\n",
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      "[CV 10/10; 34/138] START ccp_alpha=0.00011696042547991578.......................\n",
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      "[CV 1/10; 35/138] START ccp_alpha=0.0001190358426484653.........................\n",
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      "[CV 2/10; 35/138] START ccp_alpha=0.0001190358426484653.........................\n",
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      "[CV 7/10; 35/138] START ccp_alpha=0.0001190358426484653.........................\n",
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      "[CV 8/10; 35/138] START ccp_alpha=0.0001190358426484653.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 35/138] END ccp_alpha=0.0001190358426484653;, score=0.678 total time=   0.0s\n",
      "[CV 9/10; 35/138] START ccp_alpha=0.0001190358426484653.........................\n",
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      "[CV 10/10; 35/138] START ccp_alpha=0.0001190358426484653........................\n",
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      "[CV 1/10; 36/138] START ccp_alpha=0.00012158829057392056........................\n",
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      "[CV 2/10; 36/138] START ccp_alpha=0.00012158829057392056........................\n",
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      "[CV 3/10; 36/138] START ccp_alpha=0.00012158829057392056........................\n",
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      "[CV 9/10; 36/138] START ccp_alpha=0.00012158829057392056........................\n",
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      "[CV 10/10; 36/138] START ccp_alpha=0.00012158829057392056.......................\n",
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      "[CV 1/10; 37/138] START ccp_alpha=0.00012467911877620322........................\n",
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      "[CV 6/10; 37/138] START ccp_alpha=0.00012467911877620322........................\n",
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      "[CV 7/10; 37/138] START ccp_alpha=0.00012467911877620322........................\n",
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      "[CV 8/10; 37/138] START ccp_alpha=0.00012467911877620322........................\n",
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      "[CV 9/10; 37/138] START ccp_alpha=0.00012467911877620322........................\n",
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      "[CV 10/10; 37/138] START ccp_alpha=0.00012467911877620322.......................\n",
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      "[CV 1/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 2/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 3/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 4/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 5/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 6/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 7/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 8/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 9/10; 38/138] START ccp_alpha=0.00012564762991381772........................\n",
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      "[CV 10/10; 38/138] START ccp_alpha=0.00012564762991381772.......................\n",
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      "[CV 1/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 2/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 3/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 4/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 5/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 6/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 7/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 8/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 9/10; 39/138] START ccp_alpha=0.00012948536843271005........................\n",
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      "[CV 10/10; 39/138] START ccp_alpha=0.00012948536843271005.......................\n",
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      "[CV 1/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n",
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      "[CV 5/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n",
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      "[CV 6/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n",
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      "[CV 7/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n",
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      "[CV 8/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 40/138] END ccp_alpha=0.00012986190888869802;, score=0.684 total time=   0.0s\n",
      "[CV 9/10; 40/138] START ccp_alpha=0.00012986190888869802........................\n",
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      "[CV 10/10; 40/138] START ccp_alpha=0.00012986190888869802.......................\n",
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      "[CV 1/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 2/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 3/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 4/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 6/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 7/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 9/10; 41/138] START ccp_alpha=0.00013114914485814425........................\n",
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      "[CV 10/10; 41/138] START ccp_alpha=0.00013114914485814425.......................\n",
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      "[CV 1/10; 42/138] START ccp_alpha=0.00013370418896611978........................\n",
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      "[CV 6/10; 42/138] START ccp_alpha=0.00013370418896611978........................\n",
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      "[CV 7/10; 42/138] START ccp_alpha=0.00013370418896611978........................\n",
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      "[CV 8/10; 42/138] START ccp_alpha=0.00013370418896611978........................\n",
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      "[CV 9/10; 42/138] START ccp_alpha=0.00013370418896611978........................\n",
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      "[CV 10/10; 42/138] START ccp_alpha=0.00013370418896611978.......................\n",
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      "[CV 2/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 3/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 4/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 5/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
      "[CV 5/10; 43/138] END ccp_alpha=0.000136760588359262;, score=0.751 total time=   0.0s\n",
      "[CV 6/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 7/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 8/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
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      "[CV 9/10; 43/138] START ccp_alpha=0.000136760588359262..........................\n",
      "[CV 9/10; 43/138] END ccp_alpha=0.000136760588359262;, score=0.765 total time=   0.0s\n",
      "[CV 10/10; 43/138] START ccp_alpha=0.000136760588359262.........................\n",
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      "[CV 1/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 2/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 3/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 4/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 5/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 6/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 7/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 8/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 9/10; 44/138] START ccp_alpha=0.0001444541498206251.........................\n",
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      "[CV 10/10; 44/138] START ccp_alpha=0.0001444541498206251........................\n",
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      "[CV 1/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 2/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 3/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 4/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 5/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 6/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 7/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 8/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 45/138] END ccp_alpha=0.00014592908502606197;, score=0.683 total time=   0.1s\n",
      "[CV 9/10; 45/138] START ccp_alpha=0.00014592908502606197........................\n",
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      "[CV 10/10; 45/138] START ccp_alpha=0.00014592908502606197.......................\n",
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      "[CV 1/10; 46/138] START ccp_alpha=0.00014629428122355176........................\n",
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      "[CV 3/10; 46/138] START ccp_alpha=0.00014629428122355176........................\n",
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      "[CV 4/10; 46/138] START ccp_alpha=0.00014629428122355176........................\n",
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      "[CV 9/10; 46/138] START ccp_alpha=0.00014629428122355176........................\n",
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      "[CV 1/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 2/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 3/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 4/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 5/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 6/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 7/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 8/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 9/10; 47/138] START ccp_alpha=0.00015602155074532793........................\n",
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      "[CV 10/10; 47/138] START ccp_alpha=0.00015602155074532793.......................\n",
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      "[CV 1/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 2/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 3/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 4/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 5/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 6/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 7/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 8/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 9/10; 48/138] START ccp_alpha=0.00016411771036363085........................\n",
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      "[CV 10/10; 48/138] START ccp_alpha=0.00016411771036363085.......................\n",
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      "[CV 1/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 2/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 4/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 6/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 8/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 9/10; 49/138] START ccp_alpha=0.00016539952611769855........................\n",
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      "[CV 10/10; 49/138] START ccp_alpha=0.00016539952611769855.......................\n",
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      "[CV 1/10; 50/138] START ccp_alpha=0.00017415391793689644........................\n",
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      "[CV 6/10; 50/138] START ccp_alpha=0.00017415391793689644........................\n",
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      "[CV 7/10; 50/138] START ccp_alpha=0.00017415391793689644........................\n",
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      "[CV 9/10; 50/138] START ccp_alpha=0.00017415391793689644........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 50/138] END ccp_alpha=0.00017415391793689644;, score=0.766 total time=   0.0s\n",
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      "[CV 1/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 2/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 3/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 4/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 5/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 6/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 7/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 8/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 9/10; 51/138] START ccp_alpha=0.00017426888712389474........................\n",
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      "[CV 10/10; 51/138] START ccp_alpha=0.00017426888712389474.......................\n",
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      "[CV 1/10; 52/138] START ccp_alpha=0.00017719437947572025........................\n",
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      "[CV 6/10; 52/138] START ccp_alpha=0.00017719437947572025........................\n",
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      "[CV 7/10; 52/138] START ccp_alpha=0.00017719437947572025........................\n",
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      "[CV 9/10; 52/138] START ccp_alpha=0.00017719437947572025........................\n",
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      "[CV 10/10; 52/138] START ccp_alpha=0.00017719437947572025.......................\n",
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      "[CV 1/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
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      "[CV 2/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
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      "[CV 3/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
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      "[CV 4/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
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      "[CV 5/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
      "[CV 5/10; 53/138] END ccp_alpha=0.00017722708286770647;, score=0.752 total time=   0.0s\n",
      "[CV 6/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
      "[CV 6/10; 53/138] END ccp_alpha=0.00017722708286770647;, score=0.654 total time=   0.0s\n",
      "[CV 7/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
      "[CV 7/10; 53/138] END ccp_alpha=0.00017722708286770647;, score=0.701 total time=   0.0s\n",
      "[CV 8/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
      "[CV 8/10; 53/138] END ccp_alpha=0.00017722708286770647;, score=0.682 total time=   0.0s\n",
      "[CV 9/10; 53/138] START ccp_alpha=0.00017722708286770647........................\n",
      "[CV 9/10; 53/138] END ccp_alpha=0.00017722708286770647;, score=0.767 total time=   0.0s\n",
      "[CV 10/10; 53/138] START ccp_alpha=0.00017722708286770647.......................\n",
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      "[CV 1/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 1/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.655 total time=   0.0s\n",
      "[CV 2/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 2/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.740 total time=   0.0s\n",
      "[CV 3/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 3/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.684 total time=   0.0s\n",
      "[CV 4/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 4/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.729 total time=   0.0s\n",
      "[CV 5/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 5/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.750 total time=   0.0s\n",
      "[CV 6/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 6/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.649 total time=   0.0s\n",
      "[CV 7/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 7/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.706 total time=   0.0s\n",
      "[CV 8/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 8/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.672 total time=   0.0s\n",
      "[CV 9/10; 54/138] START ccp_alpha=0.00018505770099116938........................\n",
      "[CV 9/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.766 total time=   0.0s\n",
      "[CV 10/10; 54/138] START ccp_alpha=0.00018505770099116938.......................\n",
      "[CV 10/10; 54/138] END ccp_alpha=0.00018505770099116938;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 1/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.655 total time=   0.0s\n",
      "[CV 2/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 2/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.740 total time=   0.0s\n",
      "[CV 3/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 3/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.686 total time=   0.0s\n",
      "[CV 4/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 4/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.729 total time=   0.0s\n",
      "[CV 5/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 5/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.750 total time=   0.1s\n",
      "[CV 6/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
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      "[CV 7/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 7/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.707 total time=   0.1s\n",
      "[CV 8/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.672 total time=   0.1s\n",
      "[CV 9/10; 55/138] START ccp_alpha=0.0001863881734509203.........................\n",
      "[CV 9/10; 55/138] END ccp_alpha=0.0001863881734509203;, score=0.766 total time=   0.0s\n",
      "[CV 10/10; 55/138] START ccp_alpha=0.0001863881734509203........................\n",
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      "[CV 1/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 1/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.655 total time=   0.1s\n",
      "[CV 2/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 2/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.747 total time=   0.1s\n",
      "[CV 3/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 3/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.688 total time=   0.0s\n",
      "[CV 4/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
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      "[CV 5/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 5/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.755 total time=   0.0s\n",
      "[CV 6/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 6/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.646 total time=   0.0s\n",
      "[CV 7/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 7/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.709 total time=   0.1s\n",
      "[CV 8/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 8/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.673 total time=   0.0s\n",
      "[CV 9/10; 56/138] START ccp_alpha=0.0001995519370265068.........................\n",
      "[CV 9/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.763 total time=   0.1s\n",
      "[CV 10/10; 56/138] START ccp_alpha=0.0001995519370265068........................\n",
      "[CV 10/10; 56/138] END ccp_alpha=0.0001995519370265068;, score=0.706 total time=   0.0s\n",
      "[CV 1/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 1/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.658 total time=   0.1s\n",
      "[CV 2/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 2/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.747 total time=   0.0s\n",
      "[CV 3/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 3/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.688 total time=   0.0s\n",
      "[CV 4/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 4/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.729 total time=   0.0s\n",
      "[CV 5/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 5/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.756 total time=   0.1s\n",
      "[CV 6/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 6/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.646 total time=   0.0s\n",
      "[CV 7/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 7/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.709 total time=   0.1s\n",
      "[CV 8/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 8/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.673 total time=   0.0s\n",
      "[CV 9/10; 57/138] START ccp_alpha=0.0002003542239192406.........................\n",
      "[CV 9/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.763 total time=   0.0s\n",
      "[CV 10/10; 57/138] START ccp_alpha=0.0002003542239192406........................\n",
      "[CV 10/10; 57/138] END ccp_alpha=0.0002003542239192406;, score=0.706 total time=   0.1s\n",
      "[CV 1/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 1/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.656 total time=   0.1s\n",
      "[CV 2/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 2/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.753 total time=   0.0s\n",
      "[CV 3/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 3/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.694 total time=   0.1s\n",
      "[CV 4/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 4/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.728 total time=   0.0s\n",
      "[CV 5/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 5/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.763 total time=   0.0s\n",
      "[CV 6/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 6/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.653 total time=   0.1s\n",
      "[CV 7/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 7/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 8/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.672 total time=   0.0s\n",
      "[CV 9/10; 58/138] START ccp_alpha=0.0002053091046055177.........................\n",
      "[CV 9/10; 58/138] END ccp_alpha=0.0002053091046055177;, score=0.773 total time=   0.0s\n",
      "[CV 10/10; 58/138] START ccp_alpha=0.0002053091046055177........................\n",
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      "[CV 1/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 1/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.663 total time=   0.0s\n",
      "[CV 2/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 2/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.754 total time=   0.0s\n",
      "[CV 3/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 3/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.699 total time=   0.1s\n",
      "[CV 4/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 4/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.721 total time=   0.0s\n",
      "[CV 5/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 5/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 6/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.652 total time=   0.1s\n",
      "[CV 7/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 7/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.707 total time=   0.1s\n",
      "[CV 8/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 8/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.663 total time=   0.0s\n",
      "[CV 9/10; 59/138] START ccp_alpha=0.00021939539416998468........................\n",
      "[CV 9/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.771 total time=   0.0s\n",
      "[CV 10/10; 59/138] START ccp_alpha=0.00021939539416998468.......................\n",
      "[CV 10/10; 59/138] END ccp_alpha=0.00021939539416998468;, score=0.705 total time=   0.0s\n",
      "[CV 1/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 1/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.663 total time=   0.1s\n",
      "[CV 2/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 2/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.753 total time=   0.0s\n",
      "[CV 3/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 3/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.699 total time=   0.0s\n",
      "[CV 4/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 4/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.721 total time=   0.0s\n",
      "[CV 5/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 5/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 6/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.652 total time=   0.0s\n",
      "[CV 7/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 7/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.703 total time=   0.0s\n",
      "[CV 8/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.661 total time=   0.0s\n",
      "[CV 9/10; 60/138] START ccp_alpha=0.00022397533550961202........................\n",
      "[CV 9/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.771 total time=   0.0s\n",
      "[CV 10/10; 60/138] START ccp_alpha=0.00022397533550961202.......................\n",
      "[CV 10/10; 60/138] END ccp_alpha=0.00022397533550961202;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 1/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.663 total time=   0.0s\n",
      "[CV 2/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 2/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.753 total time=   0.1s\n",
      "[CV 3/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 3/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.699 total time=   0.1s\n",
      "[CV 4/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 4/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.721 total time=   0.0s\n",
      "[CV 5/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 5/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 6/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.652 total time=   0.0s\n",
      "[CV 7/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 7/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.703 total time=   0.0s\n",
      "[CV 8/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 8/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.661 total time=   0.0s\n",
      "[CV 9/10; 61/138] START ccp_alpha=0.00022427106648047375........................\n",
      "[CV 9/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.771 total time=   0.0s\n",
      "[CV 10/10; 61/138] START ccp_alpha=0.00022427106648047375.......................\n",
      "[CV 10/10; 61/138] END ccp_alpha=0.00022427106648047375;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 1/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.664 total time=   0.1s\n",
      "[CV 2/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 2/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.751 total time=   0.1s\n",
      "[CV 3/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 3/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.694 total time=   0.1s\n",
      "[CV 4/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 4/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.727 total time=   0.0s\n",
      "[CV 5/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 5/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.752 total time=   0.1s\n",
      "[CV 6/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 6/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.653 total time=   0.1s\n",
      "[CV 7/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 7/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.697 total time=   0.0s\n",
      "[CV 8/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 8/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.659 total time=   0.0s\n",
      "[CV 9/10; 62/138] START ccp_alpha=0.00023484844784788048........................\n",
      "[CV 9/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.774 total time=   0.1s\n",
      "[CV 10/10; 62/138] START ccp_alpha=0.00023484844784788048.......................\n",
      "[CV 10/10; 62/138] END ccp_alpha=0.00023484844784788048;, score=0.717 total time=   0.0s\n",
      "[CV 1/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 1/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.654 total time=   0.1s\n",
      "[CV 2/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 2/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.751 total time=   0.1s\n",
      "[CV 3/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 3/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.697 total time=   0.0s\n",
      "[CV 4/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 4/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.720 total time=   0.0s\n",
      "[CV 5/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 5/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.758 total time=   0.1s\n",
      "[CV 6/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 6/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.652 total time=   0.0s\n",
      "[CV 7/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 7/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.702 total time=   0.0s\n",
      "[CV 8/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 8/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 63/138] START ccp_alpha=0.00024356606017663296........................\n",
      "[CV 9/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.784 total time=   0.0s\n",
      "[CV 10/10; 63/138] START ccp_alpha=0.00024356606017663296.......................\n",
      "[CV 10/10; 63/138] END ccp_alpha=0.00024356606017663296;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 1/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.654 total time=   0.0s\n",
      "[CV 2/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 2/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.755 total time=   0.0s\n",
      "[CV 3/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 3/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.698 total time=   0.0s\n",
      "[CV 4/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 4/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.721 total time=   0.0s\n",
      "[CV 5/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 5/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.758 total time=   0.0s\n",
      "[CV 6/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 6/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.656 total time=   0.0s\n",
      "[CV 7/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 7/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.702 total time=   0.0s\n",
      "[CV 8/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 8/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 64/138] START ccp_alpha=0.0002448665851693191.........................\n",
      "[CV 9/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.784 total time=   0.0s\n",
      "[CV 10/10; 64/138] START ccp_alpha=0.0002448665851693191........................\n",
      "[CV 10/10; 64/138] END ccp_alpha=0.0002448665851693191;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 1/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.668 total time=   0.0s\n",
      "[CV 2/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 2/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.755 total time=   0.0s\n",
      "[CV 3/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 3/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.694 total time=   0.0s\n",
      "[CV 4/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 4/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.714 total time=   0.0s\n",
      "[CV 5/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 5/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 6/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.661 total time=   0.0s\n",
      "[CV 7/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.705 total time=   0.0s\n",
      "[CV 8/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 8/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 65/138] START ccp_alpha=0.00025348114535019787........................\n",
      "[CV 9/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.782 total time=   0.0s\n",
      "[CV 10/10; 65/138] START ccp_alpha=0.00025348114535019787.......................\n",
      "[CV 10/10; 65/138] END ccp_alpha=0.00025348114535019787;, score=0.712 total time=   0.0s\n",
      "[CV 1/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 1/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.668 total time=   0.0s\n",
      "[CV 2/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 2/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.755 total time=   0.0s\n",
      "[CV 3/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 3/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.694 total time=   0.0s\n",
      "[CV 4/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 4/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.714 total time=   0.0s\n",
      "[CV 5/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 5/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 6/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.661 total time=   0.0s\n",
      "[CV 7/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 7/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.705 total time=   0.0s\n",
      "[CV 8/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 8/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 66/138] START ccp_alpha=0.0002538991657598851.........................\n",
      "[CV 9/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.782 total time=   0.0s\n",
      "[CV 10/10; 66/138] START ccp_alpha=0.0002538991657598851........................\n",
      "[CV 10/10; 66/138] END ccp_alpha=0.0002538991657598851;, score=0.712 total time=   0.0s\n",
      "[CV 1/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 1/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.668 total time=   0.0s\n",
      "[CV 2/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 2/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.755 total time=   0.0s\n",
      "[CV 3/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 3/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.694 total time=   0.0s\n",
      "[CV 4/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 4/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.714 total time=   0.0s\n",
      "[CV 5/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 5/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 6/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.661 total time=   0.0s\n",
      "[CV 7/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 7/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.705 total time=   0.0s\n",
      "[CV 8/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 8/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 67/138] START ccp_alpha=0.0002542615219291204.........................\n",
      "[CV 9/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.782 total time=   0.0s\n",
      "[CV 10/10; 67/138] START ccp_alpha=0.0002542615219291204........................\n",
      "[CV 10/10; 67/138] END ccp_alpha=0.0002542615219291204;, score=0.712 total time=   0.0s\n",
      "[CV 1/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 1/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.670 total time=   0.0s\n",
      "[CV 2/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 2/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.755 total time=   0.0s\n",
      "[CV 3/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 3/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.693 total time=   0.0s\n",
      "[CV 4/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 4/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.714 total time=   0.0s\n",
      "[CV 5/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 5/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.752 total time=   0.1s\n",
      "[CV 6/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 6/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.661 total time=   0.1s\n",
      "[CV 7/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 7/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.703 total time=   0.0s\n",
      "[CV 8/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 8/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 68/138] START ccp_alpha=0.00025816427032304386........................\n",
      "[CV 9/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.786 total time=   0.0s\n",
      "[CV 10/10; 68/138] START ccp_alpha=0.00025816427032304386.......................\n",
      "[CV 10/10; 68/138] END ccp_alpha=0.00025816427032304386;, score=0.714 total time=   0.0s\n",
      "[CV 1/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 1/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.671 total time=   0.1s\n",
      "[CV 2/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 2/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.758 total time=   0.0s\n",
      "[CV 3/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 3/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.693 total time=   0.0s\n",
      "[CV 4/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 4/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.712 total time=   0.0s\n",
      "[CV 5/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 5/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.750 total time=   0.1s\n",
      "[CV 6/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 6/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.671 total time=   0.1s\n",
      "[CV 7/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 7/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.703 total time=   0.0s\n",
      "[CV 8/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 8/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.667 total time=   0.0s\n",
      "[CV 9/10; 69/138] START ccp_alpha=0.00026043053790605463........................\n",
      "[CV 9/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.786 total time=   0.0s\n",
      "[CV 10/10; 69/138] START ccp_alpha=0.00026043053790605463.......................\n",
      "[CV 10/10; 69/138] END ccp_alpha=0.00026043053790605463;, score=0.713 total time=   0.0s\n",
      "[CV 1/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 1/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.685 total time=   0.0s\n",
      "[CV 2/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 2/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.762 total time=   0.1s\n",
      "[CV 3/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 3/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.688 total time=   0.1s\n",
      "[CV 4/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 4/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.701 total time=   0.0s\n",
      "[CV 5/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 5/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.756 total time=   0.0s\n",
      "[CV 6/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 6/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.679 total time=   0.1s\n",
      "[CV 7/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 8/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.654 total time=   0.1s\n",
      "[CV 9/10; 70/138] START ccp_alpha=0.0002849182524820538.........................\n",
      "[CV 9/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 70/138] START ccp_alpha=0.0002849182524820538........................\n",
      "[CV 10/10; 70/138] END ccp_alpha=0.0002849182524820538;, score=0.721 total time=   0.0s\n",
      "[CV 1/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 1/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.685 total time=   0.1s\n",
      "[CV 2/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 2/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.762 total time=   0.1s\n",
      "[CV 3/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 3/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.688 total time=   0.0s\n",
      "[CV 4/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 4/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.701 total time=   0.0s\n",
      "[CV 5/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 5/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.756 total time=   0.1s\n",
      "[CV 6/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 6/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.679 total time=   0.1s\n",
      "[CV 7/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 7/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 8/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.654 total time=   0.0s\n",
      "[CV 9/10; 71/138] START ccp_alpha=0.0002850989059748066.........................\n",
      "[CV 9/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 71/138] START ccp_alpha=0.0002850989059748066........................\n",
      "[CV 10/10; 71/138] END ccp_alpha=0.0002850989059748066;, score=0.721 total time=   0.0s\n",
      "[CV 1/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 1/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.678 total time=   0.1s\n",
      "[CV 2/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 2/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.764 total time=   0.1s\n",
      "[CV 3/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 3/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.690 total time=   0.0s\n",
      "[CV 4/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 4/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 5/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.756 total time=   0.1s\n",
      "[CV 6/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 6/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.675 total time=   0.1s\n",
      "[CV 7/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 7/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 8/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.654 total time=   0.1s\n",
      "[CV 9/10; 72/138] START ccp_alpha=0.0002932184843469493.........................\n",
      "[CV 9/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.778 total time=   0.0s\n",
      "[CV 10/10; 72/138] START ccp_alpha=0.0002932184843469493........................\n",
      "[CV 10/10; 72/138] END ccp_alpha=0.0002932184843469493;, score=0.718 total time=   0.1s\n",
      "[CV 1/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 1/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.674 total time=   0.0s\n",
      "[CV 2/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 2/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.765 total time=   0.1s\n",
      "[CV 3/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 3/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.687 total time=   0.1s\n",
      "[CV 4/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 4/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.705 total time=   0.1s\n",
      "[CV 5/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 5/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.756 total time=   0.1s\n",
      "[CV 6/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 6/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.679 total time=   0.1s\n",
      "[CV 7/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 7/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.713 total time=   0.0s\n",
      "[CV 8/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 8/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.654 total time=   0.0s\n",
      "[CV 9/10; 73/138] START ccp_alpha=0.000301972779207761..........................\n",
      "[CV 9/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.777 total time=   0.1s\n",
      "[CV 10/10; 73/138] START ccp_alpha=0.000301972779207761.........................\n",
      "[CV 10/10; 73/138] END ccp_alpha=0.000301972779207761;, score=0.717 total time=   0.0s\n",
      "[CV 1/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 1/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.689 total time=   0.1s\n",
      "[CV 2/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 2/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.765 total time=   0.0s\n",
      "[CV 3/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 3/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.687 total time=   0.0s\n",
      "[CV 4/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 4/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.706 total time=   0.0s\n",
      "[CV 5/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 5/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.758 total time=   0.0s\n",
      "[CV 6/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 6/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.675 total time=   0.1s\n",
      "[CV 7/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 7/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.716 total time=   0.0s\n",
      "[CV 8/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 8/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.652 total time=   0.0s\n",
      "[CV 9/10; 74/138] START ccp_alpha=0.00030864388352146773........................\n",
      "[CV 9/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.777 total time=   0.1s\n",
      "[CV 10/10; 74/138] START ccp_alpha=0.00030864388352146773.......................\n",
      "[CV 10/10; 74/138] END ccp_alpha=0.00030864388352146773;, score=0.716 total time=   0.0s\n",
      "[CV 1/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 1/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.730 total time=   0.0s\n",
      "[CV 2/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 2/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.753 total time=   0.1s\n",
      "[CV 3/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 3/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.676 total time=   0.0s\n",
      "[CV 4/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 4/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 5/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.767 total time=   0.0s\n",
      "[CV 6/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 6/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.672 total time=   0.1s\n",
      "[CV 7/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 8/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.650 total time=   0.1s\n",
      "[CV 9/10; 75/138] START ccp_alpha=0.0003237513302801658.........................\n",
      "[CV 9/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.776 total time=   0.0s\n",
      "[CV 10/10; 75/138] START ccp_alpha=0.0003237513302801658........................\n",
      "[CV 10/10; 75/138] END ccp_alpha=0.0003237513302801658;, score=0.706 total time=   0.0s\n",
      "[CV 1/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 1/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.730 total time=   0.0s\n",
      "[CV 2/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 2/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.751 total time=   0.0s\n",
      "[CV 3/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 3/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.682 total time=   0.0s\n",
      "[CV 4/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 4/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 5/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.767 total time=   0.0s\n",
      "[CV 6/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 6/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.672 total time=   0.0s\n",
      "[CV 7/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 7/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 8/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.650 total time=   0.0s\n",
      "[CV 9/10; 76/138] START ccp_alpha=0.00032782262125166374........................\n",
      "[CV 9/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.776 total time=   0.0s\n",
      "[CV 10/10; 76/138] START ccp_alpha=0.00032782262125166374.......................\n",
      "[CV 10/10; 76/138] END ccp_alpha=0.00032782262125166374;, score=0.707 total time=   0.0s\n",
      "[CV 1/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 1/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.730 total time=   0.0s\n",
      "[CV 2/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 2/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.751 total time=   0.0s\n",
      "[CV 3/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 3/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.682 total time=   0.0s\n",
      "[CV 4/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 4/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 5/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.767 total time=   0.0s\n",
      "[CV 6/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 6/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.672 total time=   0.0s\n",
      "[CV 7/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 7/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 8/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.649 total time=   0.0s\n",
      "[CV 9/10; 77/138] START ccp_alpha=0.0003298659990716578.........................\n",
      "[CV 9/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.776 total time=   0.0s\n",
      "[CV 10/10; 77/138] START ccp_alpha=0.0003298659990716578........................\n",
      "[CV 10/10; 77/138] END ccp_alpha=0.0003298659990716578;, score=0.707 total time=   0.0s\n",
      "[CV 1/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 1/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.728 total time=   0.0s\n",
      "[CV 2/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 2/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.747 total time=   0.0s\n",
      "[CV 3/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 3/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.688 total time=   0.0s\n",
      "[CV 4/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 4/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 5/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.762 total time=   0.0s\n",
      "[CV 6/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 6/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.669 total time=   0.0s\n",
      "[CV 7/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 7/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 8/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.654 total time=   0.0s\n",
      "[CV 9/10; 78/138] START ccp_alpha=0.0003460516951720241.........................\n",
      "[CV 9/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.776 total time=   0.0s\n",
      "[CV 10/10; 78/138] START ccp_alpha=0.0003460516951720241........................\n",
      "[CV 10/10; 78/138] END ccp_alpha=0.0003460516951720241;, score=0.714 total time=   0.0s\n",
      "[CV 1/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 1/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.727 total time=   0.0s\n",
      "[CV 2/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 2/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.747 total time=   0.0s\n",
      "[CV 3/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 3/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.688 total time=   0.0s\n",
      "[CV 4/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 4/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 5/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.762 total time=   0.0s\n",
      "[CV 6/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 6/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.669 total time=   0.0s\n",
      "[CV 7/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 7/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.707 total time=   0.0s\n",
      "[CV 8/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 8/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.654 total time=   0.0s\n",
      "[CV 9/10; 79/138] START ccp_alpha=0.00034946792557996424........................\n",
      "[CV 9/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.774 total time=   0.0s\n",
      "[CV 10/10; 79/138] START ccp_alpha=0.00034946792557996424.......................\n",
      "[CV 10/10; 79/138] END ccp_alpha=0.00034946792557996424;, score=0.714 total time=   0.0s\n",
      "[CV 1/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 1/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.721 total time=   0.0s\n",
      "[CV 2/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 2/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.750 total time=   0.0s\n",
      "[CV 3/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 3/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.686 total time=   0.0s\n",
      "[CV 4/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 4/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.710 total time=   0.0s\n",
      "[CV 5/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 5/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.762 total time=   0.0s\n",
      "[CV 6/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.680 total time=   0.0s\n",
      "[CV 7/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 7/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.713 total time=   0.0s\n",
      "[CV 8/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 8/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.633 total time=   0.0s\n",
      "[CV 9/10; 80/138] START ccp_alpha=0.000386381764558171..........................\n",
      "[CV 9/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.786 total time=   0.0s\n",
      "[CV 10/10; 80/138] START ccp_alpha=0.000386381764558171.........................\n",
      "[CV 10/10; 80/138] END ccp_alpha=0.000386381764558171;, score=0.721 total time=   0.0s\n",
      "[CV 1/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 1/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.721 total time=   0.0s\n",
      "[CV 2/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 2/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.750 total time=   0.0s\n",
      "[CV 3/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 3/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.683 total time=   0.0s\n",
      "[CV 4/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 4/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.710 total time=   0.0s\n",
      "[CV 5/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 5/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.766 total time=   0.0s\n",
      "[CV 6/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 6/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.676 total time=   0.1s\n",
      "[CV 7/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 7/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.714 total time=   0.0s\n",
      "[CV 8/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 8/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.631 total time=   0.0s\n",
      "[CV 9/10; 81/138] START ccp_alpha=0.0003888512059457318.........................\n",
      "[CV 9/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.780 total time=   0.0s\n",
      "[CV 10/10; 81/138] START ccp_alpha=0.0003888512059457318........................\n",
      "[CV 10/10; 81/138] END ccp_alpha=0.0003888512059457318;, score=0.721 total time=   0.0s\n",
      "[CV 1/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 1/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.721 total time=   0.1s\n",
      "[CV 2/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 2/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.750 total time=   0.0s\n",
      "[CV 3/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 3/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.683 total time=   0.1s\n",
      "[CV 4/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 4/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 5/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.766 total time=   0.0s\n",
      "[CV 6/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 6/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.676 total time=   0.0s\n",
      "[CV 7/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 7/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.714 total time=   0.1s\n",
      "[CV 8/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 8/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.629 total time=   0.0s\n",
      "[CV 9/10; 82/138] START ccp_alpha=0.000391565271869951..........................\n",
      "[CV 9/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.781 total time=   0.0s\n",
      "[CV 10/10; 82/138] START ccp_alpha=0.000391565271869951.........................\n",
      "[CV 10/10; 82/138] END ccp_alpha=0.000391565271869951;, score=0.713 total time=   0.1s\n",
      "[CV 1/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 1/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.720 total time=   0.0s\n",
      "[CV 2/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
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      "[CV 3/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 3/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.683 total time=   0.1s\n",
      "[CV 4/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 4/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 5/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.766 total time=   0.1s\n",
      "[CV 6/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
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      "[CV 7/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 7/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.714 total time=   0.1s\n",
      "[CV 8/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 8/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.629 total time=   0.0s\n",
      "[CV 9/10; 83/138] START ccp_alpha=0.00039460643413743307........................\n",
      "[CV 9/10; 83/138] END ccp_alpha=0.00039460643413743307;, score=0.784 total time=   0.0s\n",
      "[CV 10/10; 83/138] START ccp_alpha=0.00039460643413743307.......................\n",
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      "[CV 1/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 1/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.721 total time=   0.1s\n",
      "[CV 2/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 2/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.750 total time=   0.1s\n",
      "[CV 3/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 3/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.675 total time=   0.0s\n",
      "[CV 4/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 4/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.706 total time=   0.0s\n",
      "[CV 5/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 5/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.766 total time=   0.1s\n",
      "[CV 6/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 6/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.683 total time=   0.0s\n",
      "[CV 7/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 7/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.712 total time=   0.0s\n",
      "[CV 8/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 8/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.629 total time=   0.0s\n",
      "[CV 9/10; 84/138] START ccp_alpha=0.00040772281474563653........................\n",
      "[CV 9/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.792 total time=   0.0s\n",
      "[CV 10/10; 84/138] START ccp_alpha=0.00040772281474563653.......................\n",
      "[CV 10/10; 84/138] END ccp_alpha=0.00040772281474563653;, score=0.710 total time=   0.0s\n",
      "[CV 1/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
      "[CV 1/10; 85/138] END ccp_alpha=0.0004122605615596714;, score=0.721 total time=   0.0s\n",
      "[CV 2/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
      "[CV 2/10; 85/138] END ccp_alpha=0.0004122605615596714;, score=0.745 total time=   0.1s\n",
      "[CV 3/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
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      "[CV 4/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
      "[CV 4/10; 85/138] END ccp_alpha=0.0004122605615596714;, score=0.713 total time=   0.1s\n",
      "[CV 5/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 85/138] END ccp_alpha=0.0004122605615596714;, score=0.763 total time=   0.1s\n",
      "[CV 6/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
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      "[CV 7/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
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      "[CV 8/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
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      "[CV 9/10; 85/138] START ccp_alpha=0.0004122605615596714.........................\n",
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      "[CV 10/10; 85/138] START ccp_alpha=0.0004122605615596714........................\n",
      "[CV 10/10; 85/138] END ccp_alpha=0.0004122605615596714;, score=0.710 total time=   0.1s\n",
      "[CV 1/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
      "[CV 1/10; 86/138] END ccp_alpha=0.00041275066362030533;, score=0.721 total time=   0.1s\n",
      "[CV 2/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 3/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 4/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 5/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 6/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 7/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 8/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 9/10; 86/138] START ccp_alpha=0.00041275066362030533........................\n",
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      "[CV 10/10; 86/138] START ccp_alpha=0.00041275066362030533.......................\n",
      "[CV 10/10; 86/138] END ccp_alpha=0.00041275066362030533;, score=0.706 total time=   0.1s\n",
      "[CV 1/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
      "[CV 1/10; 87/138] END ccp_alpha=0.00042400342886805137;, score=0.723 total time=   0.1s\n",
      "[CV 2/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 3/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 4/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 5/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 6/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 7/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
      "[CV 7/10; 87/138] END ccp_alpha=0.00042400342886805137;, score=0.724 total time=   0.0s\n",
      "[CV 8/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
      "[CV 8/10; 87/138] END ccp_alpha=0.00042400342886805137;, score=0.604 total time=   0.1s\n",
      "[CV 9/10; 87/138] START ccp_alpha=0.00042400342886805137........................\n",
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      "[CV 10/10; 87/138] START ccp_alpha=0.00042400342886805137.......................\n",
      "[CV 10/10; 87/138] END ccp_alpha=0.00042400342886805137;, score=0.725 total time=   0.1s\n",
      "[CV 1/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
      "[CV 1/10; 88/138] END ccp_alpha=0.0004267212869914017;, score=0.723 total time=   0.0s\n",
      "[CV 2/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
      "[CV 2/10; 88/138] END ccp_alpha=0.0004267212869914017;, score=0.742 total time=   0.0s\n",
      "[CV 3/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
      "[CV 3/10; 88/138] END ccp_alpha=0.0004267212869914017;, score=0.686 total time=   0.0s\n",
      "[CV 4/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 5/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 6/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 7/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 8/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 9/10; 88/138] START ccp_alpha=0.0004267212869914017.........................\n",
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      "[CV 10/10; 88/138] START ccp_alpha=0.0004267212869914017........................\n",
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      "[CV 1/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
      "[CV 1/10; 89/138] END ccp_alpha=0.0004277750459614693;, score=0.723 total time=   0.0s\n",
      "[CV 2/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 3/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 4/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 5/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 6/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 7/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 8/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 9/10; 89/138] START ccp_alpha=0.0004277750459614693.........................\n",
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      "[CV 10/10; 89/138] START ccp_alpha=0.0004277750459614693........................\n",
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      "[CV 1/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
      "[CV 1/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.723 total time=   0.0s\n",
      "[CV 2/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
      "[CV 2/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.742 total time=   0.0s\n",
      "[CV 3/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
      "[CV 3/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.661 total time=   0.0s\n",
      "[CV 4/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
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      "[CV 5/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
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      "[CV 6/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.660 total time=   0.0s\n",
      "[CV 7/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
      "[CV 7/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.724 total time=   0.0s\n",
      "[CV 8/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
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      "[CV 9/10; 90/138] START ccp_alpha=0.00042981501632208914........................\n",
      "[CV 9/10; 90/138] END ccp_alpha=0.00042981501632208914;, score=0.796 total time=   0.0s\n",
      "[CV 10/10; 90/138] START ccp_alpha=0.00042981501632208914.......................\n",
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      "[CV 1/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
      "[CV 1/10; 91/138] END ccp_alpha=0.0004380281748860783;, score=0.721 total time=   0.0s\n",
      "[CV 2/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
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      "[CV 3/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
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      "[CV 4/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
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      "[CV 5/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
      "[CV 5/10; 91/138] END ccp_alpha=0.0004380281748860783;, score=0.755 total time=   0.0s\n",
      "[CV 6/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
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      "[CV 7/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
      "[CV 7/10; 91/138] END ccp_alpha=0.0004380281748860783;, score=0.722 total time=   0.0s\n",
      "[CV 8/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
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      "[CV 9/10; 91/138] START ccp_alpha=0.0004380281748860783.........................\n",
      "[CV 9/10; 91/138] END ccp_alpha=0.0004380281748860783;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 91/138] START ccp_alpha=0.0004380281748860783........................\n",
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      "[CV 1/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 2/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 3/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 4/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 5/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 6/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 7/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 8/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
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      "[CV 9/10; 92/138] START ccp_alpha=0.0004476427634751909.........................\n",
      "[CV 9/10; 92/138] END ccp_alpha=0.0004476427634751909;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 92/138] START ccp_alpha=0.0004476427634751909........................\n",
      "[CV 10/10; 92/138] END ccp_alpha=0.0004476427634751909;, score=0.728 total time=   0.0s\n",
      "[CV 1/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 1/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.721 total time=   0.0s\n",
      "[CV 2/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
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      "[CV 3/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 3/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.680 total time=   0.0s\n",
      "[CV 4/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 4/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.712 total time=   0.0s\n",
      "[CV 5/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 5/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.743 total time=   0.0s\n",
      "[CV 6/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 6/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.669 total time=   0.0s\n",
      "[CV 7/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 7/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.731 total time=   0.0s\n",
      "[CV 8/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 8/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.603 total time=   0.0s\n",
      "[CV 9/10; 93/138] START ccp_alpha=0.00045296044536667635........................\n",
      "[CV 9/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.790 total time=   0.0s\n",
      "[CV 10/10; 93/138] START ccp_alpha=0.00045296044536667635.......................\n",
      "[CV 10/10; 93/138] END ccp_alpha=0.00045296044536667635;, score=0.728 total time=   0.0s\n",
      "[CV 1/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 1/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.724 total time=   0.0s\n",
      "[CV 2/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 2/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.740 total time=   0.0s\n",
      "[CV 3/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 3/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.690 total time=   0.0s\n",
      "[CV 4/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 4/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 5/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.739 total time=   0.0s\n",
      "[CV 6/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 6/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.671 total time=   0.0s\n",
      "[CV 7/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 7/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.729 total time=   0.0s\n",
      "[CV 8/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 8/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.593 total time=   0.0s\n",
      "[CV 9/10; 94/138] START ccp_alpha=0.00047612281615576606........................\n",
      "[CV 9/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.790 total time=   0.1s\n",
      "[CV 10/10; 94/138] START ccp_alpha=0.00047612281615576606.......................\n",
      "[CV 10/10; 94/138] END ccp_alpha=0.00047612281615576606;, score=0.729 total time=   0.1s\n",
      "[CV 1/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 1/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.724 total time=   0.1s\n",
      "[CV 2/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 2/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.740 total time=   0.1s\n",
      "[CV 3/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 3/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.690 total time=   0.0s\n",
      "[CV 4/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 4/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 5/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.739 total time=   0.1s\n",
      "[CV 6/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.671 total time=   0.1s\n",
      "[CV 7/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
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      "[CV 8/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
      "[CV 8/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.593 total time=   0.0s\n",
      "[CV 9/10; 95/138] START ccp_alpha=0.0004768655398138238.........................\n",
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      "[CV 10/10; 95/138] START ccp_alpha=0.0004768655398138238........................\n",
      "[CV 10/10; 95/138] END ccp_alpha=0.0004768655398138238;, score=0.729 total time=   0.0s\n",
      "[CV 1/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
      "[CV 1/10; 96/138] END ccp_alpha=0.0004813936708848391;, score=0.724 total time=   0.0s\n",
      "[CV 2/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 3/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 4/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 5/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 6/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 7/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 8/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 9/10; 96/138] START ccp_alpha=0.0004813936708848391.........................\n",
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      "[CV 10/10; 96/138] START ccp_alpha=0.0004813936708848391........................\n",
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      "[CV 1/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 1/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.724 total time=   0.0s\n",
      "[CV 2/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 2/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.740 total time=   0.0s\n",
      "[CV 3/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 3/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.690 total time=   0.0s\n",
      "[CV 4/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 4/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 5/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.739 total time=   0.1s\n",
      "[CV 6/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 6/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.669 total time=   0.1s\n",
      "[CV 7/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
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      "[CV 8/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
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      "[CV 9/10; 97/138] START ccp_alpha=0.0004889175888303319.........................\n",
      "[CV 9/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 97/138] START ccp_alpha=0.0004889175888303319........................\n",
      "[CV 10/10; 97/138] END ccp_alpha=0.0004889175888303319;, score=0.732 total time=   0.0s\n",
      "[CV 1/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 1/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.724 total time=   0.1s\n",
      "[CV 2/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 2/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.740 total time=   0.1s\n",
      "[CV 3/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 3/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.690 total time=   0.0s\n",
      "[CV 4/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 4/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 5/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.739 total time=   0.1s\n",
      "[CV 6/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 6/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.669 total time=   0.1s\n",
      "[CV 7/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 7/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.729 total time=   0.0s\n",
      "[CV 8/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 8/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.593 total time=   0.0s\n",
      "[CV 9/10; 98/138] START ccp_alpha=0.0004894226385881188.........................\n",
      "[CV 9/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 98/138] START ccp_alpha=0.0004894226385881188........................\n",
      "[CV 10/10; 98/138] END ccp_alpha=0.0004894226385881188;, score=0.732 total time=   0.1s\n",
      "[CV 1/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 1/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.724 total time=   0.0s\n",
      "[CV 2/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 2/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.740 total time=   0.1s\n",
      "[CV 3/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
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      "[CV 4/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 4/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.709 total time=   0.1s\n",
      "[CV 5/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 5/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.739 total time=   0.0s\n",
      "[CV 6/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 6/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.669 total time=   0.1s\n",
      "[CV 7/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 7/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.729 total time=   0.0s\n",
      "[CV 8/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 8/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.593 total time=   0.1s\n",
      "[CV 9/10; 99/138] START ccp_alpha=0.0004898246023110008.........................\n",
      "[CV 9/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 99/138] START ccp_alpha=0.0004898246023110008........................\n",
      "[CV 10/10; 99/138] END ccp_alpha=0.0004898246023110008;, score=0.732 total time=   0.0s\n",
      "[CV 1/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 1/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.724 total time=   0.0s\n",
      "[CV 2/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 2/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.740 total time=   0.0s\n",
      "[CV 3/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 3/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.695 total time=   0.0s\n",
      "[CV 4/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 4/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.732 total time=   0.0s\n",
      "[CV 5/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.740 total time=   0.1s\n",
      "[CV 6/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 6/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.669 total time=   0.1s\n",
      "[CV 7/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 7/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.729 total time=   0.0s\n",
      "[CV 8/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 8/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.595 total time=   0.1s\n",
      "[CV 9/10; 100/138] START ccp_alpha=0.0005022492695914886........................\n",
      "[CV 9/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.790 total time=   0.0s\n",
      "[CV 10/10; 100/138] START ccp_alpha=0.0005022492695914886.......................\n",
      "[CV 10/10; 100/138] END ccp_alpha=0.0005022492695914886;, score=0.735 total time=   0.1s\n",
      "[CV 1/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
      "[CV 1/10; 101/138] END ccp_alpha=0.0005092558040852655;, score=0.724 total time=   0.1s\n",
      "[CV 2/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 3/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
      "[CV 3/10; 101/138] END ccp_alpha=0.0005092558040852655;, score=0.686 total time=   0.0s\n",
      "[CV 4/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 5/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 6/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
      "[CV 6/10; 101/138] END ccp_alpha=0.0005092558040852655;, score=0.673 total time=   0.0s\n",
      "[CV 7/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 8/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 9/10; 101/138] START ccp_alpha=0.0005092558040852655........................\n",
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      "[CV 10/10; 101/138] START ccp_alpha=0.0005092558040852655.......................\n",
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      "[CV 1/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 2/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 3/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 4/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 5/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 6/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 7/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 8/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 9/10; 102/138] START ccp_alpha=0.0005193559512459691........................\n",
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      "[CV 10/10; 102/138] START ccp_alpha=0.0005193559512459691.......................\n",
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      "[CV 1/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 1/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.727 total time=   0.0s\n",
      "[CV 2/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
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      "[CV 3/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 3/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.686 total time=   0.0s\n",
      "[CV 4/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 4/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.731 total time=   0.1s\n",
      "[CV 5/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 5/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.750 total time=   0.0s\n",
      "[CV 6/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 6/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.668 total time=   0.0s\n",
      "[CV 7/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 7/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.725 total time=   0.0s\n",
      "[CV 8/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 8/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.588 total time=   0.0s\n",
      "[CV 9/10; 103/138] START ccp_alpha=0.0005358868383751764........................\n",
      "[CV 9/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 103/138] START ccp_alpha=0.0005358868383751764.......................\n",
      "[CV 10/10; 103/138] END ccp_alpha=0.0005358868383751764;, score=0.741 total time=   0.0s\n",
      "[CV 1/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
      "[CV 1/10; 104/138] END ccp_alpha=0.0005989572578076393;, score=0.715 total time=   0.0s\n",
      "[CV 2/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
      "[CV 2/10; 104/138] END ccp_alpha=0.0005989572578076393;, score=0.738 total time=   0.0s\n",
      "[CV 3/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
      "[CV 3/10; 104/138] END ccp_alpha=0.0005989572578076393;, score=0.679 total time=   0.0s\n",
      "[CV 4/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
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      "[CV 5/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
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      "[CV 6/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
      "[CV 6/10; 104/138] END ccp_alpha=0.0005989572578076393;, score=0.668 total time=   0.0s\n",
      "[CV 7/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
      "[CV 7/10; 104/138] END ccp_alpha=0.0005989572578076393;, score=0.712 total time=   0.0s\n",
      "[CV 8/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
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      "[CV 9/10; 104/138] START ccp_alpha=0.0005989572578076393........................\n",
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      "[CV 10/10; 104/138] START ccp_alpha=0.0005989572578076393.......................\n",
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      "[CV 1/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 1/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.689 total time=   0.0s\n",
      "[CV 2/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 2/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.736 total time=   0.0s\n",
      "[CV 3/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 3/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.679 total time=   0.0s\n",
      "[CV 4/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.725 total time=   0.0s\n",
      "[CV 5/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
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      "[CV 6/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 6/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.668 total time=   0.0s\n",
      "[CV 7/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
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      "[CV 8/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 8/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.582 total time=   0.0s\n",
      "[CV 9/10; 105/138] START ccp_alpha=0.0006062966162402646........................\n",
      "[CV 9/10; 105/138] END ccp_alpha=0.0006062966162402646;, score=0.792 total time=   0.0s\n",
      "[CV 10/10; 105/138] START ccp_alpha=0.0006062966162402646.......................\n",
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      "[CV 1/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 2/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 3/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 4/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 5/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 6/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 7/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 8/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 9/10; 106/138] START ccp_alpha=0.0006534642307057352........................\n",
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      "[CV 10/10; 106/138] START ccp_alpha=0.0006534642307057352.......................\n",
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      "[CV 1/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
      "[CV 1/10; 107/138] END ccp_alpha=0.0006646338861545096;, score=0.674 total time=   0.0s\n",
      "[CV 2/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 3/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
      "[CV 3/10; 107/138] END ccp_alpha=0.0006646338861545096;, score=0.718 total time=   0.0s\n",
      "[CV 4/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
      "[CV 4/10; 107/138] END ccp_alpha=0.0006646338861545096;, score=0.714 total time=   0.0s\n",
      "[CV 5/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 6/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 7/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 8/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 9/10; 107/138] START ccp_alpha=0.0006646338861545096........................\n",
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      "[CV 10/10; 107/138] START ccp_alpha=0.0006646338861545096.......................\n",
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      "[CV 1/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
      "[CV 1/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.678 total time=   0.0s\n",
      "[CV 2/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
      "[CV 2/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.724 total time=   0.0s\n",
      "[CV 3/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
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      "[CV 4/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
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      "[CV 5/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
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      "[CV 6/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
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      "[CV 7/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
      "[CV 7/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.701 total time=   0.1s\n",
      "[CV 8/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
      "[CV 8/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.584 total time=   0.0s\n",
      "[CV 9/10; 108/138] START ccp_alpha=0.0006957151806818544........................\n",
      "[CV 9/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.796 total time=   0.1s\n",
      "[CV 10/10; 108/138] START ccp_alpha=0.0006957151806818544.......................\n",
      "[CV 10/10; 108/138] END ccp_alpha=0.0006957151806818544;, score=0.740 total time=   0.0s\n",
      "[CV 1/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 2/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 3/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 4/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 5/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 6/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 7/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 8/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 9/10; 109/138] START ccp_alpha=0.0007053961779934113........................\n",
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      "[CV 10/10; 109/138] START ccp_alpha=0.0007053961779934113.......................\n",
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      "[CV 1/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
      "[CV 1/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.678 total time=   0.1s\n",
      "[CV 2/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
      "[CV 2/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.724 total time=   0.0s\n",
      "[CV 3/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
      "[CV 3/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.717 total time=   0.0s\n",
      "[CV 4/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.703 total time=   0.0s\n",
      "[CV 5/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
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      "[CV 6/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
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      "[CV 7/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
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      "[CV 8/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
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      "[CV 9/10; 110/138] START ccp_alpha=0.0007328899895628765........................\n",
      "[CV 9/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.797 total time=   0.0s\n",
      "[CV 10/10; 110/138] START ccp_alpha=0.0007328899895628765.......................\n",
      "[CV 10/10; 110/138] END ccp_alpha=0.0007328899895628765;, score=0.714 total time=   0.0s\n",
      "[CV 1/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
      "[CV 1/10; 111/138] END ccp_alpha=0.0007357914140203731;, score=0.678 total time=   0.0s\n",
      "[CV 2/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
      "[CV 2/10; 111/138] END ccp_alpha=0.0007357914140203731;, score=0.724 total time=   0.1s\n",
      "[CV 3/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 4/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 5/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 6/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 7/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 8/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 9/10; 111/138] START ccp_alpha=0.0007357914140203731........................\n",
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      "[CV 10/10; 111/138] START ccp_alpha=0.0007357914140203731.......................\n",
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      "[CV 1/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 2/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 3/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 4/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 5/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 6/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 7/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 8/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 9/10; 112/138] START ccp_alpha=0.0007394896256585452........................\n",
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      "[CV 10/10; 112/138] START ccp_alpha=0.0007394896256585452.......................\n",
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      "[CV 1/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 1/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.678 total time=   0.1s\n",
      "[CV 2/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 2/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.754 total time=   0.1s\n",
      "[CV 3/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 3/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.712 total time=   0.1s\n",
      "[CV 4/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 4/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.703 total time=   0.1s\n",
      "[CV 5/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 5/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.750 total time=   0.1s\n",
      "[CV 6/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 6/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 7/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.705 total time=   0.1s\n",
      "[CV 8/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 8/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.590 total time=   0.0s\n",
      "[CV 9/10; 113/138] START ccp_alpha=0.0007679573894549411........................\n",
      "[CV 9/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.801 total time=   0.0s\n",
      "[CV 10/10; 113/138] START ccp_alpha=0.0007679573894549411.......................\n",
      "[CV 10/10; 113/138] END ccp_alpha=0.0007679573894549411;, score=0.716 total time=   0.1s\n",
      "[CV 1/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 1/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.692 total time=   0.1s\n",
      "[CV 2/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 2/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.754 total time=   0.1s\n",
      "[CV 3/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 3/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 4/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.706 total time=   0.0s\n",
      "[CV 5/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 5/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.766 total time=   0.1s\n",
      "[CV 6/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 6/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.650 total time=   0.1s\n",
      "[CV 7/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 7/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.705 total time=   0.1s\n",
      "[CV 8/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 8/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.592 total time=   0.0s\n",
      "[CV 9/10; 114/138] START ccp_alpha=0.0008078536217137958........................\n",
      "[CV 9/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.800 total time=   0.1s\n",
      "[CV 10/10; 114/138] START ccp_alpha=0.0008078536217137958.......................\n",
      "[CV 10/10; 114/138] END ccp_alpha=0.0008078536217137958;, score=0.699 total time=   0.0s\n",
      "[CV 1/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 1/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.692 total time=   0.1s\n",
      "[CV 2/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 2/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.754 total time=   0.1s\n",
      "[CV 3/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 3/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.706 total time=   0.0s\n",
      "[CV 5/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 5/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.766 total time=   0.1s\n",
      "[CV 6/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 6/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.652 total time=   0.1s\n",
      "[CV 7/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 7/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.705 total time=   0.0s\n",
      "[CV 8/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 8/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.592 total time=   0.0s\n",
      "[CV 9/10; 115/138] START ccp_alpha=0.0008114143735043974........................\n",
      "[CV 9/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.803 total time=   0.0s\n",
      "[CV 10/10; 115/138] START ccp_alpha=0.0008114143735043974.......................\n",
      "[CV 10/10; 115/138] END ccp_alpha=0.0008114143735043974;, score=0.699 total time=   0.1s\n",
      "[CV 1/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 1/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.692 total time=   0.0s\n",
      "[CV 2/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 2/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.736 total time=   0.0s\n",
      "[CV 3/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 3/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.716 total time=   0.1s\n",
      "[CV 4/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 4/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.705 total time=   0.0s\n",
      "[CV 5/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 5/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.763 total time=   0.0s\n",
      "[CV 6/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 6/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.656 total time=   0.0s\n",
      "[CV 7/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 7/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.705 total time=   0.0s\n",
      "[CV 8/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 8/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.622 total time=   0.0s\n",
      "[CV 9/10; 116/138] START ccp_alpha=0.0008943428697954758........................\n",
      "[CV 9/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.804 total time=   0.0s\n",
      "[CV 10/10; 116/138] START ccp_alpha=0.0008943428697954758.......................\n",
      "[CV 10/10; 116/138] END ccp_alpha=0.0008943428697954758;, score=0.682 total time=   0.0s\n",
      "[CV 1/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 1/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.685 total time=   0.0s\n",
      "[CV 2/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 2/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.736 total time=   0.0s\n",
      "[CV 3/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 3/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.728 total time=   0.0s\n",
      "[CV 4/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 4/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 5/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.762 total time=   0.0s\n",
      "[CV 6/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 6/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.661 total time=   0.0s\n",
      "[CV 7/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 7/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.720 total time=   0.0s\n",
      "[CV 8/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 8/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.623 total time=   0.0s\n",
      "[CV 9/10; 117/138] START ccp_alpha=0.0010408398544504444........................\n",
      "[CV 9/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.804 total time=   0.0s\n",
      "[CV 10/10; 117/138] START ccp_alpha=0.0010408398544504444.......................\n",
      "[CV 10/10; 117/138] END ccp_alpha=0.0010408398544504444;, score=0.680 total time=   0.0s\n",
      "[CV 1/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 1/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.707 total time=   0.0s\n",
      "[CV 2/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 2/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.742 total time=   0.0s\n",
      "[CV 3/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 3/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 4/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.727 total time=   0.0s\n",
      "[CV 5/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 5/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 6/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.657 total time=   0.0s\n",
      "[CV 7/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 7/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 8/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.710 total time=   0.0s\n",
      "[CV 9/10; 118/138] START ccp_alpha=0.0012205072432323837........................\n",
      "[CV 9/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.800 total time=   0.0s\n",
      "[CV 10/10; 118/138] START ccp_alpha=0.0012205072432323837.......................\n",
      "[CV 10/10; 118/138] END ccp_alpha=0.0012205072432323837;, score=0.642 total time=   0.0s\n",
      "[CV 1/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 1/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.747 total time=   0.0s\n",
      "[CV 2/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 2/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.745 total time=   0.0s\n",
      "[CV 3/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 3/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 4/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.713 total time=   0.0s\n",
      "[CV 5/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 5/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.754 total time=   0.0s\n",
      "[CV 6/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 6/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.657 total time=   0.0s\n",
      "[CV 7/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 7/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 8/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.710 total time=   0.0s\n",
      "[CV 9/10; 119/138] START ccp_alpha=0.0013050015916987508........................\n",
      "[CV 9/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.800 total time=   0.0s\n",
      "[CV 10/10; 119/138] START ccp_alpha=0.0013050015916987508.......................\n",
      "[CV 10/10; 119/138] END ccp_alpha=0.0013050015916987508;, score=0.641 total time=   0.0s\n",
      "[CV 1/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 1/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.747 total time=   0.0s\n",
      "[CV 2/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 2/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.745 total time=   0.0s\n",
      "[CV 3/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 3/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 4/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.724 total time=   0.0s\n",
      "[CV 6/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 6/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.657 total time=   0.0s\n",
      "[CV 7/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 7/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 8/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.710 total time=   0.0s\n",
      "[CV 9/10; 120/138] START ccp_alpha=0.0013278721670772885........................\n",
      "[CV 9/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.800 total time=   0.0s\n",
      "[CV 10/10; 120/138] START ccp_alpha=0.0013278721670772885.......................\n",
      "[CV 10/10; 120/138] END ccp_alpha=0.0013278721670772885;, score=0.641 total time=   0.0s\n",
      "[CV 1/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 1/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.747 total time=   0.0s\n",
      "[CV 2/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 2/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.745 total time=   0.1s\n",
      "[CV 3/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 3/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.714 total time=   0.0s\n",
      "[CV 4/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 4/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.709 total time=   0.0s\n",
      "[CV 5/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 5/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.724 total time=   0.0s\n",
      "[CV 6/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 6/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.657 total time=   0.1s\n",
      "[CV 7/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 7/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.710 total time=   0.1s\n",
      "[CV 8/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 8/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.710 total time=   0.0s\n",
      "[CV 9/10; 121/138] START ccp_alpha=0.0013281636495818781........................\n",
      "[CV 9/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.800 total time=   0.0s\n",
      "[CV 10/10; 121/138] START ccp_alpha=0.0013281636495818781.......................\n",
      "[CV 10/10; 121/138] END ccp_alpha=0.0013281636495818781;, score=0.641 total time=   0.0s\n",
      "[CV 1/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 1/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.765 total time=   0.1s\n",
      "[CV 2/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 2/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.745 total time=   0.1s\n",
      "[CV 3/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 3/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.716 total time=   0.0s\n",
      "[CV 4/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 4/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.706 total time=   0.0s\n",
      "[CV 5/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 5/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.724 total time=   0.0s\n",
      "[CV 6/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 6/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.657 total time=   0.1s\n",
      "[CV 7/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 7/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.725 total time=   0.1s\n",
      "[CV 8/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 8/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.710 total time=   0.0s\n",
      "[CV 9/10; 122/138] START ccp_alpha=0.0014945578765882955........................\n",
      "[CV 9/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.793 total time=   0.1s\n",
      "[CV 10/10; 122/138] START ccp_alpha=0.0014945578765882955.......................\n",
      "[CV 10/10; 122/138] END ccp_alpha=0.0014945578765882955;, score=0.644 total time=   0.0s\n",
      "[CV 1/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 1/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.742 total time=   0.0s\n",
      "[CV 2/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 2/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.745 total time=   0.1s\n",
      "[CV 3/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 3/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.694 total time=   0.1s\n",
      "[CV 4/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 4/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.686 total time=   0.0s\n",
      "[CV 5/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 5/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.709 total time=   0.1s\n",
      "[CV 6/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 6/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.702 total time=   0.0s\n",
      "[CV 7/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 7/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.720 total time=   0.1s\n",
      "[CV 8/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 8/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.712 total time=   0.0s\n",
      "[CV 9/10; 123/138] START ccp_alpha=0.0021043257217196083........................\n",
      "[CV 9/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 123/138] START ccp_alpha=0.0021043257217196083.......................\n",
      "[CV 10/10; 123/138] END ccp_alpha=0.0021043257217196083;, score=0.626 total time=   0.0s\n",
      "[CV 1/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 1/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.749 total time=   0.1s\n",
      "[CV 2/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 2/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.745 total time=   0.0s\n",
      "[CV 3/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 3/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.694 total time=   0.1s\n",
      "[CV 4/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 4/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.682 total time=   0.0s\n",
      "[CV 5/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 5/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.709 total time=   0.1s\n",
      "[CV 6/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 6/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.702 total time=   0.0s\n",
      "[CV 7/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 7/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.720 total time=   0.1s\n",
      "[CV 8/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 8/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.712 total time=   0.0s\n",
      "[CV 9/10; 124/138] START ccp_alpha=0.00225443051525733..........................\n",
      "[CV 9/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.788 total time=   0.1s\n",
      "[CV 10/10; 124/138] START ccp_alpha=0.00225443051525733.........................\n",
      "[CV 10/10; 124/138] END ccp_alpha=0.00225443051525733;, score=0.588 total time=   0.0s\n",
      "[CV 1/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 1/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.749 total time=   0.1s\n",
      "[CV 2/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 2/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.745 total time=   0.0s\n",
      "[CV 3/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 3/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.694 total time=   0.1s\n",
      "[CV 4/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 4/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.682 total time=   0.0s\n",
      "[CV 5/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.709 total time=   0.1s\n",
      "[CV 6/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 6/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.702 total time=   0.1s\n",
      "[CV 7/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 7/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.718 total time=   0.0s\n",
      "[CV 8/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 8/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.712 total time=   0.0s\n",
      "[CV 9/10; 125/138] START ccp_alpha=0.002318974006773023.........................\n",
      "[CV 9/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.788 total time=   0.1s\n",
      "[CV 10/10; 125/138] START ccp_alpha=0.002318974006773023........................\n",
      "[CV 10/10; 125/138] END ccp_alpha=0.002318974006773023;, score=0.588 total time=   0.0s\n",
      "[CV 1/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 1/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.749 total time=   0.1s\n",
      "[CV 2/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 2/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.738 total time=   0.1s\n",
      "[CV 3/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 3/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.694 total time=   0.0s\n",
      "[CV 4/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 4/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.682 total time=   0.0s\n",
      "[CV 5/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 5/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.709 total time=   0.1s\n",
      "[CV 6/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 6/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.697 total time=   0.1s\n",
      "[CV 7/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 7/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.718 total time=   0.0s\n",
      "[CV 8/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 8/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.684 total time=   0.0s\n",
      "[CV 9/10; 126/138] START ccp_alpha=0.002536096323166648.........................\n",
      "[CV 9/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 126/138] START ccp_alpha=0.002536096323166648........................\n",
      "[CV 10/10; 126/138] END ccp_alpha=0.002536096323166648;, score=0.588 total time=   0.0s\n",
      "[CV 1/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 1/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.749 total time=   0.0s\n",
      "[CV 2/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 2/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.738 total time=   0.0s\n",
      "[CV 3/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 3/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.694 total time=   0.0s\n",
      "[CV 4/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 4/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.682 total time=   0.0s\n",
      "[CV 5/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 5/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.709 total time=   0.0s\n",
      "[CV 6/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 6/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.697 total time=   0.0s\n",
      "[CV 7/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 7/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.718 total time=   0.1s\n",
      "[CV 8/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 8/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.684 total time=   0.0s\n",
      "[CV 9/10; 127/138] START ccp_alpha=0.0025538416047861234........................\n",
      "[CV 9/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 127/138] START ccp_alpha=0.0025538416047861234.......................\n",
      "[CV 10/10; 127/138] END ccp_alpha=0.0025538416047861234;, score=0.588 total time=   0.0s\n",
      "[CV 1/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 1/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.770 total time=   0.1s\n",
      "[CV 2/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 2/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.730 total time=   0.1s\n",
      "[CV 3/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 3/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.722 total time=   0.1s\n",
      "[CV 4/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 4/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.671 total time=   0.0s\n",
      "[CV 5/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 5/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.713 total time=   0.0s\n",
      "[CV 6/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 6/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.697 total time=   0.1s\n",
      "[CV 7/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 7/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.718 total time=   0.0s\n",
      "[CV 8/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 8/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.684 total time=   0.0s\n",
      "[CV 9/10; 128/138] START ccp_alpha=0.002933689143027999.........................\n",
      "[CV 9/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 128/138] START ccp_alpha=0.002933689143027999........................\n",
      "[CV 10/10; 128/138] END ccp_alpha=0.002933689143027999;, score=0.588 total time=   0.0s\n",
      "[CV 1/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 1/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.770 total time=   0.0s\n",
      "[CV 2/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 2/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.726 total time=   0.1s\n",
      "[CV 3/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 3/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.722 total time=   0.0s\n",
      "[CV 4/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 4/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.671 total time=   0.0s\n",
      "[CV 5/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 5/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.713 total time=   0.1s\n",
      "[CV 6/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 6/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.679 total time=   0.1s\n",
      "[CV 7/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 7/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.682 total time=   0.0s\n",
      "[CV 8/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 8/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.688 total time=   0.0s\n",
      "[CV 9/10; 129/138] START ccp_alpha=0.0031890723488154915........................\n",
      "[CV 9/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 129/138] START ccp_alpha=0.0031890723488154915.......................\n",
      "[CV 10/10; 129/138] END ccp_alpha=0.0031890723488154915;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 1/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.770 total time=   0.0s\n",
      "[CV 2/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 2/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.721 total time=   0.0s\n",
      "[CV 3/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 3/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.722 total time=   0.0s\n",
      "[CV 4/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.691 total time=   0.0s\n",
      "[CV 5/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 5/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.713 total time=   0.0s\n",
      "[CV 6/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 6/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.724 total time=   0.0s\n",
      "[CV 7/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 7/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.680 total time=   0.0s\n",
      "[CV 8/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 8/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.688 total time=   0.0s\n",
      "[CV 9/10; 130/138] START ccp_alpha=0.004257654398232353.........................\n",
      "[CV 9/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 130/138] START ccp_alpha=0.004257654398232353........................\n",
      "[CV 10/10; 130/138] END ccp_alpha=0.004257654398232353;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 1/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.770 total time=   0.0s\n",
      "[CV 2/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 2/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.721 total time=   0.0s\n",
      "[CV 3/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 3/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.722 total time=   0.0s\n",
      "[CV 4/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 4/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.691 total time=   0.0s\n",
      "[CV 5/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 5/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.820 total time=   0.0s\n",
      "[CV 6/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 6/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.693 total time=   0.0s\n",
      "[CV 7/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 7/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.680 total time=   0.0s\n",
      "[CV 8/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 8/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.656 total time=   0.0s\n",
      "[CV 9/10; 131/138] START ccp_alpha=0.006271666723170227.........................\n",
      "[CV 9/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.788 total time=   0.0s\n",
      "[CV 10/10; 131/138] START ccp_alpha=0.006271666723170227........................\n",
      "[CV 10/10; 131/138] END ccp_alpha=0.006271666723170227;, score=0.701 total time=   0.0s\n",
      "[CV 1/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 1/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.770 total time=   0.0s\n",
      "[CV 2/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 2/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.720 total time=   0.0s\n",
      "[CV 3/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 3/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.722 total time=   0.0s\n",
      "[CV 4/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 4/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.691 total time=   0.0s\n",
      "[CV 5/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 5/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.820 total time=   0.0s\n",
      "[CV 6/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 6/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.693 total time=   0.1s\n",
      "[CV 7/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 7/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.680 total time=   0.1s\n",
      "[CV 8/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 8/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.656 total time=   0.0s\n",
      "[CV 9/10; 132/138] START ccp_alpha=0.007627448031118488.........................\n",
      "[CV 9/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 132/138] START ccp_alpha=0.007627448031118488........................\n",
      "[CV 10/10; 132/138] END ccp_alpha=0.007627448031118488;, score=0.703 total time=   0.0s\n",
      "[CV 1/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 1/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.757 total time=   0.0s\n",
      "[CV 2/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 2/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.727 total time=   0.0s\n",
      "[CV 3/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 3/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.750 total time=   0.0s\n",
      "[CV 4/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 4/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.691 total time=   0.0s\n",
      "[CV 5/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 5/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.820 total time=   0.0s\n",
      "[CV 6/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 6/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.705 total time=   0.0s\n",
      "[CV 7/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 7/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.680 total time=   0.0s\n",
      "[CV 8/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 8/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.639 total time=   0.0s\n",
      "[CV 9/10; 133/138] START ccp_alpha=0.009479145447708517.........................\n",
      "[CV 9/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.789 total time=   0.0s\n",
      "[CV 10/10; 133/138] START ccp_alpha=0.009479145447708517........................\n",
      "[CV 10/10; 133/138] END ccp_alpha=0.009479145447708517;, score=0.703 total time=   0.0s\n",
      "[CV 1/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 1/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.697 total time=   0.0s\n",
      "[CV 2/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 2/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.727 total time=   0.0s\n",
      "[CV 3/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 3/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.731 total time=   0.0s\n",
      "[CV 4/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 4/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.691 total time=   0.0s\n",
      "[CV 5/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 5/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.752 total time=   0.0s\n",
      "[CV 6/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 6/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.705 total time=   0.0s\n",
      "[CV 7/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 7/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.710 total time=   0.0s\n",
      "[CV 8/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 8/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.585 total time=   0.1s\n",
      "[CV 9/10; 134/138] START ccp_alpha=0.02289732880398518..........................\n",
      "[CV 9/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.743 total time=   0.0s\n",
      "[CV 10/10; 134/138] START ccp_alpha=0.02289732880398518.........................\n",
      "[CV 10/10; 134/138] END ccp_alpha=0.02289732880398518;, score=0.646 total time=   0.0s\n",
      "[CV 1/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 1/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.613 total time=   0.0s\n",
      "[CV 2/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 2/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.674 total time=   0.0s\n",
      "[CV 3/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.661 total time=   0.1s\n",
      "[CV 4/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 4/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.676 total time=   0.0s\n",
      "[CV 5/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 5/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.672 total time=   0.0s\n",
      "[CV 6/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 6/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.683 total time=   0.1s\n",
      "[CV 7/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 7/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.649 total time=   0.0s\n",
      "[CV 8/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 8/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.585 total time=   0.0s\n",
      "[CV 9/10; 135/138] START ccp_alpha=0.035064352466312676.........................\n",
      "[CV 9/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.665 total time=   0.0s\n",
      "[CV 10/10; 135/138] START ccp_alpha=0.035064352466312676........................\n",
      "[CV 10/10; 135/138] END ccp_alpha=0.035064352466312676;, score=0.646 total time=   0.0s\n",
      "[CV 1/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 1/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.613 total time=   0.1s\n",
      "[CV 2/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 2/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.543 total time=   0.1s\n",
      "[CV 3/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 3/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.544 total time=   0.0s\n",
      "[CV 4/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 4/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.676 total time=   0.1s\n",
      "[CV 5/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 5/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.544 total time=   0.0s\n",
      "[CV 6/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 6/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.541 total time=   0.1s\n",
      "[CV 7/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 7/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.541 total time=   0.0s\n",
      "[CV 8/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 8/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.615 total time=   0.0s\n",
      "[CV 9/10; 136/138] START ccp_alpha=0.08885650631544445..........................\n",
      "[CV 9/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.544 total time=   0.0s\n",
      "[CV 10/10; 136/138] START ccp_alpha=0.08885650631544445.........................\n",
      "[CV 10/10; 136/138] END ccp_alpha=0.08885650631544445;, score=0.631 total time=   0.0s\n",
      "[CV 1/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 1/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.545 total time=   0.0s\n",
      "[CV 2/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 2/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.543 total time=   0.1s\n",
      "[CV 3/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 3/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.377 total time=   0.0s\n",
      "[CV 4/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 4/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.380 total time=   0.0s\n",
      "[CV 5/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 5/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.378 total time=   0.0s\n",
      "[CV 6/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 6/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.378 total time=   0.0s\n",
      "[CV 7/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 7/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.541 total time=   0.0s\n",
      "[CV 8/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 8/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.537 total time=   0.0s\n",
      "[CV 9/10; 137/138] START ccp_alpha=0.16465209038660206..........................\n",
      "[CV 9/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.377 total time=   0.0s\n",
      "[CV 10/10; 137/138] START ccp_alpha=0.16465209038660206.........................\n",
      "[CV 10/10; 137/138] END ccp_alpha=0.16465209038660206;, score=0.541 total time=   0.1s\n",
      "[CV 1/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 1/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.0s\n",
      "[CV 2/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 2/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.0s\n",
      "[CV 3/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 3/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.377 total time=   0.1s\n",
      "[CV 4/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 4/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.0s\n",
      "[CV 5/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 5/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.1s\n",
      "[CV 6/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 6/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.1s\n",
      "[CV 7/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 7/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.192 total time=   0.1s\n",
      "[CV 8/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 8/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.377 total time=   0.0s\n",
      "[CV 9/10; 138/138] START ccp_alpha=0.18597466478168034..........................\n",
      "[CV 9/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.377 total time=   0.0s\n",
      "[CV 10/10; 138/138] START ccp_alpha=0.18597466478168034.........................\n",
      "[CV 10/10; 138/138] END ccp_alpha=0.18597466478168034;, score=0.377 total time=   0.1s\n",
      "CPU times: total: 1min 44s\n",
      "Wall time: 2min 48s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=10, estimator=DecisionTreeClassifier(random_state=2360873),\n",
       "             param_grid={&#x27;ccp_alpha&#x27;: array([0.00000000e+00, 6.47931635e-06, 7.58739181e-06, 8.99098135e-06,\n",
       "       9.28838144e-06, 1.08813928e-05, 1.25092317e-05, 2.47304382e-05,\n",
       "       2.50103721e-05, 2.72034820e-05, 2.84988860e-05, 2.96924042e-05,\n",
       "       3.07517623e-05, 3.19901575e-05, 4.74134763e-05, 5.00791374e-05,\n",
       "       5.275...\n",
       "       7.67957389e-04, 8.07853622e-04, 8.11414374e-04, 8.94342870e-04,\n",
       "       1.04083985e-03, 1.22050724e-03, 1.30500159e-03, 1.32787217e-03,\n",
       "       1.32816365e-03, 1.49455788e-03, 2.10432572e-03, 2.25443052e-03,\n",
       "       2.31897401e-03, 2.53609632e-03, 2.55384160e-03, 2.93368914e-03,\n",
       "       3.18907235e-03, 4.25765440e-03, 6.27166672e-03, 7.62744803e-03,\n",
       "       9.47914545e-03, 2.28973288e-02, 3.50643525e-02, 8.88565063e-02,\n",
       "       1.64652090e-01, 1.85974665e-01])},\n",
       "             verbose=100)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=10, estimator=DecisionTreeClassifier(random_state=2360873),\n",
       "             param_grid={&#x27;ccp_alpha&#x27;: array([0.00000000e+00, 6.47931635e-06, 7.58739181e-06, 8.99098135e-06,\n",
       "       9.28838144e-06, 1.08813928e-05, 1.25092317e-05, 2.47304382e-05,\n",
       "       2.50103721e-05, 2.72034820e-05, 2.84988860e-05, 2.96924042e-05,\n",
       "       3.07517623e-05, 3.19901575e-05, 4.74134763e-05, 5.00791374e-05,\n",
       "       5.275...\n",
       "       7.67957389e-04, 8.07853622e-04, 8.11414374e-04, 8.94342870e-04,\n",
       "       1.04083985e-03, 1.22050724e-03, 1.30500159e-03, 1.32787217e-03,\n",
       "       1.32816365e-03, 1.49455788e-03, 2.10432572e-03, 2.25443052e-03,\n",
       "       2.31897401e-03, 2.53609632e-03, 2.55384160e-03, 2.93368914e-03,\n",
       "       3.18907235e-03, 4.25765440e-03, 6.27166672e-03, 7.62744803e-03,\n",
       "       9.47914545e-03, 2.28973288e-02, 3.50643525e-02, 8.88565063e-02,\n",
       "       1.64652090e-01, 1.85974665e-01])},\n",
       "             verbose=100)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=2360873)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=2360873)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=10, estimator=DecisionTreeClassifier(random_state=2360873),\n",
       "             param_grid={'ccp_alpha': array([0.00000000e+00, 6.47931635e-06, 7.58739181e-06, 8.99098135e-06,\n",
       "       9.28838144e-06, 1.08813928e-05, 1.25092317e-05, 2.47304382e-05,\n",
       "       2.50103721e-05, 2.72034820e-05, 2.84988860e-05, 2.96924042e-05,\n",
       "       3.07517623e-05, 3.19901575e-05, 4.74134763e-05, 5.00791374e-05,\n",
       "       5.275...\n",
       "       7.67957389e-04, 8.07853622e-04, 8.11414374e-04, 8.94342870e-04,\n",
       "       1.04083985e-03, 1.22050724e-03, 1.30500159e-03, 1.32787217e-03,\n",
       "       1.32816365e-03, 1.49455788e-03, 2.10432572e-03, 2.25443052e-03,\n",
       "       2.31897401e-03, 2.53609632e-03, 2.55384160e-03, 2.93368914e-03,\n",
       "       3.18907235e-03, 4.25765440e-03, 6.27166672e-03, 7.62744803e-03,\n",
       "       9.47914545e-03, 2.28973288e-02, 3.50643525e-02, 8.88565063e-02,\n",
       "       1.64652090e-01, 1.85974665e-01])},\n",
       "             verbose=100)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "grid = GridSearchCV(estimator=clf, param_grid=grid_parametros, cv=10, verbose=100)\n",
    "grid.fit(X_train_cut, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 365
    },
    "id": "DEh4nxBa-2j6",
    "outputId": "b7997742-38cc-4a63-c564-5c02a894428f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_fit_time</th>\n",
       "      <th>std_fit_time</th>\n",
       "      <th>mean_score_time</th>\n",
       "      <th>std_score_time</th>\n",
       "      <th>param_ccp_alpha</th>\n",
       "      <th>params</th>\n",
       "      <th>split0_test_score</th>\n",
       "      <th>split1_test_score</th>\n",
       "      <th>split2_test_score</th>\n",
       "      <th>split3_test_score</th>\n",
       "      <th>split4_test_score</th>\n",
       "      <th>split5_test_score</th>\n",
       "      <th>split6_test_score</th>\n",
       "      <th>split7_test_score</th>\n",
       "      <th>split8_test_score</th>\n",
       "      <th>split9_test_score</th>\n",
       "      <th>mean_test_score</th>\n",
       "      <th>std_test_score</th>\n",
       "      <th>rank_test_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.076936</td>\n",
       "      <td>0.016933</td>\n",
       "      <td>0.004326</td>\n",
       "      <td>0.002995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>{'ccp_alpha': 0.0}</td>\n",
       "      <td>0.633152</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.72381</td>\n",
       "      <td>0.745578</td>\n",
       "      <td>0.65034</td>\n",
       "      <td>0.689796</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.768707</td>\n",
       "      <td>0.70068</td>\n",
       "      <td>0.70063</td>\n",
       "      <td>0.041158</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.094563</td>\n",
       "      <td>0.029622</td>\n",
       "      <td>0.007001</td>\n",
       "      <td>0.004704</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>{'ccp_alpha': 6.479316350127399e-06}</td>\n",
       "      <td>0.633152</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.72381</td>\n",
       "      <td>0.745578</td>\n",
       "      <td>0.65034</td>\n",
       "      <td>0.689796</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.768707</td>\n",
       "      <td>0.70068</td>\n",
       "      <td>0.70063</td>\n",
       "      <td>0.041158</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.135825</td>\n",
       "      <td>0.007229</td>\n",
       "      <td>0.007622</td>\n",
       "      <td>0.007057</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>{'ccp_alpha': 7.587391808774099e-06}</td>\n",
       "      <td>0.633152</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.72381</td>\n",
       "      <td>0.745578</td>\n",
       "      <td>0.65034</td>\n",
       "      <td>0.689796</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.768707</td>\n",
       "      <td>0.70068</td>\n",
       "      <td>0.70063</td>\n",
       "      <td>0.041158</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.140391</td>\n",
       "      <td>0.008295</td>\n",
       "      <td>0.007819</td>\n",
       "      <td>0.007819</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>{'ccp_alpha': 8.990981354088114e-06}</td>\n",
       "      <td>0.633152</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.72381</td>\n",
       "      <td>0.745578</td>\n",
       "      <td>0.65034</td>\n",
       "      <td>0.689796</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.768707</td>\n",
       "      <td>0.70068</td>\n",
       "      <td>0.70063</td>\n",
       "      <td>0.041158</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.138344</td>\n",
       "      <td>0.009004</td>\n",
       "      <td>0.006952</td>\n",
       "      <td>0.005767</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>{'ccp_alpha': 9.288381441454469e-06}</td>\n",
       "      <td>0.633152</td>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.72381</td>\n",
       "      <td>0.745578</td>\n",
       "      <td>0.65034</td>\n",
       "      <td>0.689796</td>\n",
       "      <td>0.677551</td>\n",
       "      <td>0.768707</td>\n",
       "      <td>0.70068</td>\n",
       "      <td>0.70063</td>\n",
       "      <td>0.041158</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean_fit_time  std_fit_time  mean_score_time  std_score_time  \\\n",
       "0       0.076936      0.016933         0.004326        0.002995   \n",
       "1       0.094563      0.029622         0.007001        0.004704   \n",
       "2       0.135825      0.007229         0.007622        0.007057   \n",
       "3       0.140391      0.008295         0.007819        0.007819   \n",
       "4       0.138344      0.009004         0.006952        0.005767   \n",
       "\n",
       "  param_ccp_alpha                                params  split0_test_score  \\\n",
       "0             0.0                    {'ccp_alpha': 0.0}           0.633152   \n",
       "1        0.000006  {'ccp_alpha': 6.479316350127399e-06}           0.633152   \n",
       "2        0.000008  {'ccp_alpha': 7.587391808774099e-06}           0.633152   \n",
       "3        0.000009  {'ccp_alpha': 8.990981354088114e-06}           0.633152   \n",
       "4        0.000009  {'ccp_alpha': 9.288381441454469e-06}           0.633152   \n",
       "\n",
       "   split1_test_score  split2_test_score  split3_test_score  split4_test_score  \\\n",
       "0            0.73913           0.677551            0.72381           0.745578   \n",
       "1            0.73913           0.677551            0.72381           0.745578   \n",
       "2            0.73913           0.677551            0.72381           0.745578   \n",
       "3            0.73913           0.677551            0.72381           0.745578   \n",
       "4            0.73913           0.677551            0.72381           0.745578   \n",
       "\n",
       "   split5_test_score  split6_test_score  split7_test_score  split8_test_score  \\\n",
       "0            0.65034           0.689796           0.677551           0.768707   \n",
       "1            0.65034           0.689796           0.677551           0.768707   \n",
       "2            0.65034           0.689796           0.677551           0.768707   \n",
       "3            0.65034           0.689796           0.677551           0.768707   \n",
       "4            0.65034           0.689796           0.677551           0.768707   \n",
       "\n",
       "   split9_test_score  mean_test_score  std_test_score  rank_test_score  \n",
       "0            0.70068          0.70063        0.041158               95  \n",
       "1            0.70068          0.70063        0.041158               95  \n",
       "2            0.70068          0.70063        0.041158               95  \n",
       "3            0.70068          0.70063        0.041158               95  \n",
       "4            0.70068          0.70063        0.041158               95  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultados = pd.DataFrame(grid.cv_results_)\n",
    "resultados.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "HYP1HrQI-8yA",
    "outputId": "347bbbef-816d-4cf4-8ac9-3e0ddfa264e4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "132\n",
      "{'ccp_alpha': 0.009479145447708517}\n",
      "0.726192694469092\n"
     ]
    }
   ],
   "source": [
    "print(grid.best_index_)\n",
    "print(grid.best_params_)\n",
    "print(grid.best_score_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dKkuwUoT5IRp"
   },
   "source": [
    "### 4. Avaliando a árvore\n",
    "\n",
    "- Obtenha a árvore na melhor configuração treinada em toda a base de treino\n",
    "- Calcule a acurácia dessa árvore na base de testes\n",
    "- Visualize a matriz de confusão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "XxrxpWqb5IRp",
    "outputId": "9278ccd9-e6a4-4e5a-aa35-60823a1c9b94"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6915507295554801"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "melhor_ccp = resultados.iloc[grid.best_index_, 4]\n",
    "clf = DecisionTreeClassifier(random_state=2360873, ccp_alpha=melhor_ccp).fit(X_train_cut, y_train)\n",
    "clf.score(X_test_cut, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 466
    },
    "id": "2CssKe4n_DjP",
    "outputId": "c1fae398-2a60-4e09-cdbd-fcfd9c5e682e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x222344d4050>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ConfusionMatrixDisplay.from_estimator(clf, X_test_cut, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parâmetro                    Valor\n",
      "ccp_alpha                 0.009479\n",
      "class_weight                  None\n",
      "criterion                     gini\n",
      "max_depth                     None\n",
      "max_features                  None\n",
      "max_leaf_nodes                None\n",
      "min_impurity_decrease          0.0\n",
      "min_samples_leaf                 1\n",
      "min_samples_split                2\n",
      "min_weight_fraction_leaf       0.0\n",
      "random_state                    42\n",
      "splitter                      best \n",
      "\n",
      "Acurácia da árvore na base de testes: 0.8408551068883611\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 8.66 s\n",
      "Wall time: 14.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "clf = DecisionTreeClassifier(random_state=42, \n",
    "                             ccp_alpha=melhor_ccp\n",
    "                            ).fit(X_train, y_train)\n",
    "print(pd.DataFrame(data=clf.get_params(), \n",
    "                   index=pd.Index(data=['Valor'], \n",
    "                                  name='Parâmetro')\n",
    "                  ).T, \n",
    "      '\\n')\n",
    "\n",
    "print('Acurácia da árvore na base de testes:', \n",
    "      clf.score(X=X_test, y=y_test))\n",
    "\n",
    "ConfusionMatrixDisplay.from_estimator(estimator=clf, \n",
    "                                      X=X_test, \n",
    "                                      y=y_test)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gcaMZ4Mc5IRp"
   },
   "source": [
    "### 5. Melhorando a árvore\n",
    "\n",
    "A melhor forma de se melhorar um algoritmo é colocando nele novas variáveis que agreguem valor. Podemos usar a força-bruta e ir colocando variáveis aleatoriamente - ou colocar todas e deixar rodando por um bom tempo - ou utilizar uma lógica eficiente e fazer uma seleção de variáveis.\n",
    "\n",
    "- Observe que há classes mais fáceis e mais difíceis de se identificar\n",
    "- Crie uma variável binária para uma das classes de maior erro\n",
    "- Fala uma árvore de classificação bem simples para esta variável:\n",
    "    - utilize ```mean_samples_leaf=20```\n",
    "    - utilize ```max_depth=4```\n",
    "    - coloque todas as variáveis\n",
    "- Observe a importância das variáveis, e selecione as 3 com maior importância\n",
    "- Rode novamente o algoritmo acima com as 3 novas variáveis e avalie a acurácia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "MmFxgiFk5IRp",
    "outputId": "bee3a205-c068-46c5-d76d-2c7a6c9fa2bc"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "          2\n",
       "0     False\n",
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       "...     ...\n",
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       "[7352 rows x 1 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train_dummy = pd.get_dummies(y_train['0'])\n",
    "# y_train_dummy\n",
    "y_train_cut = y_train_dummy[2].to_frame()\n",
    "y_train_cut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "74 tGravityAcc-arCoeff()-Z,1       0.336087\n",
       "331 fBodyAcc-bandsEnergy()-1,8     0.308642\n",
       "427 fBodyGyro-std()-X              0.066982\n",
       "42 tGravityAcc-mean()-Y            0.063056\n",
       "560 angle(Y,gravityMean)           0.053064\n",
       "                                     ...   \n",
       "186 tBodyGyroJerk-arCoeff()-X,1    0.000000\n",
       "185 tBodyGyroJerk-entropy()-Z      0.000000\n",
       "184 tBodyGyroJerk-entropy()-Y      0.000000\n",
       "183 tBodyGyroJerk-entropy()-X      0.000000\n",
       "561 angle(Z,gravityMean)           0.000000\n",
       "Length: 561, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = DecisionTreeClassifier(random_state=42, min_samples_leaf=20, max_depth=4).fit(X_train, y_train_cut)\n",
    "importancia_das_variaveis = pd.Series(clf.feature_importances_, index=X_train.columns)\n",
    "importancia_das_variaveis.sort_values(ascending=False, inplace=True)\n",
    "importancia_das_variaveis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_cut = X_train[['74 tGravityAcc-arCoeff()-Z,1', '331 fBodyAcc-bandsEnergy()-1,8', '427 fBodyGyro-std()-X']]\n",
    "X_test_cut = X_test[['74 tGravityAcc-arCoeff()-Z,1', '331 fBodyAcc-bandsEnergy()-1,8', '427 fBodyGyro-std()-X']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00000000e+00, 6.21710480e-06, 8.56405916e-06, 9.06782735e-06,\n",
       "       1.04683267e-05, 1.09274350e-05, 1.45495975e-05, 2.04026115e-05,\n",
       "       2.04742828e-05, 2.72034820e-05, 2.85493815e-05, 3.31471000e-05,\n",
       "       3.48287005e-05, 3.82300073e-05, 4.44621708e-05, 4.79629759e-05,\n",
       "       5.46963628e-05, 5.60947714e-05, 5.78740745e-05, 6.62775744e-05,\n",
       "       6.86350115e-05, 6.88761502e-05, 7.18098129e-05, 7.30429127e-05,\n",
       "       7.30771301e-05, 7.72306647e-05, 8.03150422e-05, 8.73219997e-05,\n",
       "       8.81463477e-05, 8.84113166e-05, 8.84113166e-05, 8.98100773e-05,\n",
       "       9.41309772e-05, 9.43951507e-05, 1.00409538e-04, 1.01578960e-04,\n",
       "       1.04166517e-04, 1.06266005e-04, 1.08589888e-04, 1.08813928e-04,\n",
       "       1.11079153e-04, 1.12813047e-04, 1.15149535e-04, 1.15496408e-04,\n",
       "       1.15614799e-04, 1.22154540e-04, 1.22381876e-04, 1.26683462e-04,\n",
       "       1.28303869e-04, 1.28853479e-04, 1.29834801e-04, 1.33539044e-04,\n",
       "       1.34131455e-04, 1.35053745e-04, 1.36155219e-04, 1.38549369e-04,\n",
       "       1.42707311e-04, 1.43716509e-04, 1.46898803e-04, 1.48819049e-04,\n",
       "       1.50374804e-04, 1.56890205e-04, 1.59360523e-04, 1.60547046e-04,\n",
       "       1.62581209e-04, 1.70021763e-04, 1.71771363e-04, 1.71935428e-04,\n",
       "       1.75487975e-04, 1.77742278e-04, 1.80256106e-04, 1.83379778e-04,\n",
       "       1.83773994e-04, 1.84562345e-04, 1.86330205e-04, 1.86956225e-04,\n",
       "       1.90424374e-04, 1.91420839e-04, 1.91674635e-04, 1.94465671e-04,\n",
       "       1.94752201e-04, 1.95998428e-04, 1.98165203e-04, 1.99323319e-04,\n",
       "       1.99455835e-04, 2.01312631e-04, 2.01955098e-04, 2.02395497e-04,\n",
       "       2.02459854e-04, 2.03201086e-04, 2.06111792e-04, 2.10826986e-04,\n",
       "       2.15896281e-04, 2.18200334e-04, 2.22228332e-04, 2.24942445e-04,\n",
       "       2.25783543e-04, 2.26201075e-04, 2.29610343e-04, 2.32637614e-04,\n",
       "       2.33172703e-04, 2.37579063e-04, 2.38745379e-04, 2.43212084e-04,\n",
       "       2.52622810e-04, 2.53847644e-04, 2.54459037e-04, 2.55024513e-04,\n",
       "       2.56173536e-04, 2.57484285e-04, 2.58536270e-04, 2.66330075e-04,\n",
       "       2.91965378e-04, 2.92516359e-04, 2.95334099e-04, 2.96487917e-04,\n",
       "       2.96489483e-04, 2.96649958e-04, 2.97856307e-04, 2.99778054e-04,\n",
       "       3.02123520e-04, 3.09255445e-04, 3.09833157e-04, 3.10793581e-04,\n",
       "       3.11051755e-04, 3.19098816e-04, 3.19311982e-04, 3.19402788e-04,\n",
       "       3.23972124e-04, 3.27899114e-04, 3.29678562e-04, 3.43567313e-04,\n",
       "       3.44137491e-04, 3.50937228e-04, 3.53683679e-04, 3.56180137e-04,\n",
       "       3.57329071e-04, 3.68501544e-04, 3.74155527e-04, 3.79503173e-04,\n",
       "       3.80960965e-04, 4.00593860e-04, 4.02345275e-04, 4.13595131e-04,\n",
       "       4.19523538e-04, 4.24400579e-04, 4.31837990e-04, 4.41602838e-04,\n",
       "       4.43259814e-04, 4.78457718e-04, 4.80661845e-04, 4.84566115e-04,\n",
       "       4.84883746e-04, 4.94460201e-04, 4.97470678e-04, 4.99079295e-04,\n",
       "       5.00226760e-04, 5.06002947e-04, 5.25907105e-04, 5.30763618e-04,\n",
       "       5.32935969e-04, 5.36376356e-04, 5.61241004e-04, 6.05491781e-04,\n",
       "       6.05895736e-04, 6.28365234e-04, 6.37858788e-04, 6.59205685e-04,\n",
       "       6.85804936e-04, 6.93688792e-04, 6.98439842e-04, 7.24155771e-04,\n",
       "       7.28639378e-04, 7.61697497e-04, 7.96412342e-04, 7.96529469e-04,\n",
       "       8.15522946e-04, 8.38166116e-04, 8.39298305e-04, 9.07692126e-04,\n",
       "       9.12086635e-04, 9.19184316e-04, 9.89464173e-04, 1.00655911e-03,\n",
       "       1.04755486e-03, 1.16048430e-03, 1.22540114e-03, 1.37311237e-03,\n",
       "       1.47039573e-03, 1.55717677e-03, 1.64050929e-03, 1.75878504e-03,\n",
       "       1.83012446e-03, 1.83316140e-03, 2.01662192e-03, 2.09665242e-03,\n",
       "       2.31011199e-03, 2.58872652e-03, 3.41875639e-03, 3.53338094e-03,\n",
       "       3.71649386e-03, 5.19302930e-03, 5.80432992e-03, 7.53543659e-03,\n",
       "       9.23054506e-03, 1.17702670e-02, 1.56051752e-02, 1.84627247e-02,\n",
       "       7.34146879e-02, 1.57447770e-01])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = DecisionTreeClassifier(random_state=2360873, min_samples_leaf=20).cost_complexity_pruning_path(X_train_cut, y_train)\n",
    "ccp_alphas, impurities = path.ccp_alphas, path.impurities\n",
    "ccp_alphas = np.unique(ccp_alphas[ccp_alphas>=0])\n",
    "ccp_alphas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ccp_alpha': array([0.00000000e+00, 6.21710480e-06, 8.56405916e-06, 9.06782735e-06,\n",
       "        1.04683267e-05, 1.09274350e-05, 1.45495975e-05, 2.04026115e-05,\n",
       "        2.04742828e-05, 2.72034820e-05, 2.85493815e-05, 3.31471000e-05,\n",
       "        3.48287005e-05, 3.82300073e-05, 4.44621708e-05, 4.79629759e-05,\n",
       "        5.46963628e-05, 5.60947714e-05, 5.78740745e-05, 6.62775744e-05,\n",
       "        6.86350115e-05, 6.88761502e-05, 7.18098129e-05, 7.30429127e-05,\n",
       "        7.30771301e-05, 7.72306647e-05, 8.03150422e-05, 8.73219997e-05,\n",
       "        8.81463477e-05, 8.84113166e-05, 8.84113166e-05, 8.98100773e-05,\n",
       "        9.41309772e-05, 9.43951507e-05, 1.00409538e-04, 1.01578960e-04,\n",
       "        1.04166517e-04, 1.06266005e-04, 1.08589888e-04, 1.08813928e-04,\n",
       "        1.11079153e-04, 1.12813047e-04, 1.15149535e-04, 1.15496408e-04,\n",
       "        1.15614799e-04, 1.22154540e-04, 1.22381876e-04, 1.26683462e-04,\n",
       "        1.28303869e-04, 1.28853479e-04, 1.29834801e-04, 1.33539044e-04,\n",
       "        1.34131455e-04, 1.35053745e-04, 1.36155219e-04, 1.38549369e-04,\n",
       "        1.42707311e-04, 1.43716509e-04, 1.46898803e-04, 1.48819049e-04,\n",
       "        1.50374804e-04, 1.56890205e-04, 1.59360523e-04, 1.60547046e-04,\n",
       "        1.62581209e-04, 1.70021763e-04, 1.71771363e-04, 1.71935428e-04,\n",
       "        1.75487975e-04, 1.77742278e-04, 1.80256106e-04, 1.83379778e-04,\n",
       "        1.83773994e-04, 1.84562345e-04, 1.86330205e-04, 1.86956225e-04,\n",
       "        1.90424374e-04, 1.91420839e-04, 1.91674635e-04, 1.94465671e-04,\n",
       "        1.94752201e-04, 1.95998428e-04, 1.98165203e-04, 1.99323319e-04,\n",
       "        1.99455835e-04, 2.01312631e-04, 2.01955098e-04, 2.02395497e-04,\n",
       "        2.02459854e-04, 2.03201086e-04, 2.06111792e-04, 2.10826986e-04,\n",
       "        2.15896281e-04, 2.18200334e-04, 2.22228332e-04, 2.24942445e-04,\n",
       "        2.25783543e-04, 2.26201075e-04, 2.29610343e-04, 2.32637614e-04,\n",
       "        2.33172703e-04, 2.37579063e-04, 2.38745379e-04, 2.43212084e-04,\n",
       "        2.52622810e-04, 2.53847644e-04, 2.54459037e-04, 2.55024513e-04,\n",
       "        2.56173536e-04, 2.57484285e-04, 2.58536270e-04, 2.66330075e-04,\n",
       "        2.91965378e-04, 2.92516359e-04, 2.95334099e-04, 2.96487917e-04,\n",
       "        2.96489483e-04, 2.96649958e-04, 2.97856307e-04, 2.99778054e-04,\n",
       "        3.02123520e-04, 3.09255445e-04, 3.09833157e-04, 3.10793581e-04,\n",
       "        3.11051755e-04, 3.19098816e-04, 3.19311982e-04, 3.19402788e-04,\n",
       "        3.23972124e-04, 3.27899114e-04, 3.29678562e-04, 3.43567313e-04,\n",
       "        3.44137491e-04, 3.50937228e-04, 3.53683679e-04, 3.56180137e-04,\n",
       "        3.57329071e-04, 3.68501544e-04, 3.74155527e-04, 3.79503173e-04,\n",
       "        3.80960965e-04, 4.00593860e-04, 4.02345275e-04, 4.13595131e-04,\n",
       "        4.19523538e-04, 4.24400579e-04, 4.31837990e-04, 4.41602838e-04,\n",
       "        4.43259814e-04, 4.78457718e-04, 4.80661845e-04, 4.84566115e-04,\n",
       "        4.84883746e-04, 4.94460201e-04, 4.97470678e-04, 4.99079295e-04,\n",
       "        5.00226760e-04, 5.06002947e-04, 5.25907105e-04, 5.30763618e-04,\n",
       "        5.32935969e-04, 5.36376356e-04, 5.61241004e-04, 6.05491781e-04,\n",
       "        6.05895736e-04, 6.28365234e-04, 6.37858788e-04, 6.59205685e-04,\n",
       "        6.85804936e-04, 6.93688792e-04, 6.98439842e-04, 7.24155771e-04,\n",
       "        7.28639378e-04, 7.61697497e-04, 7.96412342e-04, 7.96529469e-04,\n",
       "        8.15522946e-04, 8.38166116e-04, 8.39298305e-04, 9.07692126e-04,\n",
       "        9.12086635e-04, 9.19184316e-04, 9.89464173e-04, 1.00655911e-03,\n",
       "        1.04755486e-03, 1.16048430e-03, 1.22540114e-03, 1.37311237e-03,\n",
       "        1.47039573e-03, 1.55717677e-03, 1.64050929e-03, 1.75878504e-03,\n",
       "        1.83012446e-03, 1.83316140e-03, 2.01662192e-03, 2.09665242e-03,\n",
       "        2.31011199e-03, 2.58872652e-03, 3.41875639e-03, 3.53338094e-03,\n",
       "        3.71649386e-03, 5.19302930e-03, 5.80432992e-03, 7.53543659e-03,\n",
       "        9.23054506e-03, 1.17702670e-02, 1.56051752e-02, 1.84627247e-02,\n",
       "        7.34146879e-02, 1.57447770e-01])}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_parametros = {'ccp_alpha': ccp_alphas}\n",
    "grid_parametros"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 0 ns\n",
      "Fitting 10 folds for each of 210 candidates, totalling 2100 fits\n",
      "[CV 1/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 1/10; 1/210] END .............ccp_alpha=0.0;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 2/10; 1/210] END .............ccp_alpha=0.0;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 3/10; 1/210] END .............ccp_alpha=0.0;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 4/10; 1/210] END .............ccp_alpha=0.0;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 5/10; 1/210] END .............ccp_alpha=0.0;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 6/10; 1/210] END .............ccp_alpha=0.0;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 7/10; 1/210] END .............ccp_alpha=0.0;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 8/10; 1/210] END .............ccp_alpha=0.0;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 1/210] START ccp_alpha=0.0............................................\n",
      "[CV 9/10; 1/210] END .............ccp_alpha=0.0;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 1/210] START ccp_alpha=0.0...........................................\n",
      "[CV 10/10; 1/210] END ............ccp_alpha=0.0;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 1/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 2/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 3/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 4/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 5/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 6/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 7/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 8/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 2/210] START ccp_alpha=6.217104802289878e-06..........................\n",
      "[CV 9/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 2/210] START ccp_alpha=6.217104802289878e-06.........................\n",
      "[CV 10/10; 2/210] END ccp_alpha=6.217104802289878e-06;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 1/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 2/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 3/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 4/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 5/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 6/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 7/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 8/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 3/210] START ccp_alpha=8.56405916253557e-06...........................\n",
      "[CV 9/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 3/210] START ccp_alpha=8.56405916253557e-06..........................\n",
      "[CV 10/10; 3/210] END ccp_alpha=8.56405916253557e-06;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 1/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 2/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 3/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 4/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 5/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 6/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 7/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 8/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 4/210] START ccp_alpha=9.067827348567504e-06..........................\n",
      "[CV 9/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 4/210] START ccp_alpha=9.067827348567504e-06.........................\n",
      "[CV 10/10; 4/210] END ccp_alpha=9.067827348567504e-06;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 1/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 2/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 3/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 4/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 5/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 6/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 7/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 8/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 5/210] START ccp_alpha=1.0468326663147184e-05.........................\n",
      "[CV 9/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 5/210] START ccp_alpha=1.0468326663147184e-05........................\n",
      "[CV 10/10; 5/210] END ccp_alpha=1.0468326663147184e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 1/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 2/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 3/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 5/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 6/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 7/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 8/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 6/210] START ccp_alpha=1.0927434994234954e-05.........................\n",
      "[CV 9/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 6/210] START ccp_alpha=1.0927434994234954e-05........................\n",
      "[CV 10/10; 6/210] END ccp_alpha=1.0927434994234954e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 1/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 2/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 3/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 4/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 5/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 6/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 7/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 8/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 7/210] START ccp_alpha=1.4549597540122836e-05.........................\n",
      "[CV 9/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 7/210] START ccp_alpha=1.4549597540122836e-05........................\n",
      "[CV 10/10; 7/210] END ccp_alpha=1.4549597540122836e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 1/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 2/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 3/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 4/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 5/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 6/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 7/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 8/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 8/210] START ccp_alpha=2.040261153427622e-05..........................\n",
      "[CV 9/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 8/210] START ccp_alpha=2.040261153427622e-05.........................\n",
      "[CV 10/10; 8/210] END ccp_alpha=2.040261153427622e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 1/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 2/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 3/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 4/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 5/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 6/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 7/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 8/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 9/210] START ccp_alpha=2.0474282810929332e-05.........................\n",
      "[CV 9/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 9/210] START ccp_alpha=2.0474282810929332e-05........................\n",
      "[CV 10/10; 9/210] END ccp_alpha=2.0474282810929332e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 1/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 2/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 3/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 4/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 5/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 6/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 7/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 8/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 10/210] START ccp_alpha=2.7203482045701048e-05........................\n",
      "[CV 9/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 10/210] START ccp_alpha=2.7203482045701048e-05.......................\n",
      "[CV 10/10; 10/210] END ccp_alpha=2.7203482045701048e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 1/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 2/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 3/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 4/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 5/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 6/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 7/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 11/210] START ccp_alpha=2.8549381457257926e-05........................\n",
      "[CV 9/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 11/210] START ccp_alpha=2.8549381457257926e-05.......................\n",
      "[CV 10/10; 11/210] END ccp_alpha=2.8549381457257926e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 1/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 2/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 3/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 4/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 5/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 6/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 7/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 8/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 12/210] START ccp_alpha=3.314709997165365e-05.........................\n",
      "[CV 9/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 12/210] START ccp_alpha=3.314709997165365e-05........................\n",
      "[CV 10/10; 12/210] END ccp_alpha=3.314709997165365e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 1/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 2/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 3/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 4/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 5/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 6/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 7/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 8/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 13/210] START ccp_alpha=3.482870049790663e-05.........................\n",
      "[CV 9/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 13/210] START ccp_alpha=3.482870049790663e-05........................\n",
      "[CV 10/10; 13/210] END ccp_alpha=3.482870049790663e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 1/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 2/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 3/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 4/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 5/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 6/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 7/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 8/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 14/210] START ccp_alpha=3.8230007299099684e-05........................\n",
      "[CV 9/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 14/210] START ccp_alpha=3.8230007299099684e-05.......................\n",
      "[CV 10/10; 14/210] END ccp_alpha=3.8230007299099684e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 1/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 2/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 3/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 4/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 5/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 6/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 7/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 8/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 15/210] START ccp_alpha=4.4462170848391745e-05........................\n",
      "[CV 9/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 15/210] START ccp_alpha=4.4462170848391745e-05.......................\n",
      "[CV 10/10; 15/210] END ccp_alpha=4.4462170848391745e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 1/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 2/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 3/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 4/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 5/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 6/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 7/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 8/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 16/210] START ccp_alpha=4.796297592019375e-05.........................\n",
      "[CV 9/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 16/210] START ccp_alpha=4.796297592019375e-05........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 16/210] END ccp_alpha=4.796297592019375e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 1/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 2/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 3/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 4/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 5/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 6/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 7/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 8/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 17/210] START ccp_alpha=5.4696362836570704e-05........................\n",
      "[CV 9/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 17/210] START ccp_alpha=5.4696362836570704e-05.......................\n",
      "[CV 10/10; 17/210] END ccp_alpha=5.4696362836570704e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 1/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 2/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 3/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 4/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 5/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 6/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 7/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 8/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 18/210] START ccp_alpha=5.609477137161201e-05.........................\n",
      "[CV 9/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 18/210] START ccp_alpha=5.609477137161201e-05........................\n",
      "[CV 10/10; 18/210] END ccp_alpha=5.609477137161201e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 1/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 2/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 3/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 4/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 5/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 6/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 7/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 8/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 19/210] START ccp_alpha=5.787407454820861e-05.........................\n",
      "[CV 9/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 19/210] START ccp_alpha=5.787407454820861e-05........................\n",
      "[CV 10/10; 19/210] END ccp_alpha=5.787407454820861e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 1/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 2/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 3/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 4/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 5/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 6/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 7/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 8/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 20/210] START ccp_alpha=6.62775744386195e-05..........................\n",
      "[CV 9/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 20/210] START ccp_alpha=6.62775744386195e-05.........................\n",
      "[CV 10/10; 20/210] END ccp_alpha=6.62775744386195e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 1/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 2/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 3/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 4/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 5/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 6/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 7/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n",
      "[CV 8/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 21/210] START ccp_alpha=6.863501150769936e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 21/210] START ccp_alpha=6.863501150769936e-05........................\n",
      "[CV 10/10; 21/210] END ccp_alpha=6.863501150769936e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 1/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 2/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 3/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 4/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 5/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 6/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 7/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 8/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 22/210] START ccp_alpha=6.887615022212667e-05.........................\n",
      "[CV 9/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 22/210] START ccp_alpha=6.887615022212667e-05........................\n",
      "[CV 10/10; 22/210] END ccp_alpha=6.887615022212667e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 1/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 2/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 3/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 4/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 5/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 6/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 7/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 8/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 23/210] START ccp_alpha=7.180981285615125e-05.........................\n",
      "[CV 9/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 23/210] START ccp_alpha=7.180981285615125e-05........................\n",
      "[CV 10/10; 23/210] END ccp_alpha=7.180981285615125e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 1/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 2/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 3/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 4/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 5/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 6/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 7/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 8/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 24/210] START ccp_alpha=7.30429127112171e-05..........................\n",
      "[CV 9/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 24/210] START ccp_alpha=7.30429127112171e-05.........................\n",
      "[CV 10/10; 24/210] END ccp_alpha=7.30429127112171e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 1/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 2/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 3/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 4/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 5/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 6/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 7/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 8/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 25/210] START ccp_alpha=7.30771301093629e-05..........................\n",
      "[CV 9/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 25/210] START ccp_alpha=7.30771301093629e-05.........................\n",
      "[CV 10/10; 25/210] END ccp_alpha=7.30771301093629e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 1/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 2/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 3/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 4/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 5/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 6/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 7/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 8/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 26/210] START ccp_alpha=7.723066474586747e-05.........................\n",
      "[CV 9/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 26/210] START ccp_alpha=7.723066474586747e-05........................\n",
      "[CV 10/10; 26/210] END ccp_alpha=7.723066474586747e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 1/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 2/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 3/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 4/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 5/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 6/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 7/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 8/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 27/210] START ccp_alpha=8.031504223016779e-05.........................\n",
      "[CV 9/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 27/210] START ccp_alpha=8.031504223016779e-05........................\n",
      "[CV 10/10; 27/210] END ccp_alpha=8.031504223016779e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 1/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 2/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 3/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 4/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 5/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 6/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 7/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 8/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 28/210] START ccp_alpha=8.732199972678704e-05.........................\n",
      "[CV 9/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 28/210] START ccp_alpha=8.732199972678704e-05........................\n",
      "[CV 10/10; 28/210] END ccp_alpha=8.732199972678704e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 1/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 2/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 3/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 4/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 5/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 6/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 7/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 8/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 29/210] START ccp_alpha=8.814634766756606e-05.........................\n",
      "[CV 9/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 29/210] START ccp_alpha=8.814634766756606e-05........................\n",
      "[CV 10/10; 29/210] END ccp_alpha=8.814634766756606e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 1/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 2/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 3/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 4/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 5/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 6/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 7/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 8/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 30/210] START ccp_alpha=8.841131664853079e-05.........................\n",
      "[CV 9/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 30/210] START ccp_alpha=8.841131664853079e-05........................\n",
      "[CV 10/10; 30/210] END ccp_alpha=8.841131664853079e-05;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
      "[CV 1/10; 31/210] END ccp_alpha=8.841131664853123e-05;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
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      "[CV 3/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
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      "[CV 4/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
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      "[CV 5/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
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      "[CV 6/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
      "[CV 6/10; 31/210] END ccp_alpha=8.841131664853123e-05;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
      "[CV 7/10; 31/210] END ccp_alpha=8.841131664853123e-05;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
      "[CV 8/10; 31/210] END ccp_alpha=8.841131664853123e-05;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 31/210] START ccp_alpha=8.841131664853123e-05.........................\n",
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      "[CV 10/10; 31/210] START ccp_alpha=8.841131664853123e-05........................\n",
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      "[CV 1/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n",
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      "[CV 2/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n",
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      "[CV 3/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 32/210] END ccp_alpha=8.98100772501716e-05;, score=0.546 total time=   0.0s\n",
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      "[CV 6/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n",
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      "[CV 8/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n",
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      "[CV 9/10; 32/210] START ccp_alpha=8.98100772501716e-05..........................\n",
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      "[CV 1/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 2/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 4/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 6/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 8/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 9/10; 33/210] START ccp_alpha=9.413097717965967e-05.........................\n",
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      "[CV 10/10; 33/210] START ccp_alpha=9.413097717965967e-05........................\n",
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      "[CV 1/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 2/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 3/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 4/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 5/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 6/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 7/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 8/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 9/10; 34/210] START ccp_alpha=9.439515072527465e-05.........................\n",
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      "[CV 10/10; 34/210] START ccp_alpha=9.439515072527465e-05........................\n",
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      "[CV 1/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 2/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 3/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 4/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 5/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 6/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 7/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 8/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 9/10; 35/210] START ccp_alpha=0.00010040953790953536........................\n",
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      "[CV 10/10; 35/210] START ccp_alpha=0.00010040953790953536.......................\n",
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      "[CV 1/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 2/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 3/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 4/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 5/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 6/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 7/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 8/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 9/10; 36/210] START ccp_alpha=0.00010157895955363171........................\n",
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      "[CV 10/10; 36/210] START ccp_alpha=0.00010157895955363171.......................\n",
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      "[CV 1/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 2/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 4/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 37/210] END ccp_alpha=0.00010416651732827152;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 6/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 7/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 8/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 9/10; 37/210] START ccp_alpha=0.00010416651732827152........................\n",
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      "[CV 10/10; 37/210] START ccp_alpha=0.00010416651732827152.......................\n",
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      "[CV 1/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 2/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 3/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 5/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 6/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 8/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 9/10; 38/210] START ccp_alpha=0.0001062660045358611.........................\n",
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      "[CV 10/10; 38/210] START ccp_alpha=0.0001062660045358611........................\n",
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      "[CV 1/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 2/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 3/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 4/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 5/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 6/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 7/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 8/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 9/10; 39/210] START ccp_alpha=0.00010858988818404202........................\n",
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      "[CV 10/10; 39/210] START ccp_alpha=0.00010858988818404202.......................\n",
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      "[CV 1/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 2/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 3/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 4/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 5/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 6/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 7/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 8/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 9/10; 40/210] START ccp_alpha=0.00010881392818280723........................\n",
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      "[CV 10/10; 40/210] START ccp_alpha=0.00010881392818280723.......................\n",
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      "[CV 1/10; 41/210] START ccp_alpha=0.00011107915319654577........................\n",
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      "[CV 1/10; 42/210] START ccp_alpha=0.00011281304651514527........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 42/210] END ccp_alpha=0.00011281304651514527;, score=0.546 total time=   0.0s\n",
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      "[CV 1/10; 44/210] START ccp_alpha=0.00011549640829848279........................\n",
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      "[CV 1/10; 45/210] START ccp_alpha=0.00011561479869423271........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 47/210] END ccp_alpha=0.0001223818759360281;, score=0.585 total time=   0.0s\n",
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      "[CV 6/10; 51/210] START ccp_alpha=0.0001298348006726676.........................\n",
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      "[CV 7/10; 51/210] START ccp_alpha=0.0001298348006726676.........................\n",
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      "[CV 8/10; 51/210] START ccp_alpha=0.0001298348006726676.........................\n",
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      "[CV 9/10; 51/210] START ccp_alpha=0.0001298348006726676.........................\n",
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      "[CV 10/10; 51/210] START ccp_alpha=0.0001298348006726676........................\n",
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      "[CV 1/10; 52/210] START ccp_alpha=0.00013353904421717095........................\n",
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      "[CV 2/10; 52/210] START ccp_alpha=0.00013353904421717095........................\n",
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      "[CV 6/10; 52/210] START ccp_alpha=0.00013353904421717095........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 52/210] END ccp_alpha=0.00013353904421717095;, score=0.547 total time=   0.0s\n",
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      "[CV 1/10; 53/210] START ccp_alpha=0.00013413145454046734........................\n",
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      "[CV 1/10; 54/210] START ccp_alpha=0.00013505374467439636........................\n",
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      "[CV 2/10; 54/210] START ccp_alpha=0.00013505374467439636........................\n",
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      "[CV 9/10; 54/210] START ccp_alpha=0.00013505374467439636........................\n",
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      "[CV 1/10; 55/210] START ccp_alpha=0.0001361552191547796.........................\n",
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      "[CV 1/10; 56/210] START ccp_alpha=0.0001385493690821318.........................\n",
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      "[CV 1/10; 57/210] START ccp_alpha=0.00014270731082483001........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 57/210] END ccp_alpha=0.00014270731082483001;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 57/210] START ccp_alpha=0.00014270731082483001........................\n",
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      "[CV 10/10; 57/210] START ccp_alpha=0.00014270731082483001.......................\n",
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      "[CV 1/10; 58/210] START ccp_alpha=0.0001437165089206889.........................\n",
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      "[CV 1/10; 59/210] START ccp_alpha=0.00014689880304679043........................\n",
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      "[CV 1/10; 60/210] START ccp_alpha=0.00014881904883825127........................\n",
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      "[CV 1/10; 62/210] START ccp_alpha=0.00015689020540308194........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 62/210] END ccp_alpha=0.00015689020540308194;, score=0.585 total time=   0.0s\n",
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      "[CV 1/10; 63/210] START ccp_alpha=0.00015936052265171...........................\n",
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      "[CV 1/10; 64/210] START ccp_alpha=0.00016054704574835175........................\n",
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      "[CV 1/10; 66/210] START ccp_alpha=0.0001700217627856374.........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 67/210] END ccp_alpha=0.0001717713634485597;, score=0.585 total time=   0.0s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 72/210] END ccp_alpha=0.00018337977790471895;, score=0.585 total time=   0.0s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 77/210] END ccp_alpha=0.00019042437431991298;, score=0.646 total time=   0.0s\n",
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      "[CV 5/10; 81/210] START ccp_alpha=0.0001947522010090014.........................\n",
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      "[CV 6/10; 81/210] START ccp_alpha=0.0001947522010090014.........................\n",
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      "[CV 7/10; 81/210] START ccp_alpha=0.0001947522010090014.........................\n",
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      "[CV 8/10; 81/210] START ccp_alpha=0.0001947522010090014.........................\n",
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      "[CV 9/10; 81/210] START ccp_alpha=0.0001947522010090014.........................\n",
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      "[CV 10/10; 81/210] START ccp_alpha=0.0001947522010090014........................\n",
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      "[CV 1/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 2/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 3/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 4/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 5/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 6/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 8/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 9/10; 82/210] START ccp_alpha=0.00019599842757172907........................\n",
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      "[CV 1/10; 83/210] START ccp_alpha=0.00019816520254430006........................\n",
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      "[CV 2/10; 83/210] START ccp_alpha=0.00019816520254430006........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 2/10; 83/210] END ccp_alpha=0.00019816520254430006;, score=0.515 total time=   0.0s\n",
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      "[CV 8/10; 83/210] START ccp_alpha=0.00019816520254430006........................\n",
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      "[CV 9/10; 83/210] START ccp_alpha=0.00019816520254430006........................\n",
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      "[CV 1/10; 84/210] START ccp_alpha=0.0001993233190274689.........................\n",
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      "[CV 8/10; 84/210] START ccp_alpha=0.0001993233190274689.........................\n",
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      "[CV 9/10; 84/210] START ccp_alpha=0.0001993233190274689.........................\n",
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      "[CV 10/10; 84/210] START ccp_alpha=0.0001993233190274689........................\n",
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      "[CV 1/10; 85/210] START ccp_alpha=0.0001994558354907962.........................\n",
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      "[CV 1/10; 86/210] START ccp_alpha=0.00020131263124626512........................\n",
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      "[CV 2/10; 86/210] START ccp_alpha=0.00020131263124626512........................\n",
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      "[CV 1/10; 87/210] START ccp_alpha=0.00020195509767698388........................\n",
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      "[CV 9/10; 87/210] START ccp_alpha=0.00020195509767698388........................\n",
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      "[CV 1/10; 88/210] START ccp_alpha=0.00020239549726692573........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 88/210] END ccp_alpha=0.00020239549726692573;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 88/210] START ccp_alpha=0.00020239549726692573........................\n",
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      "[CV 7/10; 88/210] START ccp_alpha=0.00020239549726692573........................\n",
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      "[CV 8/10; 88/210] START ccp_alpha=0.00020239549726692573........................\n",
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      "[CV 9/10; 88/210] START ccp_alpha=0.00020239549726692573........................\n",
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      "[CV 10/10; 88/210] START ccp_alpha=0.00020239549726692573.......................\n",
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      "[CV 1/10; 89/210] START ccp_alpha=0.00020245985425528662........................\n",
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      "[CV 2/10; 89/210] START ccp_alpha=0.00020245985425528662........................\n",
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      "[CV 1/10; 90/210] START ccp_alpha=0.00020320108555918915........................\n",
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      "[CV 9/10; 90/210] START ccp_alpha=0.00020320108555918915........................\n",
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      "[CV 1/10; 91/210] START ccp_alpha=0.00020611179196144738........................\n",
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      "[CV 1/10; 92/210] START ccp_alpha=0.00021082698585418898........................\n",
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      "[CV 2/10; 92/210] START ccp_alpha=0.00021082698585418898........................\n",
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      "[CV 9/10; 92/210] START ccp_alpha=0.00021082698585418898........................\n",
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      "[CV 1/10; 93/210] START ccp_alpha=0.00021589628069783665........................\n",
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      "[CV 2/10; 93/210] START ccp_alpha=0.00021589628069783665........................\n",
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      "[CV 8/10; 93/210] START ccp_alpha=0.00021589628069783665........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 93/210] END ccp_alpha=0.00021589628069783665;, score=0.646 total time=   0.0s\n",
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      "[CV 1/10; 94/210] START ccp_alpha=0.0002182003336256345.........................\n",
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      "[CV 1/10; 95/210] START ccp_alpha=0.0002222283322959864.........................\n",
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      "[CV 10/10; 95/210] START ccp_alpha=0.0002222283322959864........................\n",
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      "[CV 1/10; 96/210] START ccp_alpha=0.00022494244474657865........................\n",
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      "[CV 2/10; 96/210] START ccp_alpha=0.00022494244474657865........................\n",
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      "[CV 1/10; 97/210] START ccp_alpha=0.00022578354301756864........................\n",
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      "[CV 9/10; 97/210] START ccp_alpha=0.00022578354301756864........................\n",
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      "[CV 1/10; 98/210] START ccp_alpha=0.0002262010749497145.........................\n",
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      "[CV 10/10; 98/210] START ccp_alpha=0.0002262010749497145........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 10/10; 98/210] END ccp_alpha=0.0002262010749497145;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 99/210] START ccp_alpha=0.00022961034250479264........................\n",
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      "[CV 2/10; 99/210] START ccp_alpha=0.00022961034250479264........................\n",
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      "[CV 6/10; 99/210] START ccp_alpha=0.00022961034250479264........................\n",
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      "[CV 1/10; 100/210] START ccp_alpha=0.0002326376141592915........................\n",
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      "[CV 1/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
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      "[CV 3/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
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      "[CV 4/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
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      "[CV 5/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
      "[CV 5/10; 101/210] END ccp_alpha=0.0002331727032488717;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
      "[CV 6/10; 101/210] END ccp_alpha=0.0002331727032488717;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
      "[CV 7/10; 101/210] END ccp_alpha=0.0002331727032488717;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
      "[CV 8/10; 101/210] END ccp_alpha=0.0002331727032488717;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 101/210] START ccp_alpha=0.0002331727032488717........................\n",
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      "[CV 10/10; 101/210] START ccp_alpha=0.0002331727032488717.......................\n",
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      "[CV 1/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
      "[CV 1/10; 102/210] END ccp_alpha=0.0002375790629130436;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 3/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 4/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 5/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 6/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 7/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 8/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
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      "[CV 9/10; 102/210] START ccp_alpha=0.0002375790629130436........................\n",
      "[CV 9/10; 102/210] END ccp_alpha=0.0002375790629130436;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 102/210] START ccp_alpha=0.0002375790629130436.......................\n",
      "[CV 10/10; 102/210] END ccp_alpha=0.0002375790629130436;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 1/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 2/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 3/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
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      "[CV 5/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 5/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 6/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 7/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n",
      "[CV 8/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 103/210] START ccp_alpha=0.00023874537883563935.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 103/210] END ccp_alpha=0.00023874537883563935;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 103/210] START ccp_alpha=0.00023874537883563935......................\n",
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      "[CV 1/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 2/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 3/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 4/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 5/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 6/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 7/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 8/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 9/10; 104/210] START ccp_alpha=0.00024321208352764403.......................\n",
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      "[CV 10/10; 104/210] START ccp_alpha=0.00024321208352764403......................\n",
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      "[CV 1/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 2/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 3/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 4/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 5/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 6/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 7/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 8/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 9/10; 105/210] START ccp_alpha=0.0002526228097134162........................\n",
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      "[CV 10/10; 105/210] START ccp_alpha=0.0002526228097134162.......................\n",
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      "[CV 1/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 2/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 3/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 4/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 5/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 6/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 7/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 8/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 9/10; 106/210] START ccp_alpha=0.00025384764401358787.......................\n",
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      "[CV 10/10; 106/210] START ccp_alpha=0.00025384764401358787......................\n",
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      "[CV 1/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 2/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 3/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 4/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 5/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 6/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 7/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 8/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 9/10; 107/210] START ccp_alpha=0.0002544590374809045........................\n",
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      "[CV 10/10; 107/210] START ccp_alpha=0.0002544590374809045.......................\n",
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      "[CV 1/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 2/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 3/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 4/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 5/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 6/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 7/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 8/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 9/10; 108/210] START ccp_alpha=0.0002550245127998533........................\n",
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      "[CV 10/10; 108/210] START ccp_alpha=0.0002550245127998533.......................\n",
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      "[CV 1/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 2/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 3/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 109/210] END ccp_alpha=0.00025617353579793223;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 5/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 6/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 7/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 8/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 9/10; 109/210] START ccp_alpha=0.00025617353579793223.......................\n",
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      "[CV 10/10; 109/210] START ccp_alpha=0.00025617353579793223......................\n",
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      "[CV 1/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 2/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 3/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 4/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 5/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 6/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 7/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 8/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 9/10; 110/210] START ccp_alpha=0.00025748428542216213.......................\n",
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      "[CV 10/10; 110/210] START ccp_alpha=0.00025748428542216213......................\n",
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      "[CV 1/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 2/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 3/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 4/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 5/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 6/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 7/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 8/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 9/10; 111/210] START ccp_alpha=0.0002585362695035681........................\n",
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      "[CV 10/10; 111/210] START ccp_alpha=0.0002585362695035681.......................\n",
      "[CV 10/10; 111/210] END ccp_alpha=0.0002585362695035681;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
      "[CV 1/10; 112/210] END ccp_alpha=0.0002663300752690223;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 3/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 4/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 5/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 6/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 7/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 8/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 9/10; 112/210] START ccp_alpha=0.0002663300752690223........................\n",
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      "[CV 10/10; 112/210] START ccp_alpha=0.0002663300752690223.......................\n",
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      "[CV 1/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 2/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 3/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 4/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 5/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 6/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 7/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 8/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 9/10; 113/210] START ccp_alpha=0.0002919653780252074........................\n",
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      "[CV 10/10; 113/210] START ccp_alpha=0.0002919653780252074.......................\n",
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      "[CV 1/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
      "[CV 1/10; 114/210] END ccp_alpha=0.00029251635892179467;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 2/10; 114/210] END ccp_alpha=0.00029251635892179467;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 4/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 5/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 6/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 7/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
      "[CV 7/10; 114/210] END ccp_alpha=0.00029251635892179467;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 9/10; 114/210] START ccp_alpha=0.00029251635892179467.......................\n",
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      "[CV 10/10; 114/210] START ccp_alpha=0.00029251635892179467......................\n",
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      "[CV 1/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 2/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 3/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 4/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 5/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 6/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 7/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 8/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 9/10; 115/210] START ccp_alpha=0.00029533409906097423.......................\n",
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      "[CV 10/10; 115/210] START ccp_alpha=0.00029533409906097423......................\n",
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      "[CV 1/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 2/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 3/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 4/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 5/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 6/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 7/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 8/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 9/10; 116/210] START ccp_alpha=0.00029648791726114314.......................\n",
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      "[CV 10/10; 116/210] START ccp_alpha=0.00029648791726114314......................\n",
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      "[CV 1/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 2/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 3/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 4/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 5/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 6/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 7/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 8/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 9/10; 117/210] START ccp_alpha=0.0002964894834870807........................\n",
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      "[CV 10/10; 117/210] START ccp_alpha=0.0002964894834870807.......................\n",
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      "[CV 1/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 2/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 3/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 4/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 5/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 6/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 7/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 8/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 9/10; 118/210] START ccp_alpha=0.00029664995788419163.......................\n",
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      "[CV 10/10; 118/210] START ccp_alpha=0.00029664995788419163......................\n",
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      "[CV 1/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 1/10; 119/210] END ccp_alpha=0.0002978563074255338;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 3/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 4/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 5/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 6/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 7/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 8/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 9/10; 119/210] START ccp_alpha=0.0002978563074255338........................\n",
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      "[CV 10/10; 119/210] START ccp_alpha=0.0002978563074255338.......................\n",
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      "[CV 1/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 2/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 3/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 4/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 5/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 6/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 7/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 8/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 9/10; 120/210] START ccp_alpha=0.0002997780541306107........................\n",
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      "[CV 10/10; 120/210] START ccp_alpha=0.0002997780541306107.......................\n",
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      "[CV 1/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 2/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 3/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 4/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 5/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 6/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 7/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 8/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 9/10; 121/210] START ccp_alpha=0.00030212352029544655.......................\n",
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      "[CV 10/10; 121/210] START ccp_alpha=0.00030212352029544655......................\n",
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      "[CV 1/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 2/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 3/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 4/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 5/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 6/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 7/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 8/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 9/10; 122/210] START ccp_alpha=0.0003092554454320255........................\n",
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      "[CV 10/10; 122/210] START ccp_alpha=0.0003092554454320255.......................\n",
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      "[CV 1/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 2/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 3/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 4/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 5/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
      "[CV 5/10; 123/210] END ccp_alpha=0.00030983315705901057;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 7/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 8/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 9/10; 123/210] START ccp_alpha=0.00030983315705901057.......................\n",
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      "[CV 10/10; 123/210] START ccp_alpha=0.00030983315705901057......................\n",
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      "[CV 1/10; 124/210] START ccp_alpha=0.00031079358097046116.......................\n",
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      "[CV 2/10; 124/210] START ccp_alpha=0.00031079358097046116.......................\n",
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      "[CV 3/10; 124/210] START ccp_alpha=0.00031079358097046116.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 124/210] END ccp_alpha=0.00031079358097046116;, score=0.546 total time=   0.0s\n",
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      "[CV 9/10; 124/210] START ccp_alpha=0.00031079358097046116.......................\n",
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      "[CV 10/10; 124/210] START ccp_alpha=0.00031079358097046116......................\n",
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      "[CV 1/10; 125/210] START ccp_alpha=0.00031105175518172473.......................\n",
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      "[CV 2/10; 125/210] START ccp_alpha=0.00031105175518172473.......................\n",
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      "[CV 8/10; 125/210] START ccp_alpha=0.00031105175518172473.......................\n",
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      "[CV 9/10; 125/210] START ccp_alpha=0.00031105175518172473.......................\n",
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      "[CV 10/10; 125/210] START ccp_alpha=0.00031105175518172473......................\n",
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      "[CV 1/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 2/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 3/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 5/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 6/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 8/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 9/10; 126/210] START ccp_alpha=0.00031909881566289863.......................\n",
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      "[CV 10/10; 126/210] START ccp_alpha=0.00031909881566289863......................\n",
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      "[CV 1/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 2/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 3/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 4/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 5/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 6/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 7/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 8/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 9/10; 127/210] START ccp_alpha=0.000319311981544829.........................\n",
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      "[CV 10/10; 127/210] START ccp_alpha=0.000319311981544829........................\n",
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      "[CV 1/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 2/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 3/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 4/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 5/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 6/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 7/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 8/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 9/10; 128/210] START ccp_alpha=0.0003194027883188094........................\n",
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      "[CV 10/10; 128/210] START ccp_alpha=0.0003194027883188094.......................\n",
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      "[CV 1/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 2/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 3/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 4/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 5/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 5/10; 129/210] END ccp_alpha=0.0003239721236855094;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 7/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 8/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 9/10; 129/210] START ccp_alpha=0.0003239721236855094........................\n",
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      "[CV 10/10; 129/210] START ccp_alpha=0.0003239721236855094.......................\n",
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      "[CV 1/10; 130/210] START ccp_alpha=0.00032789911394372727.......................\n",
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      "[CV 2/10; 130/210] START ccp_alpha=0.00032789911394372727.......................\n",
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      "[CV 3/10; 130/210] START ccp_alpha=0.00032789911394372727.......................\n",
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      "[CV 6/10; 130/210] START ccp_alpha=0.00032789911394372727.......................\n",
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      "[CV 1/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
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      "[CV 2/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
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      "[CV 3/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 3/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 4/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 5/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 6/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 7/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 8/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 131/210] START ccp_alpha=0.00032967856249236163.......................\n",
      "[CV 9/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 131/210] START ccp_alpha=0.00032967856249236163......................\n",
      "[CV 10/10; 131/210] END ccp_alpha=0.00032967856249236163;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 1/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 2/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 3/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 4/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 5/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 6/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 7/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 8/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 132/210] START ccp_alpha=0.0003435673134943029........................\n",
      "[CV 9/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 132/210] START ccp_alpha=0.0003435673134943029.......................\n",
      "[CV 10/10; 132/210] END ccp_alpha=0.0003435673134943029;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 1/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 2/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 3/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 4/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 5/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 6/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 7/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 8/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 133/210] START ccp_alpha=0.00034413749074886126.......................\n",
      "[CV 9/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 133/210] START ccp_alpha=0.00034413749074886126......................\n",
      "[CV 10/10; 133/210] END ccp_alpha=0.00034413749074886126;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 1/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 2/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 3/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 4/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 5/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 6/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 7/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 8/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 134/210] START ccp_alpha=0.00035093722765744666.......................\n",
      "[CV 9/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 134/210] START ccp_alpha=0.00035093722765744666......................\n",
      "[CV 10/10; 134/210] END ccp_alpha=0.00035093722765744666;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 1/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 2/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 3/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 4/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 5/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 6/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 7/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 8/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 135/210] START ccp_alpha=0.0003536836793785938........................\n",
      "[CV 9/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 135/210] START ccp_alpha=0.0003536836793785938.......................\n",
      "[CV 10/10; 135/210] END ccp_alpha=0.0003536836793785938;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 1/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 2/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 3/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 4/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 5/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 6/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 7/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 8/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 136/210] START ccp_alpha=0.0003561801365120189........................\n",
      "[CV 9/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 136/210] START ccp_alpha=0.0003561801365120189.......................\n",
      "[CV 10/10; 136/210] END ccp_alpha=0.0003561801365120189;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 1/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 2/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 3/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 4/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 5/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 6/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 7/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 8/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 137/210] START ccp_alpha=0.00035732907145448033.......................\n",
      "[CV 9/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 137/210] START ccp_alpha=0.00035732907145448033......................\n",
      "[CV 10/10; 137/210] END ccp_alpha=0.00035732907145448033;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 1/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 2/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 3/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 4/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 5/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 6/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 7/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 8/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 138/210] START ccp_alpha=0.00036850154367651725.......................\n",
      "[CV 9/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 138/210] START ccp_alpha=0.00036850154367651725......................\n",
      "[CV 10/10; 138/210] END ccp_alpha=0.00036850154367651725;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 1/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 2/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 3/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 4/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 5/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 7/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 8/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 139/210] START ccp_alpha=0.00037415552691675603.......................\n",
      "[CV 9/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 139/210] START ccp_alpha=0.00037415552691675603......................\n",
      "[CV 10/10; 139/210] END ccp_alpha=0.00037415552691675603;, score=0.634 total time=   0.0s\n",
      "[CV 1/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 1/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 2/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 3/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.546 total time=   0.0s\n",
      "[CV 4/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 4/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 5/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.571 total time=   0.0s\n",
      "[CV 6/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 6/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.547 total time=   0.0s\n",
      "[CV 7/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 7/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 8/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 140/210] START ccp_alpha=0.0003795031732145319........................\n",
      "[CV 9/10; 140/210] END ccp_alpha=0.0003795031732145319;, score=0.698 total time=   0.0s\n",
      "[CV 10/10; 140/210] START ccp_alpha=0.0003795031732145319.......................\n",
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      "[CV 1/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
      "[CV 1/10; 141/210] END ccp_alpha=0.00038096096496705034;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 3/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 6/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 7/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 8/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 9/10; 141/210] START ccp_alpha=0.00038096096496705034.......................\n",
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      "[CV 10/10; 141/210] START ccp_alpha=0.00038096096496705034......................\n",
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      "[CV 1/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 2/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 3/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 4/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 5/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 6/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 7/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 9/10; 142/210] START ccp_alpha=0.0004005938602086728........................\n",
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      "[CV 10/10; 142/210] START ccp_alpha=0.0004005938602086728.......................\n",
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      "[CV 1/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 2/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 3/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 4/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 5/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 6/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 7/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 8/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 9/10; 143/210] START ccp_alpha=0.00040234527518684046.......................\n",
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      "[CV 10/10; 143/210] START ccp_alpha=0.00040234527518684046......................\n",
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      "[CV 1/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 2/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 3/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 4/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 7/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 144/210] END ccp_alpha=0.00041359513131900005;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 9/10; 144/210] START ccp_alpha=0.00041359513131900005.......................\n",
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      "[CV 10/10; 144/210] START ccp_alpha=0.00041359513131900005......................\n",
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      "[CV 1/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 2/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 3/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 4/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 5/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 6/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 7/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 8/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 9/10; 145/210] START ccp_alpha=0.0004195235384175395........................\n",
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      "[CV 10/10; 145/210] START ccp_alpha=0.0004195235384175395.......................\n",
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      "[CV 1/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 2/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 3/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 4/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 5/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 6/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 7/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 8/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 9/10; 146/210] START ccp_alpha=0.000424400578960169.........................\n",
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      "[CV 10/10; 146/210] START ccp_alpha=0.000424400578960169........................\n",
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      "[CV 1/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 2/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 3/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 4/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 5/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 6/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 7/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 9/10; 147/210] START ccp_alpha=0.00043183799038233606.......................\n",
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      "[CV 1/10; 148/210] START ccp_alpha=0.0004416028384076169........................\n",
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      "[CV 2/10; 148/210] START ccp_alpha=0.0004416028384076169........................\n",
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      "[CV 3/10; 148/210] START ccp_alpha=0.0004416028384076169........................\n",
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      "[CV 9/10; 148/210] START ccp_alpha=0.0004416028384076169........................\n",
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      "[CV 1/10; 149/210] START ccp_alpha=0.00044325981417929483.......................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 8/10; 149/210] END ccp_alpha=0.00044325981417929483;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 149/210] START ccp_alpha=0.00044325981417929483.......................\n",
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      "[CV 10/10; 149/210] START ccp_alpha=0.00044325981417929483......................\n",
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      "[CV 1/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 2/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 3/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 4/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 5/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 6/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 7/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 8/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 9/10; 150/210] START ccp_alpha=0.0004784577183588757........................\n",
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      "[CV 1/10; 151/210] START ccp_alpha=0.00048066184544932455.......................\n",
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      "[CV 1/10; 152/210] START ccp_alpha=0.0004845661148910503........................\n",
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      "[CV 1/10; 153/210] START ccp_alpha=0.000484883746391853.........................\n",
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      "[CV 1/10; 154/210] START ccp_alpha=0.0004944602008386135........................\n",
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      "[CV 1/10; 155/210] START ccp_alpha=0.0004974706777688201........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 1/10; 155/210] END ccp_alpha=0.0004974706777688201;, score=0.592 total time=   0.0s\n",
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      "[CV 1/10; 156/210] START ccp_alpha=0.0004990792951031602........................\n",
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      "[CV 9/10; 156/210] START ccp_alpha=0.0004990792951031602........................\n",
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      "[CV 1/10; 157/210] START ccp_alpha=0.0005002267601775072........................\n",
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      "[CV 2/10; 157/210] START ccp_alpha=0.0005002267601775072........................\n",
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      "[CV 9/10; 157/210] START ccp_alpha=0.0005002267601775072........................\n",
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      "[CV 1/10; 158/210] START ccp_alpha=0.000506002947157521.........................\n",
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      "[CV 1/10; 159/210] START ccp_alpha=0.0005259071053057901........................\n",
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      "[CV 1/10; 160/210] START ccp_alpha=0.0005307636184405159........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 160/210] END ccp_alpha=0.0005307636184405159;, score=0.546 total time=   0.0s\n",
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      "[CV 9/10; 160/210] START ccp_alpha=0.0005307636184405159........................\n",
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      "[CV 1/10; 161/210] START ccp_alpha=0.0005329359688615552........................\n",
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      "[CV 1/10; 162/210] START ccp_alpha=0.0005363763562951582........................\n",
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      "[CV 1/10; 163/210] START ccp_alpha=0.0005612410042658373........................\n",
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      "[CV 1/10; 164/210] START ccp_alpha=0.0006054917805451403........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 165/210] END ccp_alpha=0.0006058957364724494;, score=0.547 total time=   0.0s\n",
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      "[CV 1/10; 166/210] START ccp_alpha=0.000628365234421599.........................\n",
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      "[CV 1/10; 167/210] START ccp_alpha=0.0006378587883930937........................\n",
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      "[CV 1/10; 168/210] START ccp_alpha=0.00065920568542778..........................\n",
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      "[CV 1/10; 169/210] START ccp_alpha=0.0006858049358536029........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 6/10; 170/210] END ccp_alpha=0.0006936887921653971;, score=0.547 total time=   0.0s\n",
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      "[CV 1/10; 172/210] START ccp_alpha=0.0007241557709396114........................\n",
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      "[CV 1/10; 173/210] START ccp_alpha=0.0007286393784424611........................\n",
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      "[CV 1/10; 174/210] START ccp_alpha=0.0007616974972796523........................\n",
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      "[CV 1/10; 175/210] START ccp_alpha=0.0007964123418953001........................\n",
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      "[CV 7/10; 175/210] START ccp_alpha=0.0007964123418953001........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 175/210] END ccp_alpha=0.0007964123418953001;, score=0.585 total time=   0.0s\n",
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      "[CV 1/10; 176/210] START ccp_alpha=0.0007965294689995465........................\n",
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      "[CV 1/10; 177/210] START ccp_alpha=0.0008155229461260842........................\n",
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      "[CV 1/10; 178/210] START ccp_alpha=0.0008381661163483142........................\n",
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      "[CV 1/10; 179/210] START ccp_alpha=0.0008392983048819067........................\n",
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      "[CV 1/10; 180/210] START ccp_alpha=0.0009076921258921941........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 180/210] END ccp_alpha=0.0009076921258921941;, score=0.585 total time=   0.0s\n",
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      "[CV 1/10; 181/210] START ccp_alpha=0.0009120866348735802........................\n",
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      "[CV 1/10; 182/210] START ccp_alpha=0.0009191843155840254........................\n",
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      "[CV 2/10; 182/210] START ccp_alpha=0.0009191843155840254........................\n",
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      "[CV 1/10; 183/210] START ccp_alpha=0.00098946417280283..........................\n",
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      "[CV 1/10; 184/210] START ccp_alpha=0.0010065591089559855........................\n",
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      "[CV 1/10; 185/210] START ccp_alpha=0.0010475548648831712........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 7/10; 185/210] END ccp_alpha=0.0010475548648831712;, score=0.585 total time=   0.0s\n",
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      "[CV 1/10; 186/210] START ccp_alpha=0.0011604842966308074........................\n",
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      "[CV 1/10; 187/210] START ccp_alpha=0.001225401140390256.........................\n",
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      "[CV 1/10; 188/210] START ccp_alpha=0.0013731123672775791........................\n",
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      "[CV 1/10; 189/210] START ccp_alpha=0.0014703957302001462........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 190/210] END ccp_alpha=0.0015571767731724206;, score=0.710 total time=   0.0s\n",
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      "[CV 1/10; 191/210] START ccp_alpha=0.0016405092902236629........................\n",
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      "[CV 8/10; 191/210] START ccp_alpha=0.0016405092902236629........................\n",
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      "[CV 9/10; 191/210] START ccp_alpha=0.0016405092902236629........................\n",
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      "[CV 10/10; 191/210] START ccp_alpha=0.0016405092902236629.......................\n",
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      "[CV 1/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
      "[CV 1/10; 192/210] END ccp_alpha=0.0017587850400969385;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
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      "[CV 3/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
      "[CV 3/10; 192/210] END ccp_alpha=0.0017587850400969385;, score=0.540 total time=   0.0s\n",
      "[CV 4/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
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      "[CV 5/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
      "[CV 5/10; 192/210] END ccp_alpha=0.0017587850400969385;, score=0.586 total time=   0.0s\n",
      "[CV 6/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
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      "[CV 7/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
      "[CV 7/10; 192/210] END ccp_alpha=0.0017587850400969385;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
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      "[CV 9/10; 192/210] START ccp_alpha=0.0017587850400969385........................\n",
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      "[CV 10/10; 192/210] START ccp_alpha=0.0017587850400969385.......................\n",
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      "[CV 1/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 2/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 3/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 4/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 5/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 6/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 7/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
      "[CV 7/10; 193/210] END ccp_alpha=0.001830124455803106;, score=0.585 total time=   0.0s\n",
      "[CV 8/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 9/10; 193/210] START ccp_alpha=0.001830124455803106.........................\n",
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      "[CV 10/10; 193/210] START ccp_alpha=0.001830124455803106........................\n",
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      "[CV 1/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 2/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 3/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 4/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 5/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 6/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 7/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 8/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 9/10; 194/210] START ccp_alpha=0.0018331614036265487........................\n",
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      "[CV 10/10; 194/210] START ccp_alpha=0.0018331614036265487.......................\n",
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      "[CV 1/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
      "[CV 1/10; 195/210] END ccp_alpha=0.0020166219190147563;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 3/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 4/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 5/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 6/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 7/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
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      "[CV 8/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n",
      "[CV 8/10; 195/210] END ccp_alpha=0.0020166219190147563;, score=0.646 total time=   0.0s\n",
      "[CV 9/10; 195/210] START ccp_alpha=0.0020166219190147563........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 9/10; 195/210] END ccp_alpha=0.0020166219190147563;, score=0.707 total time=   0.0s\n",
      "[CV 10/10; 195/210] START ccp_alpha=0.0020166219190147563.......................\n",
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      "[CV 1/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 2/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 3/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 4/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 5/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 6/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 7/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 8/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 9/10; 196/210] START ccp_alpha=0.002096652420083415.........................\n",
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      "[CV 10/10; 196/210] START ccp_alpha=0.002096652420083415........................\n",
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      "[CV 1/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 2/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 3/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 4/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 5/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 6/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 7/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
      "[CV 7/10; 197/210] END ccp_alpha=0.002310111986181383;, score=0.578 total time=   0.0s\n",
      "[CV 8/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
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      "[CV 9/10; 197/210] START ccp_alpha=0.002310111986181383.........................\n",
      "[CV 9/10; 197/210] END ccp_alpha=0.002310111986181383;, score=0.707 total time=   0.0s\n",
      "[CV 10/10; 197/210] START ccp_alpha=0.002310111986181383........................\n",
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      "[CV 1/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 2/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 3/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 4/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 5/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 6/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 7/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 8/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 9/10; 198/210] START ccp_alpha=0.0025887265190650682........................\n",
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      "[CV 10/10; 198/210] START ccp_alpha=0.0025887265190650682.......................\n",
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      "[CV 1/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
      "[CV 1/10; 199/210] END ccp_alpha=0.0034187563885429983;, score=0.592 total time=   0.0s\n",
      "[CV 2/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 3/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 4/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 5/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 6/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 7/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 8/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
      "[CV 8/10; 199/210] END ccp_alpha=0.0034187563885429983;, score=0.614 total time=   0.0s\n",
      "[CV 9/10; 199/210] START ccp_alpha=0.0034187563885429983........................\n",
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      "[CV 10/10; 199/210] START ccp_alpha=0.0034187563885429983.......................\n",
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      "[CV 1/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 2/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 3/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 4/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 5/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 6/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 7/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 8/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 9/10; 200/210] START ccp_alpha=0.00353338094188254..........................\n",
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      "[CV 10/10; 200/210] START ccp_alpha=0.00353338094188254.........................\n",
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      "[CV 1/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 1/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.588 total time=   0.0s\n",
      "[CV 2/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 2/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.515 total time=   0.0s\n",
      "[CV 3/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.540 total time=   0.0s\n",
      "[CV 4/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 4/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 5/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.586 total time=   0.0s\n",
      "[CV 6/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 6/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.551 total time=   0.0s\n",
      "[CV 7/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 7/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.578 total time=   0.0s\n",
      "[CV 8/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 8/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.614 total time=   0.0s\n",
      "[CV 9/10; 201/210] START ccp_alpha=0.003716493859130865.........................\n",
      "[CV 9/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.707 total time=   0.0s\n",
      "[CV 10/10; 201/210] START ccp_alpha=0.003716493859130865........................\n",
      "[CV 10/10; 201/210] END ccp_alpha=0.003716493859130865;, score=0.657 total time=   0.0s\n",
      "[CV 1/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
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      "[CV 2/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
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      "[CV 3/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 3/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.540 total time=   0.0s\n",
      "[CV 4/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 4/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.546 total time=   0.0s\n",
      "[CV 5/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 5/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.588 total time=   0.0s\n",
      "[CV 6/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 6/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.551 total time=   0.0s\n",
      "[CV 7/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 7/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.578 total time=   0.0s\n",
      "[CV 8/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 8/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.614 total time=   0.0s\n",
      "[CV 9/10; 202/210] START ccp_alpha=0.005193029300351655.........................\n",
      "[CV 9/10; 202/210] END ccp_alpha=0.005193029300351655;, score=0.707 total time=   0.0s\n",
      "[CV 10/10; 202/210] START ccp_alpha=0.005193029300351655........................\n",
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      "[CV 1/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
      "[CV 1/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.588 total time=   0.0s\n",
      "[CV 2/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
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      "[CV 3/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
      "[CV 3/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.529 total time=   0.0s\n",
      "[CV 4/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
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      "[CV 5/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
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      "[CV 6/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
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      "[CV 7/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
      "[CV 7/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.554 total time=   0.0s\n",
      "[CV 8/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
      "[CV 8/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.614 total time=   0.0s\n",
      "[CV 9/10; 203/210] START ccp_alpha=0.00580432992341845..........................\n",
      "[CV 9/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.688 total time=   0.0s\n",
      "[CV 10/10; 203/210] START ccp_alpha=0.00580432992341845.........................\n",
      "[CV 10/10; 203/210] END ccp_alpha=0.00580432992341845;, score=0.657 total time=   0.0s\n",
      "[CV 1/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
      "[CV 1/10; 204/210] END ccp_alpha=0.007535436587507993;, score=0.582 total time=   0.0s\n",
      "[CV 2/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 3/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 4/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 5/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 6/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
      "[CV 6/10; 204/210] END ccp_alpha=0.007535436587507993;, score=0.502 total time=   0.0s\n",
      "[CV 7/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 8/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 9/10; 204/210] START ccp_alpha=0.007535436587507993.........................\n",
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      "[CV 10/10; 204/210] START ccp_alpha=0.007535436587507993........................\n",
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      "[CV 1/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 2/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 3/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 4/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 5/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 6/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
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      "[CV 7/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
      "[CV 7/10; 205/210] END ccp_alpha=0.009230545060015305;, score=0.505 total time=   0.0s\n",
      "[CV 8/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
      "[CV 8/10; 205/210] END ccp_alpha=0.009230545060015305;, score=0.665 total time=   0.0s\n",
      "[CV 9/10; 205/210] START ccp_alpha=0.009230545060015305.........................\n",
      "[CV 9/10; 205/210] END ccp_alpha=0.009230545060015305;, score=0.558 total time=   0.0s\n",
      "[CV 10/10; 205/210] START ccp_alpha=0.009230545060015305........................\n",
      "[CV 10/10; 205/210] END ccp_alpha=0.009230545060015305;, score=0.630 total time=   0.0s\n",
      "[CV 1/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
      "[CV 1/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.586 total time=   0.0s\n",
      "[CV 2/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV 3/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.527 total time=   0.0s\n",
      "[CV 4/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
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      "[CV 5/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
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      "[CV 6/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
      "[CV 6/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.446 total time=   0.0s\n",
      "[CV 7/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
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      "[CV 8/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
      "[CV 8/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.589 total time=   0.0s\n",
      "[CV 9/10; 206/210] START ccp_alpha=0.011770266991835782.........................\n",
      "[CV 9/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.544 total time=   0.0s\n",
      "[CV 10/10; 206/210] START ccp_alpha=0.011770266991835782........................\n",
      "[CV 10/10; 206/210] END ccp_alpha=0.011770266991835782;, score=0.573 total time=   0.0s\n",
      "[CV 1/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 1/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.497 total time=   0.0s\n",
      "[CV 2/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 2/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.412 total time=   0.0s\n",
      "[CV 3/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 3/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.521 total time=   0.0s\n",
      "[CV 4/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 4/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.468 total time=   0.0s\n",
      "[CV 5/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
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      "[CV 6/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
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      "[CV 7/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 7/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.518 total time=   0.0s\n",
      "[CV 8/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
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      "[CV 9/10; 207/210] START ccp_alpha=0.015605175199907256.........................\n",
      "[CV 9/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.479 total time=   0.0s\n",
      "[CV 10/10; 207/210] START ccp_alpha=0.015605175199907256........................\n",
      "[CV 10/10; 207/210] END ccp_alpha=0.015605175199907256;, score=0.573 total time=   0.0s\n",
      "[CV 1/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 1/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.497 total time=   0.0s\n",
      "[CV 2/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 2/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.412 total time=   0.0s\n",
      "[CV 3/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 3/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.518 total time=   0.0s\n",
      "[CV 4/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
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      "[CV 5/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 5/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.531 total time=   0.0s\n",
      "[CV 6/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 6/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.446 total time=   0.0s\n",
      "[CV 7/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 7/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.448 total time=   0.0s\n",
      "[CV 8/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
      "[CV 8/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.464 total time=   0.0s\n",
      "[CV 9/10; 208/210] START ccp_alpha=0.01846272466893467..........................\n",
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      "[CV 10/10; 208/210] START ccp_alpha=0.01846272466893467.........................\n",
      "[CV 10/10; 208/210] END ccp_alpha=0.01846272466893467;, score=0.548 total time=   0.0s\n",
      "[CV 1/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 2/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 3/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 4/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 5/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 6/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
      "[CV 6/10; 209/210] END ccp_alpha=0.07341468788999198;, score=0.431 total time=   0.0s\n",
      "[CV 7/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 8/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 9/10; 209/210] START ccp_alpha=0.07341468788999198..........................\n",
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      "[CV 10/10; 209/210] START ccp_alpha=0.07341468788999198.........................\n",
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      "[CV 1/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 2/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 3/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 4/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
      "[CV 4/10; 210/210] END ccp_alpha=0.15744776986834674;, score=0.192 total time=   0.0s\n",
      "[CV 5/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 6/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 7/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 9/10; 210/210] START ccp_alpha=0.15744776986834674..........................\n",
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      "[CV 10/10; 210/210] START ccp_alpha=0.15744776986834674.........................\n",
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     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=10,\n",
       "             estimator=DecisionTreeClassifier(max_depth=4, min_samples_leaf=20,\n",
       "                                              random_state=42),\n",
       "             param_grid={&#x27;ccp_alpha&#x27;: array([0.00000000e+00, 6.21710480e-06, 8.56405916e-06, 9.06782735e-06,\n",
       "       1.04683267e-05, 1.09274350e-05, 1.45495975e-05, 2.04026115e-05,\n",
       "       2.04742828e-05, 2.72034820e-05, 2.85493815e-05, 3.31471000e-05,\n",
       "       3.48287005e-05, 3.82300073e-05, 4.446217...\n",
       "       1.04755486e-03, 1.16048430e-03, 1.22540114e-03, 1.37311237e-03,\n",
       "       1.47039573e-03, 1.55717677e-03, 1.64050929e-03, 1.75878504e-03,\n",
       "       1.83012446e-03, 1.83316140e-03, 2.01662192e-03, 2.09665242e-03,\n",
       "       2.31011199e-03, 2.58872652e-03, 3.41875639e-03, 3.53338094e-03,\n",
       "       3.71649386e-03, 5.19302930e-03, 5.80432992e-03, 7.53543659e-03,\n",
       "       9.23054506e-03, 1.17702670e-02, 1.56051752e-02, 1.84627247e-02,\n",
       "       7.34146879e-02, 1.57447770e-01])},\n",
       "             verbose=100)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=10,\n",
       "             estimator=DecisionTreeClassifier(max_depth=4, min_samples_leaf=20,\n",
       "                                              random_state=42),\n",
       "             param_grid={&#x27;ccp_alpha&#x27;: array([0.00000000e+00, 6.21710480e-06, 8.56405916e-06, 9.06782735e-06,\n",
       "       1.04683267e-05, 1.09274350e-05, 1.45495975e-05, 2.04026115e-05,\n",
       "       2.04742828e-05, 2.72034820e-05, 2.85493815e-05, 3.31471000e-05,\n",
       "       3.48287005e-05, 3.82300073e-05, 4.446217...\n",
       "       1.04755486e-03, 1.16048430e-03, 1.22540114e-03, 1.37311237e-03,\n",
       "       1.47039573e-03, 1.55717677e-03, 1.64050929e-03, 1.75878504e-03,\n",
       "       1.83012446e-03, 1.83316140e-03, 2.01662192e-03, 2.09665242e-03,\n",
       "       2.31011199e-03, 2.58872652e-03, 3.41875639e-03, 3.53338094e-03,\n",
       "       3.71649386e-03, 5.19302930e-03, 5.80432992e-03, 7.53543659e-03,\n",
       "       9.23054506e-03, 1.17702670e-02, 1.56051752e-02, 1.84627247e-02,\n",
       "       7.34146879e-02, 1.57447770e-01])},\n",
       "             verbose=100)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(max_depth=4, min_samples_leaf=20, random_state=42)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(max_depth=4, min_samples_leaf=20, random_state=42)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=10,\n",
       "             estimator=DecisionTreeClassifier(max_depth=4, min_samples_leaf=20,\n",
       "                                              random_state=42),\n",
       "             param_grid={'ccp_alpha': array([0.00000000e+00, 6.21710480e-06, 8.56405916e-06, 9.06782735e-06,\n",
       "       1.04683267e-05, 1.09274350e-05, 1.45495975e-05, 2.04026115e-05,\n",
       "       2.04742828e-05, 2.72034820e-05, 2.85493815e-05, 3.31471000e-05,\n",
       "       3.48287005e-05, 3.82300073e-05, 4.446217...\n",
       "       1.04755486e-03, 1.16048430e-03, 1.22540114e-03, 1.37311237e-03,\n",
       "       1.47039573e-03, 1.55717677e-03, 1.64050929e-03, 1.75878504e-03,\n",
       "       1.83012446e-03, 1.83316140e-03, 2.01662192e-03, 2.09665242e-03,\n",
       "       2.31011199e-03, 2.58872652e-03, 3.41875639e-03, 3.53338094e-03,\n",
       "       3.71649386e-03, 5.19302930e-03, 5.80432992e-03, 7.53543659e-03,\n",
       "       9.23054506e-03, 1.17702670e-02, 1.56051752e-02, 1.84627247e-02,\n",
       "       7.34146879e-02, 1.57447770e-01])},\n",
       "             verbose=100)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time\n",
    "grid = GridSearchCV(estimator=clf, param_grid=grid_parametros, cv=10, verbose=100)\n",
    "grid.fit(X_train_cut, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.002397</td>\n",
       "      <td>0.000009</td>\n",
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       "      <td>0.592391</td>\n",
       "      <td>0.514946</td>\n",
       "      <td>0.545578</td>\n",
       "      <td>0.545578</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.546939</td>\n",
       "      <td>0.585034</td>\n",
       "      <td>0.646259</td>\n",
       "      <td>0.697959</td>\n",
       "      <td>0.634014</td>\n",
       "      <td>0.588013</td>\n",
       "      <td>0.053411</td>\n",
       "      <td>15</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.00001</td>\n",
       "      <td>{'ccp_alpha': 1.0468326663147184e-05}</td>\n",
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       "      <td>0.697959</td>\n",
       "      <td>0.634014</td>\n",
       "      <td>0.588013</td>\n",
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       "      <td>0.560544</td>\n",
       "      <td>0.446259</td>\n",
       "      <td>0.504762</td>\n",
       "      <td>0.589116</td>\n",
       "      <td>0.544218</td>\n",
       "      <td>0.572789</td>\n",
       "      <td>0.531285</td>\n",
       "      <td>0.046177</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0.029737</td>\n",
       "      <td>0.003537</td>\n",
       "      <td>0.002199</td>\n",
       "      <td>0.002229</td>\n",
       "      <td>0.015605</td>\n",
       "      <td>{'ccp_alpha': 0.015605175199907256}</td>\n",
       "      <td>0.497283</td>\n",
       "      <td>0.411685</td>\n",
       "      <td>0.521088</td>\n",
       "      <td>0.468027</td>\n",
       "      <td>0.544218</td>\n",
       "      <td>0.446259</td>\n",
       "      <td>0.518367</td>\n",
       "      <td>0.555102</td>\n",
       "      <td>0.478912</td>\n",
       "      <td>0.572789</td>\n",
       "      <td>0.501373</td>\n",
       "      <td>0.048182</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>0.026413</td>\n",
       "      <td>0.004160</td>\n",
       "      <td>0.006302</td>\n",
       "      <td>0.005237</td>\n",
       "      <td>0.018463</td>\n",
       "      <td>{'ccp_alpha': 0.01846272466893467}</td>\n",
       "      <td>0.497283</td>\n",
       "      <td>0.411685</td>\n",
       "      <td>0.518367</td>\n",
       "      <td>0.493878</td>\n",
       "      <td>0.530612</td>\n",
       "      <td>0.446259</td>\n",
       "      <td>0.447619</td>\n",
       "      <td>0.463946</td>\n",
       "      <td>0.478912</td>\n",
       "      <td>0.548299</td>\n",
       "      <td>0.483686</td>\n",
       "      <td>0.040208</td>\n",
       "      <td>208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>0.026302</td>\n",
       "      <td>0.006100</td>\n",
       "      <td>0.004406</td>\n",
       "      <td>0.005803</td>\n",
       "      <td>0.073415</td>\n",
       "      <td>{'ccp_alpha': 0.07341468788999198}</td>\n",
       "      <td>0.347826</td>\n",
       "      <td>0.396739</td>\n",
       "      <td>0.359184</td>\n",
       "      <td>0.447619</td>\n",
       "      <td>0.356463</td>\n",
       "      <td>0.431293</td>\n",
       "      <td>0.338776</td>\n",
       "      <td>0.355102</td>\n",
       "      <td>0.357823</td>\n",
       "      <td>0.356463</td>\n",
       "      <td>0.374729</td>\n",
       "      <td>0.035487</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>0.029840</td>\n",
       "      <td>0.003393</td>\n",
       "      <td>0.001622</td>\n",
       "      <td>0.002078</td>\n",
       "      <td>0.157448</td>\n",
       "      <td>{'ccp_alpha': 0.15744776986834674}</td>\n",
       "      <td>0.347826</td>\n",
       "      <td>0.355978</td>\n",
       "      <td>0.191837</td>\n",
       "      <td>0.191837</td>\n",
       "      <td>0.191837</td>\n",
       "      <td>0.191837</td>\n",
       "      <td>0.338776</td>\n",
       "      <td>0.190476</td>\n",
       "      <td>0.357823</td>\n",
       "      <td>0.190476</td>\n",
       "      <td>0.254870</td>\n",
       "      <td>0.077903</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>210 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean_fit_time  std_fit_time  mean_score_time  std_score_time  \\\n",
       "0         0.032040      0.004924         0.003400        0.001838   \n",
       "1         0.031634      0.003521         0.004246        0.000827   \n",
       "2         0.034609      0.005704         0.004727        0.002397   \n",
       "3         0.035046      0.007364         0.002411        0.004713   \n",
       "4         0.035803      0.008092         0.002830        0.004577   \n",
       "..             ...           ...              ...             ...   \n",
       "205       0.028954      0.006331         0.001442        0.001725   \n",
       "206       0.029737      0.003537         0.002199        0.002229   \n",
       "207       0.026413      0.004160         0.006302        0.005237   \n",
       "208       0.026302      0.006100         0.004406        0.005803   \n",
       "209       0.029840      0.003393         0.001622        0.002078   \n",
       "\n",
       "    param_ccp_alpha                                 params  split0_test_score  \\\n",
       "0               0.0                     {'ccp_alpha': 0.0}           0.592391   \n",
       "1          0.000006   {'ccp_alpha': 6.217104802289878e-06}           0.592391   \n",
       "2          0.000009    {'ccp_alpha': 8.56405916253557e-06}           0.592391   \n",
       "3          0.000009   {'ccp_alpha': 9.067827348567504e-06}           0.592391   \n",
       "4           0.00001  {'ccp_alpha': 1.0468326663147184e-05}           0.592391   \n",
       "..              ...                                    ...                ...   \n",
       "205         0.01177    {'ccp_alpha': 0.011770266991835782}           0.585598   \n",
       "206        0.015605    {'ccp_alpha': 0.015605175199907256}           0.497283   \n",
       "207        0.018463     {'ccp_alpha': 0.01846272466893467}           0.497283   \n",
       "208        0.073415     {'ccp_alpha': 0.07341468788999198}           0.347826   \n",
       "209        0.157448     {'ccp_alpha': 0.15744776986834674}           0.347826   \n",
       "\n",
       "     split1_test_score  split2_test_score  split3_test_score  \\\n",
       "0             0.514946           0.545578           0.545578   \n",
       "1             0.514946           0.545578           0.545578   \n",
       "2             0.514946           0.545578           0.545578   \n",
       "3             0.514946           0.545578           0.545578   \n",
       "4             0.514946           0.545578           0.545578   \n",
       "..                 ...                ...                ...   \n",
       "205           0.467391           0.526531           0.515646   \n",
       "206           0.411685           0.521088           0.468027   \n",
       "207           0.411685           0.518367           0.493878   \n",
       "208           0.396739           0.359184           0.447619   \n",
       "209           0.355978           0.191837           0.191837   \n",
       "\n",
       "     split4_test_score  split5_test_score  split6_test_score  \\\n",
       "0             0.571429           0.546939           0.585034   \n",
       "1             0.571429           0.546939           0.585034   \n",
       "2             0.571429           0.546939           0.585034   \n",
       "3             0.571429           0.546939           0.585034   \n",
       "4             0.571429           0.546939           0.585034   \n",
       "..                 ...                ...                ...   \n",
       "205           0.560544           0.446259           0.504762   \n",
       "206           0.544218           0.446259           0.518367   \n",
       "207           0.530612           0.446259           0.447619   \n",
       "208           0.356463           0.431293           0.338776   \n",
       "209           0.191837           0.191837           0.338776   \n",
       "\n",
       "     split7_test_score  split8_test_score  split9_test_score  mean_test_score  \\\n",
       "0             0.646259           0.697959           0.634014         0.588013   \n",
       "1             0.646259           0.697959           0.634014         0.588013   \n",
       "2             0.646259           0.697959           0.634014         0.588013   \n",
       "3             0.646259           0.697959           0.634014         0.588013   \n",
       "4             0.646259           0.697959           0.634014         0.588013   \n",
       "..                 ...                ...                ...              ...   \n",
       "205           0.589116           0.544218           0.572789         0.531285   \n",
       "206           0.555102           0.478912           0.572789         0.501373   \n",
       "207           0.463946           0.478912           0.548299         0.483686   \n",
       "208           0.355102           0.357823           0.356463         0.374729   \n",
       "209           0.190476           0.357823           0.190476         0.254870   \n",
       "\n",
       "     std_test_score  rank_test_score  \n",
       "0          0.053411               15  \n",
       "1          0.053411               15  \n",
       "2          0.053411               15  \n",
       "3          0.053411               15  \n",
       "4          0.053411               15  \n",
       "..              ...              ...  \n",
       "205        0.046177              206  \n",
       "206        0.048182              207  \n",
       "207        0.040208              208  \n",
       "208        0.035487              209  \n",
       "209        0.077903              210  \n",
       "\n",
       "[210 rows x 19 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultados = pd.DataFrame(grid.cv_results_)\n",
    "resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "187\n",
      "{'ccp_alpha': 0.0013731123672775791}\n",
      "0.5905976412304053\n"
     ]
    }
   ],
   "source": [
    "print(grid.best_index_)\n",
    "print(grid.best_params_)\n",
    "print(grid.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Acurácia da árvore na base de teste: 0.6046827281981676\n"
     ]
    }
   ],
   "source": [
    "melhor_ccp = resultados.iloc[grid.best_index_, 4]\n",
    "clf = DecisionTreeClassifier(random_state=230873, ccp_alpha=melhor_ccp).fit(X_train_cut, y_train)\n",
    "print('Acurácia da árvore na base de teste:', clf.score(X_test_cut, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x222353d6450>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ConfusionMatrixDisplay.from_estimator(clf, X_train_cut, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x222362a8150>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ConfusionMatrixDisplay.from_estimator(clf, X_test_cut, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Acurácia da árvore na base de teste: 0.6969799796403122\n"
     ]
    }
   ],
   "source": [
    "melhor_ccp = resultados.iloc[grid.best_index_, 4]\n",
    "clf = DecisionTreeClassifier(random_state=230873, ccp_alpha=melhor_ccp).fit(X_test_cut, y_test)\n",
    "print('Acurácia da árvore na base de teste:', clf.score(X_test_cut, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "colab": {
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
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   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
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   "skip_h1_title": true,
   "title_cell": "Índice",
   "title_sidebar": "Conteúdo",
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   "toc_window_display": true
  },
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
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     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
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     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
    "module",
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    "builtin_function_or_method",
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    "_Feature"
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