automl.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# AutoML: Data Science Made Really Easy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARN: OMP_NUM_THREADS=None =>\n",
      "... If you are using openblas if you are using openblas set OMP_NUM_THREADS=1 or risk subprocess calls hanging indefinitely\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import featuretools as ft\n",
    "from sklearn.preprocessing import Imputer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from hpsklearn import HyperoptEstimator, any_classifier\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "import seaborn as sns\n",
    "import pickle\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Who Am I?\n",
    "\n",
    "\n",
    "- Data Science grad from UBC\n",
    "- Work a company called Imbellus\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What I Every Media Outlet Thinks We Do\n",
    "\n",
    "![https://www.arl.army.mil/www/default.cfm?article=3179](./images/Machine-Learning.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:5: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \"\"\"\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:6: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:7: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  import sys\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>CabinClass</th>\n",
       "      <th>LastName</th>\n",
       "      <th>Honorific</th>\n",
       "      <th>TicketPrefix</th>\n",
       "      <th>TicketNumber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>314</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Hendekovic, Mr. Ignjac</td>\n",
       "      <td>male</td>\n",
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       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hendekovic</td>\n",
       "      <td>Mr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>349243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>328</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Ball, Mrs. (Ada E Hall)</td>\n",
       "      <td>female</td>\n",
       "      <td>36.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>28551</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>D</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>Ball</td>\n",
       "      <td>Mrs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28551.0</td>\n",
       "    </tr>\n",
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       "      <th>252</th>\n",
       "      <td>253</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Stead, Mr. William Thomas</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113514</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C87</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "      <td>Stead</td>\n",
       "      <td>Mr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>113514.0</td>\n",
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       "      <th>818</th>\n",
       "      <td>819</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Holm, Mr. John Fredrik Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C 7075</td>\n",
       "      <td>6.4500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Holm</td>\n",
       "      <td>Mr</td>\n",
       "      <td>C</td>\n",
       "      <td>7075.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>219</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>D</td>\n",
       "      <td>Bazzani</td>\n",
       "      <td>Miss</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11813.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived Pclass                              Name     Sex  \\\n",
       "313          314         0      3            Hendekovic, Mr. Ignjac    male   \n",
       "327          328         1      2           Ball, Mrs. (Ada E Hall)  female   \n",
       "252          253         0      1         Stead, Mr. William Thomas    male   \n",
       "818          819         0      3  Holm, Mr. John Fredrik Alexander    male   \n",
       "218          219         1      1             Bazzani, Miss. Albina  female   \n",
       "\n",
       "      Age  SibSp  Parch  Ticket     Fare Cabin Embarked CabinClass  \\\n",
       "313  28.0      0      0  349243   7.8958   NaN        S        NaN   \n",
       "327  36.0      0      0   28551  13.0000     D        S          D   \n",
       "252  62.0      0      0  113514  26.5500   C87        S          C   \n",
       "818  43.0      0      0  C 7075   6.4500   NaN        S        NaN   \n",
       "218  32.0      0      0   11813  76.2917   D15        C          D   \n",
       "\n",
       "       LastName Honorific TicketPrefix  TicketNumber  \n",
       "313  Hendekovic        Mr          NaN      349243.0  \n",
       "327        Ball       Mrs          NaN       28551.0  \n",
       "252       Stead        Mr          NaN      113514.0  \n",
       "818        Holm        Mr            C        7075.0  \n",
       "218     Bazzani      Miss          NaN       11813.0  "
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = pd.read_csv(\"data/train.csv\")\n",
    "train_df[\"Pclass\"] = train_df[\"Pclass\"].astype(\"category\")\n",
    "train_df['CabinClass'] = train_df[\"Cabin\"].str.get(0)\n",
    "train_df['LastName'] = train_df['Name'].str.split(\", \").apply(lambda x: x[0])\n",
    "train_df['Honorific'] = train_df['Name'].str.extract(\" ([a-zA-z]+)\")\n",
    "train_df['TicketPrefix'] = train_df['Ticket'].str.extract(\"(.+) \")\n",
    "train_df['TicketNumber'] = train_df['Ticket'].str.extract(\"([0-9]+)$\").astype(float)\n",
    "train_df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = train_df.drop(columns=[\"Name\", \"Cabin\", \"Ticket\"])\n",
    "train_features = train_df.drop(columns=[\"Survived\"])\n",
    "train_target = train_df[\"Survived\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>CabinClass</th>\n",
       "      <th>LastName</th>\n",
       "      <th>Honorific</th>\n",
       "      <th>TicketPrefix</th>\n",
       "      <th>TicketNumber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>272</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tornquist</td>\n",
       "      <td>Mr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>10.5000</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toomey</td>\n",
       "      <td>Miss</td>\n",
       "      <td>F.C.C.</td>\n",
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       "      <td>0</td>\n",
       "      <td>39.6000</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brewe</td>\n",
       "      <td>Dr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112379.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>S</td>\n",
       "      <td>E</td>\n",
       "      <td>McCarthy</td>\n",
       "      <td>Mr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17463.0</td>\n",
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       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>106</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mionoff</td>\n",
       "      <td>Mr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>349207.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId Pclass     Sex   Age  SibSp  Parch     Fare Embarked  \\\n",
       "271          272      3    male  25.0      0      0   0.0000        S   \n",
       "458          459      2  female  50.0      0      0  10.5000        S   \n",
       "766          767      1    male   NaN      0      0  39.6000        C   \n",
       "6              7      1    male  54.0      0      0  51.8625        S   \n",
       "105          106      3    male  28.0      0      0   7.8958        S   \n",
       "\n",
       "    CabinClass   LastName Honorific TicketPrefix  TicketNumber  \n",
       "271        NaN  Tornquist        Mr          NaN           NaN  \n",
       "458        NaN     Toomey      Miss       F.C.C.       13531.0  \n",
       "766        NaN      Brewe        Dr          NaN      112379.0  \n",
       "6            E   McCarthy        Mr          NaN       17463.0  \n",
       "105        NaN    Mionoff        Mr          NaN      349207.0  "
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_features.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Entityset: titanic\n",
       "  Entities:\n",
       "    titanic (shape = [891, 13])\n",
       "    classes (shape = [3, 1])\n",
       "    sexes (shape = [2, 1])\n",
       "    embarkeds (shape = [4, 1])\n",
       "    cabinclasses (shape = [9, 1])\n",
       "    ...And 3 more\n",
       "  Relationships:\n",
       "    titanic.Pclass -> classes.Pclass\n",
       "    titanic.Sex -> sexes.Sex\n",
       "    titanic.Embarked -> embarkeds.Embarked\n",
       "    titanic.CabinClass -> cabinclasses.CabinClass\n",
       "    titanic.Honorific -> honorfics.Honorific\n",
       "    ...and 2 more"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "es = ft.EntitySet(id=\"titanic\")\n",
    "es.entity_from_dataframe(entity_id=\"titanic\",\n",
    "                         dataframe=train_features,\n",
    "                         index=\"PassengerId\",\n",
    "                         variable_types={\n",
    "                             \"Pclass\": ft.variable_types.Categorical,\n",
    "                             \"Sex\": ft.variable_types.Categorical,\n",
    "                             \"Embarked\": ft.variable_types.Categorical,\n",
    "                             \"CabinClass\": ft.variable_types.Categorical,\n",
    "                             \"LastName\": ft.variable_types.Categorical,\n",
    "                             \"Honorific\": ft.variable_types.Categorical,\n",
    "                             \"TicketPrefix\": ft.variable_types.Categorical\n",
    "                           })\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"classes\",\n",
    "                index=\"Pclass\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"sexes\",\n",
    "                index=\"Sex\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"embarkeds\",\n",
    "                index=\"Embarked\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"cabinclasses\",\n",
    "                index=\"CabinClass\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"honorfics\",\n",
    "                index=\"Honorific\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"lastnames\",\n",
    "                index=\"LastName\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"ticketprefixes\",\n",
    "                index=\"TicketPrefix\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Built 313 features\n",
      "Elapsed: 00:16 | Remaining: 00:00 | Progress: 100%|██████████|| Calculated: 1/1 cutoff times\n"
     ]
    }
   ],
   "source": [
    "feature_matrix, features = ft.dfs(entityset=es,\n",
    "                              target_entity=\"titanic\",\n",
    "                              save_progress=\"results/\",\n",
    "                              verbose=True)\n",
    "\n",
    "feature_matrix, features = ft.encode_features(feature_matrix, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "imputer = Imputer(strategy='median')\n",
    "imputed_matrix = imputer.fit_transform(feature_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1571268237934904\n",
      "{'learner': GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
      "              learning_rate=0.005168273904849856, loss='deviance',\n",
      "              max_depth=None, max_features=0.11598886784560192,\n",
      "              max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "              min_impurity_split=None, min_samples_leaf=1,\n",
      "              min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "              n_estimators=156, presort='auto', random_state=4,\n",
      "              subsample=0.6081704543206994, verbose=0, warm_start=False), 'preprocs': (MinMaxScaler(copy=True, feature_range=(-1.0, 1.0)),), 'ex_preprocs': ()}\n"
     ]
    }
   ],
   "source": [
    "model = \"kitchen-sink\"\n",
    "name = f\"100_{model}_titanic_dfs_fe\"\n",
    "\n",
    "estim = HyperoptEstimator(classifier=any_classifier(model),\n",
    "                          max_evals=100,\n",
    "                          trial_timeout=60,\n",
    "                          fit_increment_dump_filename=f\"results/models/{name}.pickle\",\n",
    "                          verbose=0,\n",
    "                          seed=42\n",
    "                          )\n",
    "\n",
    "estim.fit(imputed_matrix,\n",
    "          train_target,\n",
    "          n_folds=5,    \n",
    "          random_state=41,\n",
    "          )\n",
    "\n",
    "train_loss = estim.trials.best_trial[\"result\"][\"loss\"]\n",
    "\n",
    "print(train_loss)\n",
    "print(estim.best_model())\n",
    "\n",
    "with open(f\"results/models/{train_loss:.3}_{name}_estimator.pickle\", \"wb+\") as estimator:\n",
    "    pickle.dump(estim, estimator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n",
      "{'status': 'fail', 'failure': 'TimeOut'}\n"
     ]
    }
   ],
   "source": [
    "trial_results = defaultdict(list)\n",
    "for trial in range(0, 100):\n",
    "    if 'loss' in estim.trials.trials[trial]['result']:\n",
    "        trial_results['loss'].append(estim.trials.trials[trial]['result']['loss'])\n",
    "        trial_results['loss_variance'].append(estim.trials.trials[0]['result']['loss_variance'])\n",
    "    else:\n",
    "        print(estim.trials.trials[trial]['result'])\n",
    "        trial_results['loss'].append(None)\n",
    "        trial_results['loss_variance'].append(None)\n",
    "    for key, value in estim.trials.trials[trial]['misc']['idxs'].items():\n",
    "        if value and \"kitchen-sink.\" in key:\n",
    "            trial_results['algorithm_type'].append(key.split(\".\")[1])\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8aa0649080>"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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okAWcpKr761vesdRZBDMnZxfPfraesgo/N53WlzH9UoiPiaJnx4QmW0Zbkbkr\nk0+3fsqSXUvw4+f6Iddz6cBLvQ4rKPX72fPMsxx8/32iu3Wjy48fIGHECK/DahG+mvkyi96upw5K\nhCt+8Ri9h41s3qBMSJFQZzEWWK+qG92AZgJTgOpkoaqfBUy/EKi6fnE+8LGq7nPn/RiYBLwWxnir\nbcg7xN2vLKXS7yTSh95ybv0Ugasy0nn88gjceZQchOUzoSQfhn8PUiLn7CglPoXXVr9GpVYC8PD8\nh+mV1Isx3cZ4HFld+//5T/b8+c8AlG3ZQu60Ozhu3mf44uM9jizyjTzvQlbM+4TC/YdvPfZFRdG1\n/3Gkpvdh57o1dOzWg+TOaR5GaY5WOOssegK5AcPb3LL63Ap8cCTzisg0EckUkcy8vKarLP16/Z7q\nRBFIFWYuyWX+hgg7na4og79PhA9+Ap89Bn8ZB7tXex1VtQU7F1Qniipfb//ao2gadujLr2oMVx44\nQEl2dj1TmyolhYdY8OZrRMfUvHPQX1nJzg3rWDH3I76a+TIv//Re8nd/51GU5lhERAW3iFyHc8np\nqSOZT1VnqGqGqmakpTXd0crgbskNjs/dV9Rky2oSy16BvFWHh8sLIetFz8KpbVCnQXXKBnYa6EEk\nocUfXzNWiYkhtn9/j6JpOT75v2fJ/nQO+bt31R3pP/z8UmlhISvmfdKMkZmmEs5ksR1IDxju5ZbV\nICLnAj8HJqtq6ZHMGy5j+6Vw94QBxEb78NW6ISYhJooJx3vYOc6hPHjnHufs4YOHYMt8mP2TutNF\nRc5d0WO6jeGWYbcQ64slSqK4fODlTOobmc1Vp06bRuJppwHgS06m2yOPEJ0aWU/HR6KN3zS+vjAq\nyvq1aInCWcEdjVPBfQ7Ojn4JcK2q5gRMMxr4NzBJVdcFlKfgVGqf6BYtxangrrcdhqau4AYoLK2g\nUpWFG/byj4VbiI+J4s4zB3BSHw+f6n5psvMwXpWU/rBvY81p4pLgji+ccRGkqLyISq0kKTby77Wv\n2L8fX2IivtgIfCAzAr368x+zc/2akNMlJHfghif+SPuUyEvAlQVlFH+bh8RGkTAiDV9c20hqnldw\nq2qFiNwLzMG5dfZ5Vc0RkelApqrOwrns1B54w72nfauqTlbVfSLyKE6CAZjeUKIIl8Q45+uZeEI3\nJp7QrbkXX1dZUc1EAZAf5IRr3P0RlygAZm2YxXsb36NLuy7cNfKuiL0UBRDdKQKbeYlg59x2N+88\nOZ1D+/bWO01Sameuf+KPJCQ1fJnXCxUHStn9p2/wF5YDUPDVdrreOxqJiYgr9RHBmvtoSVThDyMg\nf+vhsrTBkFerMvu4c+G6+vsAtSplAAAXF0lEQVQWaC65B3P5fNvnpCels7dkL/8z/3+qx6XGp/Lh\n5R8SH213GR0Jf6WfTd/uofBAKf1GppGUEjnf3861q3n/T7+trrfwRUdzwvhzyNuykZSe6Yy76vqI\nvRMq/+MtFHy6tUZZyrWDaTciMuNtSp6fWbRUW/YW8vQn69h2oJhLRnTn+lP7eh3SYSIw+Y/w5m1Q\ntAc69IZzp8NrV9acTus2iNjcluxawh0f30G53zlS69qua43xe0v2sjxvOSd3t6bBj8Ts57LZku0c\nvS94ZyOX/fhE0np7f1lv2Uez+fTvf65RJuJj+NkT6T7weI+iOgLBDppbx3F0k7FzrAAVlX6u+/si\n3vpmO4s37eOX/8nhlUVbvA6rpgFnwQMr4QdL4cqX4MMH607Ty/vnF17MebE6UQB8V1TzdklB2HJw\nS41pTMPycguqEwVARWkly2odDXtl0Vsz65RVlpex6J03PIjmyCWO6Yav3eFj5+i0BOKHBOkKoA2z\nZBFgxY6D5O4rrlH24YogtwJ6aesiePNW+OgXzv/9m+pOs3iG0yqthyr9lXXKBnY8XEehKI8ufJTb\n5tyGPwLOhNTvpzI/3+swGqRBnv3xV0bG4W95WWnQ8p3rIud5n4ZEd4qn649OpMOF/eg4dQBd7hmF\nL7ZtVHA3liWLAD06xhNd617Z9JR2FJVVMGv5Dj5csZOyCg93bPu3wMuTYdW7sGZ23bugqhTvh4K6\nXVw2p2uHXItPDm9eE3pN4K0pb3HZcZfVmG7p7qUs3LmwucOroSgzkw3nTWTtyaew6XtXULZtm6fx\n1KdLn2S6H9ehetgXJQyf0MvDiA5LSOoQtLysuDhoeSSKSo4jaXwv2p/SA1+8XaGvzb6RAF2S4nlw\n0mCenLOa8krluC7tueGUPkz6w5dsdR/EO6FHMm/edRrxMR4cdaz5ACoaccaQMgA6edvcx/he43nt\noteYu3Uu6UnpXNjP6QgnWIV2WWVZc4dXTf1+dvz0Qcp3OMm1ZMUKvvv1/5L+lz+HmNMbk+8bxdrF\n33FofwkDTupCao/2XocEQPuUlKB9cMe2a+dBNCYcLFnUcvv4/lx2Yk92F5QyuFsSf/tyU3WiAMjZ\ncZA5ObuYMqqhlkvCpGN68PL4DtC+i3PpqcsQmPhrpzLcY0NThzI0dWiNsssHXc5b696q7kWvX4d+\njOsxzovwAKjMz69OFFVKVq2qZ2rvRcdGMfT0Hl6HUceJkyazbVVOnYri06641qOITFOzZBFEavs4\nUtvHAVBUVvfae3GQsmYxaBL0zIDttW4RHnCOkxxi2sGp90Ja3eY1IsWgToN4/ZLXeW/jeyTHJjP1\nuKnERHnXT3N0p07EDR1C6crDCaLqCW7TeANPPo2rf/Uk65csoLiggPjERPqNzqDP8FFeh9YgVQU/\nSJT3B1eRzp6zCCF3XxEXPv0lBaVOnwxdkuL4+P4z6dDOox1cWSH86SQo2OkMR8c7DQni1qXEd4D7\nlkE7u5Ojscpyc9n12GOUrl5D4mmn0fW/f0ZUkve3o5rwKlqex4H3NuIvLKfdyDQ6XTawTT6E19jn\nLCxZNMLmPYW8kZVLTJSPq8f0plsHjx+EOrQblr4EpYec18tfrTl+6l9glJ3+G1OfyoIydj6+GALu\nJks+vy/JZ9VzqbcVs4fymlByQgzDe3ZkcLck7xMFOPUT493GA+f/qe74pAhomsSYCFa+s7BGogAo\nyy3wKJqWwZJFCPPX7+HWlzIpLq9EBB6+eCg3j4ucjoU48QbIfgN2LneGh1wC/c/yNiZjIlxsr/ZI\njA8tP3wrfFz/4Lf/GocliwAHS8rJ2ryf47q0Jz3FueXvV++upLjcqdBWhd99tJZrxvb25tbZYOI7\nwO3zYNsSiG0H3YZ7HZExEc/XLobU64ZwYPYm/AVltBvdhfanRt5dZpHEkoUra8s+bnp+CQWlFfgE\n/vvCIXy2Zjdrvqt5alpYVkFphT9ykgWAzwe9rY0lY45E/PEpdDvebgRpLEsWrqfmrKm+48mvznBp\nkKe1J53QjQ4J3t3qaYwxXrBk4dp7qOZTxMESxenHpfL/rors+8bN0fMXFbH/9dcp37qVpHPPtect\njAnQ9m4qrsdlJ9ZsY+fU/im0jzucS2OjfTwyeVhkXX4yTSr3nnvY/fgT7H/1Nbbeciv577/vdUjG\nRAw7s3DdeWZ/UtvH8vmaPAZ1TeK2M/qx/UAxL3y9mYpKP9ef2ofjukRGOzym6ZVt2ULRgpoNGh74\n1+t0uOgijyIyJrJYsnCJCFdmpHNlxuGHcgZ1TeI3l9ndRa1d0dJv+O43v6lT7ktM9CAaYyKTJQvT\npvmLisi96y78tfqykHbt6HzHNI+iMibyWLIwbVpJTk6dRBF3/CB6P/880ampHkVlTOSxCm7TpsUO\nGIDExtYoaz/+TEsUxtQS1mQhIpNEZI2IrBeRh4KMHy8iS0WkQkS+V2tcpYgsc/9mhTNO03ZFp6TQ\n/bFHierYEURof+aZpNrlJ2PqCNtlKBGJAp4FzgO2AUtEZJaqrgyYbCtwE/BfQd6iWFXtoQYTdh0m\nTyb5ggvwl5YS1d7ueDMmmHDWWYwF1qvqRgARmQlMAaqThapudsd52LG1MSAxMUTF2JP5xtQnnJeh\negK5AcPb3LLGiheRTBFZKCJTg00gItPcaTLz8vKOJVZjjDENiOQK7j5uhxzXAn8QkQG1J1DVGaqa\noaoZaWlpzR+hMca0EeFMFtuBwG6nerlljaKq293/G4F5wOimDM4YY0zjhTNZLAEGikg/EYkFrgYa\ndVeTiHQSkTj3dWdgHAF1HcYYY5pX2JKFqlYA9wJzgFXA66qaIyLTRWQygIiMEZFtwBXAX0Ukx519\nCJApIsuBz4DHa91FZYwxphmJqoaeqgXIyMjQzMxMr8MwxpgWRUSy3PrhBkVyBbcxxpgI0WrOLEQk\nD9jSxG/bGdjTxO8ZDhZn07I4m1ZLiLMlxAjhibOPqoa8nbTVJItwEJHMxpyeec3ibFoWZ9NqCXG2\nhBjB2zjtMpQxxpiQLFkYY4wJyZJFw2Z4HUAjWZxNy+JsWi0hzpYQI3gYp9VZGGOMCcnOLIwxxoRk\nycJjItJRRO5uwvf776Z6L2OMqWLJwnsdgaDJQkSOpr+RoMlCHLa+2wAR2ey2qdYcy+orIiuaY1nH\nKpzfi4iMEpELw/HekaLV7zzCvIHEicgnbtevV9Uad52ILHbH/VVE+ojIOhHpLCI+EflSRCYCjwMD\n3OmeEpEJ7rhZwEp3I1wgIlkikiMi9fb5KSKPAwnue73i/pDXiMjLwAogXUQmuu+3VETeEJH27rwn\nicjn7nLmiEh3t/w+EVkpIt+KyCIReeYovqdHRCRYb4hNItjZVEPrPdw7OBGZKiJDA4ani8i54Vqe\niQijgFadLFDViP0DBPAd43tsBjqHKb5TgE+ClA8B3gVi3OE/AzcAtwFvAD8B/uqO6wusCJh3AlAI\n9HOHbwL+z32dgLPTT20gpkMBr/sCfuAUd7gz8AWQ6A4/CDwMxADzgTS3/Crgeff1DiDOfX038MxR\nfE+PAP/VBN93dKjP3Jj1Xvs7D8N28SLwvWN8j0TgfWC5u86vwtkZrQaygD8C77nTpgIfATnA33Ba\nMgjLNt/Qdwn0B75xt++3gA+BdcCTgesK+LX7uRYCXY9h2WOAb4F49/vKAUa4v7fVwMfA7Kp14W4T\nTwLZwGLguIDPMNd9r0+B3iHKr3DXyXL39xSL00V0HrAMuKqJ1/2NwBsB4ycErPtJwFJ32k/Duq6b\nY4M6io1vDfCyu/JfADLd178KmG4z8Cv3i8oGBof64QAPuF/+CuBHActbjfMDXwu8ApwLfO1u6GPr\nibMLsB7IdzeQAcA57o9lO1DkrsBlQDnwVcBK3eJuyFnuRrs2YCPchPODCtwIC4Fi9zPn4+7864mr\ndrLYFDB8MU5TAcvcv5XA34FhwEH3vYuAEiDHnScbKAA2uOviGbf8EmCR+3k/oYEfPU6y+AewwP1O\nb3fLBXjKXR/ZwL/cdf8VTkvFO93vYra7DTziTlv1fWTi7DQr3fl3Blvv9Wxjq911vQr4N9DOHVe1\nDrOB5zmcKOsrf9z9Hr8FfgucBuxz12PVdvEiNXdYwbbbNHebqIo/D3g5IOYOOD1PVh1EvMbhHcYf\ngYfd1xcBWt9nD9PvdQVwvPv9jMQ5wNnoxhzvrot0d3oFLnFfPwn84hiX/5j7vT8L/Az4nru9+IBu\nwP5a3/3P3dc3BHx/7wI3uq9vAd4JUZ4N9HRfd3T/38RRHEjV85kuxz1ADFj3Wzl8kPcX4Dp3mwnc\nJlLCuq6bY4M6io0v8Gg4xf0fhdMJ0oiAFf8D9/XdwN/c10F/OMBJ7kpOBNq7P8rR7vIqgOHuBpaF\nszMQnD7D32kg1gkBG1y8u+IGAT9wl/WjgFh/CrRzl1sEnOaOm4q7g3fn+R7wXsBG+DjO0X3Vzmwe\nMKGBmGoni8CzlkuA14LMMxxnR171XVedwfR0N9KpwB/cuJ91p+nE4VuvbwN+10BMj+AkyQR3XeQC\nPdwfxcfuuj0fKHNj/r67rJ/gJO0CoDvwY+BRd91EAfcAv8NJKI3eYbrLUGCcO/w88F+B69Atfxn4\nUQPlqTjJrep7qFpnLxJwZkHdZBFsu30G+Jn7epIb31bgCeAMnMscnwe852QOb3vLgP4B4/bV99nD\n9Hv9Dif5DnXLbqLmzu4D4HT3dWnA93VV1ec/huXHutvWIneb+ANwc8D4t2p99/3d1zHAXvf1Hg5f\nBYgB9oQofw5nu70d9yyfpk0Wg9xYnwDOcMtm4PQJFO1uF0k4v+dXmmM9q2rE1llsUdWF7usrRWQp\nzlHLCcDQgOnecv9n4Wy0AOOBfwKo6vs4RxYApwNvq2qhqh5y5z3DHbdJVbNV1Y+zM/9UnTWUHfC+\noRzvvs9anFPWTsB57jgfztHyEziXoaKBD0RkGc7OL86d7mvgIZweBqPcsgSgVFWLRGQwzqWvhpSL\nSEw94xYC40TkOAARSRSRQTg7vDTgSbcPkYVAH5yjryWq+g7Ojrsc50cDTs+Hc0Qk2x13Qoi4/qOq\nxaq6B6ePkrE46+Q1Va3EuXS3CucyQgbwJc4OsxznEtkYnA61bsQ5o1sN3Bew3PrWe31yVfVr9/U/\n3VgC1yHAS+771leej3MW9ncRuQwnwTVGsO32dGCmG/+Hbvxn42yDj+Ekh0iVj7MDOz2grDTgdSXO\nNg9Q7v62apcfrVScg78knKQeitbzutFU9U7gFzi/0ywRST2a92ng/dcCJ+KuexF5GGfbuBJnm8hU\n1YKmXGZjRGqyKAQQkX44R3znqOoInOt4gRtE1QZ5rBtd4IbtDxj2H837qtNR0ws4O+Zvga44R9Rj\ncI589uIklKdVdTjwhlvhWoBzWSiBwxthNuATkVU4ZxkLay+vlhnAtyLySpC48nCOgF5z41qAcxmk\nzH3vK3CO2qNxzmbWAqe7CeEb4HOco3+AP+EcSQ0H7iD0D7X2D/NIfqgVbvxfANtwjlQLgTcbsdxw\nxIMbTwVO0vs3ziW+Dxs5a2O2WwGKVfWfOJfqxgH9RaSvOz7whoovcPqqR0QuwDlQaU5lwKXADSJy\nbTMv+6/AL3EuKT6Bc8B1uXsTSVecs/9AVwX8X+C+no9z1A7OWe2XDZWLyABVXaSqD+NcLkzH+e0m\nNcUHEpEeQFHAuj8R57d3Is7ZzEx30oXAeHc/iYikNMXy6xOpyaJKMs5OId9d8Rc0Yp76fjhfAlNF\npJ2IJOJs3F8Gf4ujsgboW3XUjrMB/Y+b5HYC81X1FFU9gHM9+zVVfUFEBHhCVYcBz6nqX1R1EIc3\nwv3APFUdoqpTVXWCqs6rLwhVfdCd9vuqutl938Dxc1V1jKqOcP+qurrNA75w470c58wiFufIeQLO\nJbvAnVAHDvepfmMjvp8pIhLvJsAJOGcJXwJXiUgUzhndYJxLCktwjlIF50zmRGCxiPTBSaQv4FzX\nn+K+d1Wd0JHsMHuLyKnu62vd+Wuvw+txfqRBy907yTqo6mzgfpzr9XB0O46vcY4cce+S6wh85J59\n/g/wc5zLVh+KSJa7jHx33l/h7DRygMtwjvKblaoW4iTM+3F+t2EnIjfgnKm8inOwMwbnQGwbTj3S\nP3HqhvIDZuvkHij90I0VnMvGN7vl17vjGip/SkSy3QO8+Tjb7GfA0GB3Rh6F4Tjbe9W6f8w9+34P\nZx/4HlQf/E0D3nKvCPzrGJfbsOa63tXYP+peZ38R5wj3U5zT95v08PXHqorrDJwdKtSs4P4/GlfB\nXXt53ws2LkisE3CvG7vD9VWCVsfqDvfDOQpdjrNRV11rf8uddwXwNM7OMgVn53nMd1mE+N7jcI7Y\nVwHv4NaNADe73/9inLOWqgruKTiVmFk4Rz/zGnjvR3Cu84eq4H7DXdaX7v/tOPURVdfyb3TXZynO\nznKGG+cT7vRVFdw11ns929hqnJ3JKpwzlCOu4MapR1mMU7mdzeHK0Ko+478heAV3sO22C842vsKN\nf2fVsgPibh/wvf0ZuN/r32sk/gV8T6k4N2Z08zqm1vBnbUO1UCKyiMN1HVWuV9VsL+JpCiLSXlUP\niUg7nDPEaaq61Ou4moOIxAGVqlrhnvH8RVVH1ZrmfpyEGYuTiG5X1cbWk7QZIjIP58wsFue23Rc9\nDaiVsGRhIoaIvIpzA0M88JKq/sbjkJqNiAwEXse5NFwG3K2qS7yNypjDLFk0gojczOHrlVW+VtV7\nvIgnUkXa9+TWj3waZNQ5qrq3ueMxpiWzZGGMMSakSL8byhhjTASwZGGMMSYkSxbGGGNCsmRh2oyG\nmi0/ive6030oDBG5yX3qtsmXE/CeP3JvKTbGE5YsjDlCIhKtqs+p6stu0U04DSOG049wGqI0xhPH\n2oiXMRFJRN7BaS4lHqcNrhm1xv8Sp5nnPJwWZbNU9bciMgqnVdF2OE//3qKq+90HvZbhNn4oIkk4\nT5dvxnkS+xURKQaqmhD5gYhcgtNcyRWqulpEHsF5er8/0BunuYlTcJpw2I7TdHd5kM9yH04y+kxE\n9uA09z5CVX/kjr8d5/mUp3FaBsjCaSIlB7hBnUYoTwJ+j9Po3h6clhB2Hs13a9omO7MwrdUtqnoS\nzo78vsCWQUVkDE77VyNxdtQZAfO9DDyoThtZ2Tht81SJVdUMVf1dVYGq/hunX43vq+ooVS12R+1R\n1RNx+h4I7CVwAE7LoZNxmhv5TJ3GGItxmlavQ1X/iNOw41mqehbOw3uXBLQufDNOEyTgtJD7Z1Ud\ngtNHyd3udH/CaXLkJHfaXzfw3RlTh51ZmNbqPhG51H2dDgwMGDcOp8n0EqBERN4FEJEOOH1SfO5O\n9xJOe1VVjqShtsBmyC8LKP9AVcvdlnyjONxSbaObw3ebRJkLXOy2Rhyjqtlui7S1m16/z13GMOBj\np91KonDanjKm0SxZmFZHRCbg9HZ4qnsJZh5H35R5oMIjmLa+ZshLAVTVLyKBfTscaXP4fwP+G6dB\nxBcCyoM1vS44PR+eijFHyS5DmdaoA7Bf6+8w6mucyzjxbjPjFwOoaj6wX0SqOsWqaqI8lCbry6Cx\ny1DVRThnTNfidLFapb6m19OqykUkRkRCdVZlTA2WLExr9CEQXV+HUW4DfbNwmhb/AOcSUFWfBzfi\n9FfwLU5XptMbsbwXgefcvgwSmuQT1DUDpy+LzwLKXsdpeyuwV8A1wD3uZ++E03ptGU53vU+4/R4s\nw+kr3JhGs7ahTJvUGppDF5H3gP+nqp+6w31x+lcZ1tB8xhwNO7MwbdUMtyeypcCbLSlRiEhHEVmL\n0+1qsFZ1jWlydmZhTAQRkbdxnsUI9KCqzvEiHmOqWLIwxhgTkl2GMsYYE5IlC2OMMSFZsjDGGBOS\nJQtjjDEh/X8QuGrsLqhMtwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trial_df = pd.DataFrame(trial_results)\n",
    "sns.stripplot(data = trial_df, x='algorithm_type', y='loss', jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parent_entity :  Entity: sexes\n",
      "  Variables:\n",
      "    Sex (dtype: index)\n",
      "  Shape:\n",
      "    (2, 1)\n",
      "_variable_type :  <class 'featuretools.variable_types.variable.Numeric'>\n",
      "entity_id :  titanic\n",
      "entityset :  Entityset: titanic\n",
      "  Entities:\n",
      "    titanic (shape = [891, 8])\n",
      "    classes (shape = [3, 1])\n",
      "    sexes (shape = [2, 1])\n",
      "    embarkeds (shape = [4, 1])\n",
      "  Relationships:\n",
      "    titanic.Pclass -> classes.Pclass\n",
      "    titanic.Sex -> sexes.Sex\n",
      "    titanic.Embarked -> embarkeds.Embarked\n",
      "base_features :  [<Feature: STD(titanic.Age)>]\n",
      "additional_attributes :  {}\n"
     ]
    }
   ],
   "source": [
    "for property, value in vars(features[40]).items():\n",
    "    print(property, \": \", value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Feature: sexes.STD(titanic.Age)>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features[40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">PassengerId</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Survived</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Pclass</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">SibSp</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Parch</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Fare</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>nanmean</th>\n",
       "      <th>nanstd</th>\n",
       "      <th>nanmin</th>\n",
       "      <th>nanmax</th>\n",
       "      <th>nanmean</th>\n",
       "      <th>nanstd</th>\n",
       "      <th>nanmin</th>\n",
       "      <th>nanmax</th>\n",
       "      <th>nanmean</th>\n",
       "      <th>nanstd</th>\n",
       "      <th>...</th>\n",
       "      <th>nanmin</th>\n",
       "      <th>nanmax</th>\n",
       "      <th>nanmean</th>\n",
       "      <th>nanstd</th>\n",
       "      <th>nanmin</th>\n",
       "      <th>nanmax</th>\n",
       "      <th>nanmean</th>\n",
       "      <th>nanstd</th>\n",
       "      <th>nanmin</th>\n",
       "      <th>nanmax</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>431.028662</td>\n",
       "      <td>256.437007</td>\n",
       "      <td>2</td>\n",
       "      <td>889</td>\n",
       "      <td>0.742038</td>\n",
       "      <td>0.437513</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.159236</td>\n",
       "      <td>0.855924</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.649682</td>\n",
       "      <td>1.021216</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>44.479818</td>\n",
       "      <td>57.905271</td>\n",
       "      <td>6.75</td>\n",
       "      <td>512.3292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>454.147314</td>\n",
       "      <td>257.262918</td>\n",
       "      <td>1</td>\n",
       "      <td>891</td>\n",
       "      <td>0.188908</td>\n",
       "      <td>0.391436</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.389948</td>\n",
       "      <td>0.812875</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.235702</td>\n",
       "      <td>0.611763</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>25.523893</td>\n",
       "      <td>43.100865</td>\n",
       "      <td>0.00</td>\n",
       "      <td>512.3292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       PassengerId                            Survived                   \\\n",
       "           nanmean      nanstd nanmin nanmax   nanmean    nanstd nanmin   \n",
       "Sex                                                                       \n",
       "female  431.028662  256.437007      2    889  0.742038  0.437513      0   \n",
       "male    454.147314  257.262918      1    891  0.188908  0.391436      0   \n",
       "\n",
       "                 Pclass              ...     SibSp            Parch            \\\n",
       "       nanmax   nanmean    nanstd    ...    nanmin nanmax   nanmean    nanstd   \n",
       "Sex                                  ...                                        \n",
       "female      1  2.159236  0.855924    ...         0      8  0.649682  1.021216   \n",
       "male        1  2.389948  0.812875    ...         0      8  0.235702  0.611763   \n",
       "\n",
       "                           Fare                              \n",
       "       nanmin nanmax    nanmean     nanstd nanmin    nanmax  \n",
       "Sex                                                          \n",
       "female      0      6  44.479818  57.905271   6.75  512.3292  \n",
       "male        0      5  25.523893  43.100865   0.00  512.3292  \n",
       "\n",
       "[2 rows x 28 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.groupby(\"Sex\").agg([np.nanmean, np.nanstd, np.nanmin, np.nanmax])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df = pd.read_csv(\"data/test.csv\")\n",
    "test_df[\"Pclass\"] = test_df[\"Pclass\"].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:4: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  after removing the cwd from sys.path.\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/ipykernel_launcher.py:5: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "test_df['CabinClass'] = test_df[\"Cabin\"].str.get(0)\n",
    "test_df['LastName'] = test_df['Name'].str.split(\", \").apply(lambda x: x[0])\n",
    "test_df['Honorific'] = test_df['Name'].str.extract(\" ([a-zA-z]+)\")\n",
    "test_df['TicketPrefix'] = test_df['Ticket'].str.extract(\"(.+) \")\n",
    "test_df['TicketNumber'] = test_df['Ticket'].str.extract(\"([0-9]+)$\").astype(float)\n",
    "test_df = test_df.drop(columns=[\"Name\", \"Cabin\", \"Ticket\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "ft.save_features(features, \"results/encoded_features.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "es = ft.EntitySet(id=\"titanic\")\n",
    "es.entity_from_dataframe(entity_id=\"titanic\",\n",
    "                         dataframe=test_df,\n",
    "                         index=\"PassengerId\",\n",
    "                         variable_types={\n",
    "                             \"Pclass\": ft.variable_types.Categorical,\n",
    "                             \"Sex\": ft.variable_types.Categorical,\n",
    "                             \"Embarked\": ft.variable_types.Categorical})\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"classes\",\n",
    "                index=\"Pclass\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"sexes\",\n",
    "                index=\"Sex\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"embarkeds\",\n",
    "                index=\"Embarked\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"cabinclasses\",\n",
    "                index=\"CabinClass\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"honorfics\",\n",
    "                index=\"Honorific\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"lastnames\",\n",
    "                index=\"LastName\")\n",
    "es.normalize_entity(base_entity_id=\"titanic\",\n",
    "                new_entity_id=\"ticketprefixes\",\n",
    "                index=\"TicketPrefix\")\n",
    "\n",
    "test_features = ft.load_features(\"results/encoded_features.pkl\", es)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_matrix = ft.calculate_feature_matrix(test_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_matrix = imputer.transform(test_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "submission_df = pd.DataFrame({'PassengerId': test_df['PassengerId'],\n",
    "              'Survived': estim.predict(test_matrix)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "submission_df.to_csv(\"results/ft_hpsklearn_submission_fe.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['random_forest', 'extra_trees', 'ada_boost', 'grad_boosting',\n",
       "       'sgd', 'knn', 'xgboost', 'svc'], dtype=object)"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_df['algorithm_type'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FeaturetoolsTransformer(BaseEstimator, TransformerMixin):\n",
    "    \n",
    "    def __init__(self, categorical_features, index, filepath, warm_start):\n",
    "        self.categorical_features = categorical_features\n",
    "        self.index = index\n",
    "        self.filepath = filepath\n",
    "        self.warm_start = warm_start\n",
    "        \n",
    "    def fit(self, X, y=None):\n",
    "        return self\n",
    "\n",
    "    def transform(self, X, y=None):\n",
    "        variable_types = {variable: ft.variable_types.Categorical for variable in self.categorical_features}\n",
    "        es = ft.EntitySet(id=\"id\")\n",
    "        es.entity_from_dataframe(entity_id=\"id\",\n",
    "                                 dataframe=X,\n",
    "                                 index=self.index,\n",
    "                                 variable_types=variable_types)\n",
    "        for variable in self.categorical_features:\n",
    "            es.normalize_entity(base_entity_id=\"id\",\n",
    "                            new_entity_id=variable,\n",
    "                            index=variable)\n",
    "        self.es = es\n",
    "        if self.warm_start:\n",
    "            self.features = ft.load_features(self.filepath, self.es)\n",
    "            matrix = ft.calculate_feature_matrix(self.features)\n",
    "            return matrix\n",
    "        else:\n",
    "            matrix, self.features = ft.dfs(entityset=self.es,\n",
    "                                      target_entity=\"id\",\n",
    "                                      save_progress=\"results/\",\n",
    "                                      verbose=False)\n",
    "            \n",
    "            matrix, self.features = ft.encode_features(matrix, self.features)\n",
    "            self.warm_start = True\n",
    "            ft.save_features(self.features, self.filepath)\n",
    "            return matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/svm/base.py:218: ConvergenceWarning: Solver terminated early (max_iter=20839656).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.16273849607182944\n",
      "{'learner': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
      "            max_depth=None, max_features=0.08791673396919308,\n",
      "            max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "            min_impurity_split=None, min_samples_leaf=1,\n",
      "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "            n_estimators=69, n_jobs=1, oob_score=False, random_state=2,\n",
      "            verbose=False, warm_start=False), 'preprocs': (StandardScaler(copy=True, with_mean=False, with_std=False),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1571268237934904\n",
      "{'learner': GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
      "              learning_rate=0.005168273904849856, loss='deviance',\n",
      "              max_depth=None, max_features=0.11598886784560192,\n",
      "              max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "              min_impurity_split=None, min_samples_leaf=1,\n",
      "              min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "              n_estimators=156, presort='auto', random_state=4,\n",
      "              subsample=0.6081704543206994, verbose=0, warm_start=False), 'preprocs': (MinMaxScaler(copy=True, feature_range=(-1.0, 1.0)),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/svm/base.py:218: ConvergenceWarning: Solver terminated early (max_iter=20839656).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.16273849607182944\n",
      "{'learner': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
      "            max_depth=None, max_features=0.08791673396919308,\n",
      "            max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "            min_impurity_split=None, min_samples_leaf=1,\n",
      "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "            n_estimators=69, n_jobs=1, oob_score=False, random_state=2,\n",
      "            verbose=False, warm_start=False), 'preprocs': (StandardScaler(copy=True, with_mean=False, with_std=False),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/svm/base.py:218: ConvergenceWarning: Solver terminated early (max_iter=20839656).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
      "  % self.max_iter, ConvergenceWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.16273849607182944\n",
      "{'learner': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
      "            max_depth=None, max_features=0.08791673396919308,\n",
      "            max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "            min_impurity_split=None, min_samples_leaf=1,\n",
      "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "            n_estimators=69, n_jobs=1, oob_score=False, random_state=2,\n",
      "            verbose=False, warm_start=False), 'preprocs': (StandardScaler(copy=True, with_mean=False, with_std=False),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1571268237934904\n",
      "{'learner': GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
      "              learning_rate=0.005168273904849856, loss='deviance',\n",
      "              max_depth=None, max_features=0.11598886784560192,\n",
      "              max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "              min_impurity_split=None, min_samples_leaf=1,\n",
      "              min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "              n_estimators=156, presort='auto', random_state=4,\n",
      "              subsample=0.6081704543206994, verbose=0, warm_start=False), 'preprocs': (MinMaxScaler(copy=True, feature_range=(-1.0, 1.0)),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1571268237934904\n",
      "{'learner': GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
      "              learning_rate=0.005168273904849856, loss='deviance',\n",
      "              max_depth=None, max_features=0.11598886784560192,\n",
      "              max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
      "              min_impurity_split=None, min_samples_leaf=1,\n",
      "              min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
      "              n_estimators=156, presort='auto', random_state=4,\n",
      "              subsample=0.6081704543206994, verbose=0, warm_start=False), 'preprocs': (MinMaxScaler(copy=True, feature_range=(-1.0, 1.0)),), 'ex_preprocs': ()}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:117: DeprecationWarning: n_iter parameter is deprecated in 0.19 and will be removed in 0.21. Use max_iter and tol instead.\n",
      "  DeprecationWarning)\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n",
      "/home/deadhead/miniconda3/envs/automl-talk/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    }
   ],
   "source": [
    "from hpsklearn import *\n",
    "\n",
    "model_list = (sgd,\n",
    "              knn,\n",
    "              random_forest,\n",
    "              xgboost_classification,\n",
    "              extra_trees,\n",
    "              ada_boost,\n",
    "              gradient_boosting)\n",
    "\n",
    "for model in model_list:\n",
    "    name = f\"100_{model.__name__}_titanic_dfs_ensemble_pipeline\"\n",
    "\n",
    "    estim = HyperoptEstimator(classifier=any_classifier(model.__name__),\n",
    "                              max_evals=100,\n",
    "                              trial_timeout=3600,\n",
    "                              fit_increment_dump_filename=f\"results/models/{name}.pickle\",\n",
    "                              verbose=0,\n",
    "                              seed=42\n",
    "                              )\n",
    "\n",
    "    estim.fit(imputed_matrix,\n",
    "              train_target,\n",
    "              n_folds=5,    \n",
    "              random_state=41,\n",
    "              )\n",
    "\n",
    "    train_loss = estim.trials.best_trial[\"result\"][\"loss\"]\n",
    "\n",
    "    print(train_loss)\n",
    "    print(estim.best_model())\n",
    "\n",
    "    with open(f\"results/models/{train_loss:.3}_{name}_estimator.pickle\", \"wb+\") as estimator:\n",
    "        pickle.dump(estim, estimator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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