P4_04_notebook_modelisation_energy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e0bfde30",
   "metadata": {},
   "source": [
    "<h2 style=\"color:darkred;font-size:30px\">Projet 3 : Anticipez les besoins en consommation électrique de bâtiments</h2>\n",
    "\n",
    "<img src=\"images\\seattle.png\" alt=\"Drawing\" style=\"width: 250px;\"/>\n",
    "\n",
    "<h2 style=\"color:darkred;font-size:30px\">Notebook 3 : Modélisation (SiteEnergyUse(kBtu))</h2>\n",
    "\n",
    "---\n",
    "---\n",
    "---\n",
    "\n",
    "<h2 style=\"color:darkred;font-size:20px\">Dataset resource</h2>\n",
    "\n",
    "Nous avons à notre disposition le jeu de données sur le lien :\n",
    "\n",
    "https://www.kaggle.com/city-of-seattle/sea-building-energy-benchmarking#2015-building-energy-benchmarking.csv\n",
    "\n",
    "1. Réaliser une courte analyse exploratoire.\n",
    "2. Tester différents modèles de prédiction afin de répondre au mieux à la problématique.\n",
    "\n",
    "<h2 style=\"color:darkred;font-size:20px\">L'objectif</h2>\n",
    "\n",
    "    - Nous voulons tenter de prédire les émissions de CO2 et la consommation totale d’énergie.\n",
    "    - évaluer l’intérêt de l’ENERGY STAR Score pour la prédiction d’émissions.\n",
    "    - Votre prédiction se basera sur les données déclaratives du permis d'exploitation commerciale (taille et usage des bâtiments, mention de travaux récents, date de construction)\n",
    "\n",
    "<h2 style=\"color:darkred;font-size:20px\">Sommaire</h2>\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92859b3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# les libraries nécessaires :\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80fb2ed6",
   "metadata": {},
   "source": [
    "- la régression linéaire ;\n",
    "- K-nn ;\n",
    "- les Support Vector Machine (SVM) ;\n",
    "- les réseaux de neurones ;\n",
    "- les random forests."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "187cbd90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# quelques arrangement sur jupyter\n",
    "\n",
    "# pour voir toutes les colonnes\n",
    "pd.set_option('display.max_columns', 100)\n",
    "pd.set_option('display.max_row', 100)\n",
    "\n",
    "# style de titres\n",
    "font = {\n",
    "    'family': 'Arial',\n",
    "    'color': 'darkred',\n",
    "    'weight': 'bold',\n",
    "    'size': 20,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0a2ecc57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Le jeu des données data compte 27 colonnes et 1681 lignes.\n"
     ]
    }
   ],
   "source": [
    "# Commençons par charger les données :\n",
    "data = pd.read_csv('data/building-energy-benchmarking_transformed.csv')\n",
    "print('Le jeu des données data compte {} colonnes et {} lignes.'.format(\n",
    "    data.shape[1], data.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "707f7958",
   "metadata": {},
   "outputs": [],
   "source": [
    "#data = data[data['NumberofBuildings'] < 11].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bed2c08a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = data[data['BuildingType'] != 'Campus']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "93414009",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OSEBuildingID</th>\n",
       "      <th>PropertyName</th>\n",
       "      <th>PrimaryPropertyType</th>\n",
       "      <th>NumberofBuildings</th>\n",
       "      <th>PropertyGFATotal</th>\n",
       "      <th>PropertyGFABuilding(s)</th>\n",
       "      <th>LargestPropertyUseTypeGFA</th>\n",
       "      <th>SecondLargestPropertyUseTypeGFA</th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>HospitalGeneralMedicalSurgical</th>\n",
       "      <th>MedicalOffice</th>\n",
       "      <th>Other</th>\n",
       "      <th>SupermarketGroceryStore</th>\n",
       "      <th>Office</th>\n",
       "      <th>NonRefrigeratedWarehouse</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>RetailStore</th>\n",
       "      <th>DistributionCenter</th>\n",
       "      <th>OtherEducation</th>\n",
       "      <th>SteamUse_check</th>\n",
       "      <th>NaturalGas_check</th>\n",
       "      <th>LP_Ratio</th>\n",
       "      <th>SLP_Ratio</th>\n",
       "      <th>TLP_Ratio</th>\n",
       "      <th>SiteEnergyUse(kBtu)</th>\n",
       "      <th>TotalGHGEmissions</th>\n",
       "      <th>ENERGYSTARScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Mayflower park hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>88434</td>\n",
       "      <td>88434</td>\n",
       "      <td>88434</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7226362</td>\n",
       "      <td>250</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Paramount Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>103566</td>\n",
       "      <td>88502</td>\n",
       "      <td>83880</td>\n",
       "      <td>15064</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>8387933</td>\n",
       "      <td>296</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>5673-The Westin Seattle</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>956110</td>\n",
       "      <td>759392</td>\n",
       "      <td>756493</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72587024</td>\n",
       "      <td>2089</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>HOTEL MAX</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>61320</td>\n",
       "      <td>61320</td>\n",
       "      <td>61320</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6794584</td>\n",
       "      <td>286</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>WARWICK SEATTLE HOTEL (ID8)</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>175580</td>\n",
       "      <td>113580</td>\n",
       "      <td>123445</td>\n",
       "      <td>68009</td>\n",
       "      <td>98121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>14172606</td>\n",
       "      <td>505</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>50221</td>\n",
       "      <td>High Point Community Center</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>18261</td>\n",
       "      <td>18261</td>\n",
       "      <td>18261</td>\n",
       "      <td>0</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>932082</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>50223</td>\n",
       "      <td>International district/Chinatown CC</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>16000</td>\n",
       "      <td>16000</td>\n",
       "      <td>16000</td>\n",
       "      <td>0</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>950276</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>50224</td>\n",
       "      <td>Queen Anne Pool</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>13157</td>\n",
       "      <td>13157</td>\n",
       "      <td>7583</td>\n",
       "      <td>5574</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>5765898</td>\n",
       "      <td>224</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>50225</td>\n",
       "      <td>South Park Community Center</td>\n",
       "      <td>Mixed Use Property</td>\n",
       "      <td>1</td>\n",
       "      <td>14101</td>\n",
       "      <td>14101</td>\n",
       "      <td>6601</td>\n",
       "      <td>6501</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>719471</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>50226</td>\n",
       "      <td>Van Asselt Community Center</td>\n",
       "      <td>Mixed Use Property</td>\n",
       "      <td>1</td>\n",
       "      <td>18258</td>\n",
       "      <td>18258</td>\n",
       "      <td>8271</td>\n",
       "      <td>8000</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>1152896</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1681 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      OSEBuildingID                         PropertyName PrimaryPropertyType  \\\n",
       "0                 1                 Mayflower park hotel               Hotel   \n",
       "1                 2                      Paramount Hotel               Hotel   \n",
       "2                 3              5673-The Westin Seattle               Hotel   \n",
       "3                 5                            HOTEL MAX               Hotel   \n",
       "4                 8          WARWICK SEATTLE HOTEL (ID8)               Hotel   \n",
       "...             ...                                  ...                 ...   \n",
       "1676          50221          High Point Community Center               Other   \n",
       "1677          50223  International district/Chinatown CC               Other   \n",
       "1678          50224                      Queen Anne Pool               Other   \n",
       "1679          50225          South Park Community Center  Mixed Use Property   \n",
       "1680          50226          Van Asselt Community Center  Mixed Use Property   \n",
       "\n",
       "      NumberofBuildings  PropertyGFATotal  PropertyGFABuilding(s)  \\\n",
       "0                     1             88434                   88434   \n",
       "1                     1            103566                   88502   \n",
       "2                     1            956110                  759392   \n",
       "3                     1             61320                   61320   \n",
       "4                     1            175580                  113580   \n",
       "...                 ...               ...                     ...   \n",
       "1676                  1             18261                   18261   \n",
       "1677                  1             16000                   16000   \n",
       "1678                  1             13157                   13157   \n",
       "1679                  1             14101                   14101   \n",
       "1680                  1             18258                   18258   \n",
       "\n",
       "      LargestPropertyUseTypeGFA  SecondLargestPropertyUseTypeGFA  ZipCode  \\\n",
       "0                         88434                                0    98101   \n",
       "1                         83880                            15064    98101   \n",
       "2                        756493                                0    98101   \n",
       "3                         61320                                0    98101   \n",
       "4                        123445                            68009    98121   \n",
       "...                         ...                              ...      ...   \n",
       "1676                      18261                                0    98100   \n",
       "1677                      16000                                0    98100   \n",
       "1678                       7583                             5574    98100   \n",
       "1679                       6601                             6501    98100   \n",
       "1680                       8271                             8000    98100   \n",
       "\n",
       "      HospitalGeneralMedicalSurgical  MedicalOffice  Other  \\\n",
       "0                                  0              0      0   \n",
       "1                                  0              0      0   \n",
       "2                                  0              0      0   \n",
       "3                                  0              0      0   \n",
       "4                                  0              0      0   \n",
       "...                              ...            ...    ...   \n",
       "1676                               0              0      0   \n",
       "1677                               0              0      0   \n",
       "1678                               0              0      0   \n",
       "1679                               0              0      0   \n",
       "1680                               0              0      0   \n",
       "\n",
       "      SupermarketGroceryStore  Office  NonRefrigeratedWarehouse  Hotel  \\\n",
       "0                           0       0                         0      1   \n",
       "1                           0       0                         0      1   \n",
       "2                           0       0                         0      1   \n",
       "3                           0       0                         0      1   \n",
       "4                           0       0                         0      1   \n",
       "...                       ...     ...                       ...    ...   \n",
       "1676                        0       0                         0      0   \n",
       "1677                        0       0                         0      0   \n",
       "1678                        0       0                         0      0   \n",
       "1679                        0       0                         0      0   \n",
       "1680                        0       0                         0      0   \n",
       "\n",
       "      RetailStore  DistributionCenter  OtherEducation  SteamUse_check  \\\n",
       "0               0                   0               0               1   \n",
       "1               0                   0               0               0   \n",
       "2               0                   0               0               1   \n",
       "3               0                   0               0               1   \n",
       "4               0                   0               0               0   \n",
       "...           ...                 ...             ...             ...   \n",
       "1676            0                   0               0               0   \n",
       "1677            0                   0               0               0   \n",
       "1678            0                   0               0               0   \n",
       "1679            0                   0               0               0   \n",
       "1680            0                   0               0               0   \n",
       "\n",
       "      NaturalGas_check  LP_Ratio  SLP_Ratio  TLP_Ratio  SiteEnergyUse(kBtu)  \\\n",
       "0                    1       100          0          0              7226362   \n",
       "1                    1        81         15          4              8387933   \n",
       "2                    1        79          0          0             72587024   \n",
       "3                    1       100          0          0              6794584   \n",
       "4                    1        70         39          0             14172606   \n",
       "...                ...       ...        ...        ...                  ...   \n",
       "1676                 1       100          0          0               932082   \n",
       "1677                 1       100          0          0               950276   \n",
       "1678                 1        58         42          0              5765898   \n",
       "1679                 1        47         46          3               719471   \n",
       "1680                 1        45         44          6              1152896   \n",
       "\n",
       "      TotalGHGEmissions  ENERGYSTARScore  \n",
       "0                   250             60.0  \n",
       "1                   296             61.0  \n",
       "2                  2089             43.0  \n",
       "3                   286             56.0  \n",
       "4                   505             75.0  \n",
       "...                 ...              ...  \n",
       "1676                 20              NaN  \n",
       "1677                 32              NaN  \n",
       "1678                224              NaN  \n",
       "1679                 22              NaN  \n",
       "1680                 41              NaN  \n",
       "\n",
       "[1681 rows x 27 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9585bc9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1681 entries, 0 to 1680\n",
      "Data columns (total 27 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   OSEBuildingID                    1681 non-null   int64  \n",
      " 1   PropertyName                     1681 non-null   object \n",
      " 2   PrimaryPropertyType              1681 non-null   object \n",
      " 3   NumberofBuildings                1681 non-null   int64  \n",
      " 4   PropertyGFATotal                 1681 non-null   int64  \n",
      " 5   PropertyGFABuilding(s)           1681 non-null   int64  \n",
      " 6   LargestPropertyUseTypeGFA        1681 non-null   int64  \n",
      " 7   SecondLargestPropertyUseTypeGFA  1681 non-null   int64  \n",
      " 8   ZipCode                          1681 non-null   int64  \n",
      " 9   HospitalGeneralMedicalSurgical   1681 non-null   int64  \n",
      " 10  MedicalOffice                    1681 non-null   int64  \n",
      " 11  Other                            1681 non-null   int64  \n",
      " 12  SupermarketGroceryStore          1681 non-null   int64  \n",
      " 13  Office                           1681 non-null   int64  \n",
      " 14  NonRefrigeratedWarehouse         1681 non-null   int64  \n",
      " 15  Hotel                            1681 non-null   int64  \n",
      " 16  RetailStore                      1681 non-null   int64  \n",
      " 17  DistributionCenter               1681 non-null   int64  \n",
      " 18  OtherEducation                   1681 non-null   int64  \n",
      " 19  SteamUse_check                   1681 non-null   int64  \n",
      " 20  NaturalGas_check                 1681 non-null   int64  \n",
      " 21  LP_Ratio                         1681 non-null   int64  \n",
      " 22  SLP_Ratio                        1681 non-null   int64  \n",
      " 23  TLP_Ratio                        1681 non-null   int64  \n",
      " 24  SiteEnergyUse(kBtu)              1681 non-null   int64  \n",
      " 25  TotalGHGEmissions                1681 non-null   int64  \n",
      " 26  ENERGYSTARScore                  1117 non-null   float64\n",
      "dtypes: float64(1), int64(24), object(2)\n",
      "memory usage: 354.7+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "07c9fc01",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OSEBuildingID</th>\n",
       "      <th>PropertyName</th>\n",
       "      <th>PrimaryPropertyType</th>\n",
       "      <th>NumberofBuildings</th>\n",
       "      <th>PropertyGFATotal</th>\n",
       "      <th>PropertyGFABuilding(s)</th>\n",
       "      <th>LargestPropertyUseTypeGFA</th>\n",
       "      <th>SecondLargestPropertyUseTypeGFA</th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>HospitalGeneralMedicalSurgical</th>\n",
       "      <th>MedicalOffice</th>\n",
       "      <th>Other</th>\n",
       "      <th>SupermarketGroceryStore</th>\n",
       "      <th>Office</th>\n",
       "      <th>NonRefrigeratedWarehouse</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>RetailStore</th>\n",
       "      <th>DistributionCenter</th>\n",
       "      <th>OtherEducation</th>\n",
       "      <th>SteamUse_check</th>\n",
       "      <th>NaturalGas_check</th>\n",
       "      <th>LP_Ratio</th>\n",
       "      <th>SLP_Ratio</th>\n",
       "      <th>TLP_Ratio</th>\n",
       "      <th>SiteEnergyUse(kBtu)</th>\n",
       "      <th>TotalGHGEmissions</th>\n",
       "      <th>ENERGYSTARScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Mayflower park hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>88434</td>\n",
       "      <td>88434</td>\n",
       "      <td>88434</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7226362</td>\n",
       "      <td>250</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Paramount Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>103566</td>\n",
       "      <td>88502</td>\n",
       "      <td>83880</td>\n",
       "      <td>15064</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>8387933</td>\n",
       "      <td>296</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>5673-The Westin Seattle</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>956110</td>\n",
       "      <td>759392</td>\n",
       "      <td>756493</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72587024</td>\n",
       "      <td>2089</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>HOTEL MAX</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>61320</td>\n",
       "      <td>61320</td>\n",
       "      <td>61320</td>\n",
       "      <td>0</td>\n",
       "      <td>98101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6794584</td>\n",
       "      <td>286</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>WARWICK SEATTLE HOTEL (ID8)</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>1</td>\n",
       "      <td>175580</td>\n",
       "      <td>113580</td>\n",
       "      <td>123445</td>\n",
       "      <td>68009</td>\n",
       "      <td>98121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>14172606</td>\n",
       "      <td>505</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>50221</td>\n",
       "      <td>High Point Community Center</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>18261</td>\n",
       "      <td>18261</td>\n",
       "      <td>18261</td>\n",
       "      <td>0</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>932082</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>50223</td>\n",
       "      <td>International district/Chinatown CC</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>16000</td>\n",
       "      <td>16000</td>\n",
       "      <td>16000</td>\n",
       "      <td>0</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>950276</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>50224</td>\n",
       "      <td>Queen Anne Pool</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>13157</td>\n",
       "      <td>13157</td>\n",
       "      <td>7583</td>\n",
       "      <td>5574</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>5765898</td>\n",
       "      <td>224</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>50225</td>\n",
       "      <td>South Park Community Center</td>\n",
       "      <td>Mixed Use Property</td>\n",
       "      <td>1</td>\n",
       "      <td>14101</td>\n",
       "      <td>14101</td>\n",
       "      <td>6601</td>\n",
       "      <td>6501</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>719471</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>50226</td>\n",
       "      <td>Van Asselt Community Center</td>\n",
       "      <td>Mixed Use Property</td>\n",
       "      <td>1</td>\n",
       "      <td>18258</td>\n",
       "      <td>18258</td>\n",
       "      <td>8271</td>\n",
       "      <td>8000</td>\n",
       "      <td>98100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>1152896</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1681 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      OSEBuildingID                         PropertyName PrimaryPropertyType  \\\n",
       "0                 1                 Mayflower park hotel               Hotel   \n",
       "1                 2                      Paramount Hotel               Hotel   \n",
       "2                 3              5673-The Westin Seattle               Hotel   \n",
       "3                 5                            HOTEL MAX               Hotel   \n",
       "4                 8          WARWICK SEATTLE HOTEL (ID8)               Hotel   \n",
       "...             ...                                  ...                 ...   \n",
       "1676          50221          High Point Community Center               Other   \n",
       "1677          50223  International district/Chinatown CC               Other   \n",
       "1678          50224                      Queen Anne Pool               Other   \n",
       "1679          50225          South Park Community Center  Mixed Use Property   \n",
       "1680          50226          Van Asselt Community Center  Mixed Use Property   \n",
       "\n",
       "      NumberofBuildings  PropertyGFATotal  PropertyGFABuilding(s)  \\\n",
       "0                     1             88434                   88434   \n",
       "1                     1            103566                   88502   \n",
       "2                     1            956110                  759392   \n",
       "3                     1             61320                   61320   \n",
       "4                     1            175580                  113580   \n",
       "...                 ...               ...                     ...   \n",
       "1676                  1             18261                   18261   \n",
       "1677                  1             16000                   16000   \n",
       "1678                  1             13157                   13157   \n",
       "1679                  1             14101                   14101   \n",
       "1680                  1             18258                   18258   \n",
       "\n",
       "      LargestPropertyUseTypeGFA  SecondLargestPropertyUseTypeGFA  ZipCode  \\\n",
       "0                         88434                                0    98101   \n",
       "1                         83880                            15064    98101   \n",
       "2                        756493                                0    98101   \n",
       "3                         61320                                0    98101   \n",
       "4                        123445                            68009    98121   \n",
       "...                         ...                              ...      ...   \n",
       "1676                      18261                                0    98100   \n",
       "1677                      16000                                0    98100   \n",
       "1678                       7583                             5574    98100   \n",
       "1679                       6601                             6501    98100   \n",
       "1680                       8271                             8000    98100   \n",
       "\n",
       "      HospitalGeneralMedicalSurgical  MedicalOffice  Other  \\\n",
       "0                                  0              0      0   \n",
       "1                                  0              0      0   \n",
       "2                                  0              0      0   \n",
       "3                                  0              0      0   \n",
       "4                                  0              0      0   \n",
       "...                              ...            ...    ...   \n",
       "1676                               0              0      0   \n",
       "1677                               0              0      0   \n",
       "1678                               0              0      0   \n",
       "1679                               0              0      0   \n",
       "1680                               0              0      0   \n",
       "\n",
       "      SupermarketGroceryStore  Office  NonRefrigeratedWarehouse  Hotel  \\\n",
       "0                           0       0                         0      1   \n",
       "1                           0       0                         0      1   \n",
       "2                           0       0                         0      1   \n",
       "3                           0       0                         0      1   \n",
       "4                           0       0                         0      1   \n",
       "...                       ...     ...                       ...    ...   \n",
       "1676                        0       0                         0      0   \n",
       "1677                        0       0                         0      0   \n",
       "1678                        0       0                         0      0   \n",
       "1679                        0       0                         0      0   \n",
       "1680                        0       0                         0      0   \n",
       "\n",
       "      RetailStore  DistributionCenter  OtherEducation  SteamUse_check  \\\n",
       "0               0                   0               0               1   \n",
       "1               0                   0               0               0   \n",
       "2               0                   0               0               1   \n",
       "3               0                   0               0               1   \n",
       "4               0                   0               0               0   \n",
       "...           ...                 ...             ...             ...   \n",
       "1676            0                   0               0               0   \n",
       "1677            0                   0               0               0   \n",
       "1678            0                   0               0               0   \n",
       "1679            0                   0               0               0   \n",
       "1680            0                   0               0               0   \n",
       "\n",
       "      NaturalGas_check  LP_Ratio  SLP_Ratio  TLP_Ratio  SiteEnergyUse(kBtu)  \\\n",
       "0                    1       100          0          0              7226362   \n",
       "1                    1        81         15          4              8387933   \n",
       "2                    1        79          0          0             72587024   \n",
       "3                    1       100          0          0              6794584   \n",
       "4                    1        70         39          0             14172606   \n",
       "...                ...       ...        ...        ...                  ...   \n",
       "1676                 1       100          0          0               932082   \n",
       "1677                 1       100          0          0               950276   \n",
       "1678                 1        58         42          0              5765898   \n",
       "1679                 1        47         46          3               719471   \n",
       "1680                 1        45         44          6              1152896   \n",
       "\n",
       "      TotalGHGEmissions  ENERGYSTARScore  \n",
       "0                   250             60.0  \n",
       "1                   296             61.0  \n",
       "2                  2089             43.0  \n",
       "3                   286             56.0  \n",
       "4                   505             75.0  \n",
       "...                 ...              ...  \n",
       "1676                 20              NaN  \n",
       "1677                 32              NaN  \n",
       "1678                224              NaN  \n",
       "1679                 22              NaN  \n",
       "1680                 41              NaN  \n",
       "\n",
       "[1681 rows x 27 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "28df4b3d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OSEBuildingID</th>\n",
       "      <th>PropertyName</th>\n",
       "      <th>PrimaryPropertyType</th>\n",
       "      <th>NumberofBuildings</th>\n",
       "      <th>PropertyGFATotal</th>\n",
       "      <th>PropertyGFABuilding(s)</th>\n",
       "      <th>LargestPropertyUseTypeGFA</th>\n",
       "      <th>SecondLargestPropertyUseTypeGFA</th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>HospitalGeneralMedicalSurgical</th>\n",
       "      <th>MedicalOffice</th>\n",
       "      <th>Other</th>\n",
       "      <th>SupermarketGroceryStore</th>\n",
       "      <th>Office</th>\n",
       "      <th>NonRefrigeratedWarehouse</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>RetailStore</th>\n",
       "      <th>DistributionCenter</th>\n",
       "      <th>OtherEducation</th>\n",
       "      <th>SteamUse_check</th>\n",
       "      <th>NaturalGas_check</th>\n",
       "      <th>LP_Ratio</th>\n",
       "      <th>SLP_Ratio</th>\n",
       "      <th>TLP_Ratio</th>\n",
       "      <th>SiteEnergyUse(kBtu)</th>\n",
       "      <th>TotalGHGEmissions</th>\n",
       "      <th>ENERGYSTARScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [OSEBuildingID, PropertyName, PrimaryPropertyType, NumberofBuildings, PropertyGFATotal, PropertyGFABuilding(s), LargestPropertyUseTypeGFA, SecondLargestPropertyUseTypeGFA, ZipCode, HospitalGeneralMedicalSurgical, MedicalOffice, Other, SupermarketGroceryStore, Office, NonRefrigeratedWarehouse, Hotel, RetailStore, DistributionCenter, OtherEducation, SteamUse_check, NaturalGas_check, LP_Ratio, SLP_Ratio, TLP_Ratio, SiteEnergyUse(kBtu), TotalGHGEmissions, ENERGYSTARScore]\n",
       "Index: []"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['NumberofBuildings'] > 11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "612cc3a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = data[data['BuildingType'] != 'Campus']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "81267911",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# data[(data['PropertyGFATotal'] > 694206) | (data['NumberofBuildings'] > 4) | (data['NumberofFloors'] > 23)].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e15522d2",
   "metadata": {},
   "source": [
    "# 7. Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c2eb6aa7",
   "metadata": {},
   "outputs": [],
   "source": [
    "identity = [\n",
    "    'OSEBuildingID',\n",
    "    'PropertyName',\n",
    "]\n",
    "\n",
    "features_cat = [\n",
    "    ##'BuildingType',\n",
    "    'PrimaryPropertyType',\n",
    "    ##'Neighborhood',\n",
    "    #'LargestPropertyUseType',\n",
    "    #'LP_category',\n",
    "]\n",
    "\n",
    "features_num = [\n",
    "    # ----\n",
    "    #'BuildingAge',\n",
    "    'NumberofBuildings',\n",
    "    ##'NumberofFloors',\n",
    "    'PropertyGFATotal',\n",
    "    'PropertyGFABuilding(s)',\n",
    "    #'PropertyGFAParking',\n",
    "    'LargestPropertyUseTypeGFA',\n",
    "    'SecondLargestPropertyUseTypeGFA',\n",
    "    #'ThirdLargestPropertyUseTypeGFA',\n",
    "    'ZipCode',\n",
    "    \n",
    "    # ----\n",
    "    \n",
    "    #'DataCenter',\n",
    "    'HospitalGeneralMedicalSurgical',\n",
    "    #'Laboratory',\n",
    "    'MedicalOffice',\n",
    "    'Other',\n",
    "    #'Parking',\n",
    "    'SupermarketGroceryStore',\n",
    "    #'UrgentCareClinicOtherOutpatient',\n",
    "    \n",
    "    # ----\n",
    "    \n",
    "    'Office',\n",
    "    'NonRefrigeratedWarehouse',\n",
    "    #'K12School',\n",
    "    'Hotel',\n",
    "    #'WorshipFacility',\n",
    "    'RetailStore',\n",
    "    'DistributionCenter',\n",
    "    'OtherEducation',\n",
    "\n",
    "    # ----\n",
    "    \n",
    "    'SteamUse_check',\n",
    "    #'Electricity_check',\n",
    "    'NaturalGas_check',\n",
    "    \n",
    "    # ----\n",
    "    \n",
    "    #'LP_Ratio_Other',\n",
    "    #'LP_Ratio_Hospital',\n",
    "    #'LP_Ratio_UrgentCare',\n",
    "    #'LP_Ratio_NonRefrigeratedWarehouse',\n",
    "    #'LP_Ratio_K12School',\n",
    "    #'LP_Ratio_RetailStore',\n",
    "    #'LP_Ratio_Office',\n",
    "    #'LP_Ratio_Hotel',\n",
    "    #'LP_Ratio_WorshipFacility',\n",
    "    #'LP_Ratio_MedicalOffice',\n",
    "    #'LP_Ratio_Laboratory',\n",
    "    # ----\n",
    "    'LP_Ratio',\n",
    "    'SLP_Ratio',\n",
    "    'TLP_Ratio',\n",
    "]\n",
    "\n",
    "to_predict = ['SiteEnergyUse(kBtu)', 'TotalGHGEmissions']\n",
    "\n",
    "energystar = ['ENERGYSTARScore']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa499e66",
   "metadata": {},
   "source": [
    "## 7.1 Standardisation et encodage des features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5ac1a42",
   "metadata": {},
   "source": [
    "StandardScaler https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ce3ba3a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import make_column_transformer\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "from sklearn.pipeline import make_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "87b48dc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7e8edc29",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "column_trans = make_column_transformer(\n",
    "    (OneHotEncoder(), features_cat),  # encodage\n",
    "    (StandardScaler(), features_num),  # standardisation\n",
    "    #(StandardScaler(), features_high_corr),\n",
    "    remainder='passthrough')\n",
    "\n",
    "y = data['SiteEnergyUse(kBtu)'].values\n",
    "\n",
    "X = column_trans.fit_transform(data[features_cat + features_num])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1ae9e3f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.        ,  0.        ,  1.        ,  0.        ,  0.        ,\n",
       "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
       "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
       "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
       "        0.        ,  0.        ,  0.        , -0.08371986, -0.04508835,\n",
       "       -0.06189846, -0.04709074, -0.06915749, -0.85348653, -0.07735917,\n",
       "       -0.16394644, -0.25149773, -0.15811388, -0.65066891, -0.36748318,\n",
       "        4.59547833, -0.25149773, -0.18218101, -0.04883863, -0.27225247,\n",
       "        0.6303491 , -0.15527619,  0.16234228,  0.33069767])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ba3abdc5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1681, 44)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e199d539",
   "metadata": {},
   "source": [
    "## 7.2 Echantillonnage \n",
    "\n",
    "Faisons l'echantillonnage. Split du dataset en 2 parties : \n",
    "\n",
    "    - Données d’entrainement \n",
    "    - Données de test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bc07e5ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "La taille de données d'entrainement : 1344\n",
      "La taille de données d'entrainement : 337\n"
     ]
    }
   ],
   "source": [
    "# Séparons nos données en un jeu de test et un jeu d'entraînement :\n",
    "\n",
    "from sklearn import model_selection\n",
    "\n",
    "X_train, X_test, y_train, y_test = model_selection.train_test_split(\n",
    "    X, y, test_size=0.2, random_state = 42)  # 20% des données dans le jeu de test\n",
    "\n",
    "print(f\"La taille de données d'entrainement : {X_train.shape[0]}\")\n",
    "print(f\"La taille de données d'entrainement : {X_test.shape[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cb49d6b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.        ,  0.        ,  1.        , ...,  0.44819988,\n",
       "        -0.72273026, -0.36548615],\n",
       "       [ 0.        ,  0.        ,  1.        , ..., -0.15527619,\n",
       "         0.16234228,  0.33069767],\n",
       "       [ 0.        ,  0.        ,  1.        , ..., -0.21879999,\n",
       "        -0.72273026, -0.36548615],\n",
       "       ...,\n",
       "       [ 0.        ,  0.        ,  0.        , ..., -0.88579986,\n",
       "         1.75547284, -0.36548615],\n",
       "       [ 0.        ,  0.        ,  0.        , ..., -1.23518074,\n",
       "         1.99149219,  0.15665171],\n",
       "       [ 0.        ,  0.        ,  0.        , ..., -1.29870453,\n",
       "         1.87348251,  0.67878958]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01ad839e",
   "metadata": {},
   "source": [
    "# 8. Les modèles testés"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d3f8f377",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Chargement des librairies\n",
    "\n",
    "# Algorithmes simples\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.linear_model import ElasticNet\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.svm import LinearSVR\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "# Algorithmes ensemblistes\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.ensemble import AdaBoostRegressor\n",
    "\n",
    "# Utiles\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.dummy import DummyRegressor\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "# Normalisation\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "\n",
    "# Scoring\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "#import warnings\n",
    "#warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5362ec1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def score (modele, R2, RMSE, MAE, time):\n",
    "    df_scores.loc[df_scores.shape[0]] = [modele, R2, RMSE, MAE, time]\n",
    "    df_scores.sort_values(by='R2', ascending=False, inplace=True)\n",
    "    df_scores.drop_duplicates(subset=['modele'], keep='last', inplace=True)\n",
    "    df_scores.reset_index(drop=True, inplace=True)\n",
    "    return df_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1ebe1599",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = []\n",
    "\n",
    "df_scores = pd.DataFrame(\n",
    "    scores, columns=['modele', 'R2', 'RMSE', 'MAE', 'time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d29ebfa",
   "metadata": {},
   "source": [
    "\n",
    "## 8.1 Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "31cbc9d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "standard_scaler = preprocessing.StandardScaler().fit(X_train)\n",
    "\n",
    "X_train = standard_scaler.transform(X_train)\n",
    "X_test = standard_scaler.transform(X_test)\n",
    "\n",
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(X_train, y_train)\n",
    "y_pred_lr = lin_reg.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2b3c4288",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 : 0.7419\n"
     ]
    }
   ],
   "source": [
    "# Prediction score :\n",
    "\n",
    "print(\"R^2 : {:.4f}\".format(r2_score(y_test, y_pred_lr)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9c22a6e5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "parametres_LR = {}\n",
    "\n",
    "# On crée un modèle de régression linéaire\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_LR = GridSearchCV(LinearRegression(),\n",
    "                       parametres_LR,\n",
    "                       scoring='r2',\n",
    "                       cv=5)\n",
    "modele_LR = grid_LR.fit(X_train, y_train)\n",
    "y_pred_LR = grid_LR.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "81b20ca4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.22</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              modele        R2          RMSE      MAE   time\n",
       "0  Linear Regression  0.741922  1.002083e+07  1438.22  0.003"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_LR = r2_score(y_test, y_pred_LR)\n",
    "rmse_LR = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_LR)), 3)\n",
    "mae_LR = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_LR)), 3)\n",
    "time_LR = round(grid_LR.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_LR.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Linear Regression', r2_LR, rmse_LR, mae_LR,  time_LR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "855a4e5d",
   "metadata": {},
   "source": [
    "## 8.2 Lasso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5d52b1aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5601718833478960.0, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3346151764743784.0, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8035308226716240.0, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4068587629584400.0, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0271315209599376e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5525546135983392.0, tolerance: 46629964372986.86\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    }
   ],
   "source": [
    "parametres_Lasso = {}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_Lasso = GridSearchCV(Lasso(), parametres_Lasso, cv=5)\n",
    "modele_Lasso = grid_Lasso.fit(X_train, y_train)\n",
    "y_pred_Lasso = grid_Lasso.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "aac18053",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              modele        R2          RMSE       MAE   time\n",
       "0              Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1  Linear Regression  0.741922  1.002083e+07  1438.220  0.003"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_Lasso = round(r2_score(y_test, y_pred_Lasso), 3)\n",
    "rmse_Lasso = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_Lasso)), 3)\n",
    "mae_Lasso = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_Lasso)), 3)\n",
    "time_Lasso = round(grid_Lasso.cv_results_['mean_fit_time'].max(), 3)\n",
    "# Les meilleur parametres\n",
    "print(grid_Lasso.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Lasso', r2_Lasso, rmse_Lasso, mae_Lasso,  time_Lasso)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb901d91",
   "metadata": {},
   "source": [
    "## 8.3 Ridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3d336585",
   "metadata": {},
   "outputs": [],
   "source": [
    "parametres_Ridge = {}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_Ridge = GridSearchCV(Ridge(), parametres_Ridge, cv=5)\n",
    "grid_Ridge.fit(X_train, y_train)\n",
    "y_pred_Ridge = grid_Ridge.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cffcfb54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              modele        R2          RMSE       MAE   time\n",
       "0              Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1  Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2              Ridge  0.741000  1.003638e+07  1449.359  0.004"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_Ridge = round(r2_score(y_test, y_pred_Ridge), 3)\n",
    "rmse_Ridge = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_Ridge)), 3)\n",
    "mae_Ridge = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_Ridge)), 3)\n",
    "time_Ridge = round(grid_Ridge.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_Ridge.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Ridge', r2_Ridge, rmse_Ridge, mae_Ridge, time_Ridge)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0451ad5b",
   "metadata": {},
   "source": [
    "## 8.4 ElasticNet Regression\n",
    "\n",
    "$$ \\arg \\min_{\\beta \\in \\mathbb{R}^{p+1}} || y - X\\beta ||_{2}^{2} + \\lambda\\big((1-\\alpha)||\\beta||_1 + \\alpha||\\beta||^2_2\\big)$$ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1ba37236",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018919906419672e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2693638443042776e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.853209836077117e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714724956553854e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760563169027408e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.871211184861445e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1896606316679784e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9628707240953896e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.575112899540087e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807812862512511e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818535338939911e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.0850403724440056e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.914331222855859e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4685893161893256e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726555120567083e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018830978801914e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2692675985165256e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.853071998649797e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714642650844026e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760482125830555e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.871106574201435e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.189544734395677e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9627219756221944e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.575020157022958e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807730383409954e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818445821793002e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.08494663695557e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.91420110834181e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468518338402802e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726495522690421e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018742048103142e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2691713493501304e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.852934155079915e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714560341856344e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760401079408678e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.871001941895313e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.189428811793645e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9625731859174024e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574927392684732e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807647884731805e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818356264950726e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084852857278552e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.914070914569956e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468447325671612e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726435894195187e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018653114323203e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2690750968049176e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.852796305367093e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714478029590624e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760320029761595e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.870897287937997e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.189312863855814e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.962424354968281e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574834606519517e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807565366472598e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818266668393351e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.0847590333897624e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.913940641487996e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468376277974788e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.72637623506208e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.01856417746193e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.268978840880715e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.852658449510936e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714395714046674e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760238976889115e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.870792612324382e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1891968905761176e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.962275482762055e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574741798521396e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807482828626869e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8181770321010936e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084665165265991e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9138102890435864e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468305195291331e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726316545271776e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018475237519182e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.268882581577346e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.85252058751107e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714313395224299e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760157920791048e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.870687915049351e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.189080891948482e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9621265692859704e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574648968684475e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807400271189147e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818087356054182e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084571252884027e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.91367985718436e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468234077600272e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726256824804961e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018386294494784e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.268786318894633e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.852382719367098e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714231073123294e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760076861467189e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.870583196107806e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1889648679668344e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.961977614527255e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574556117002827e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8073176941539624e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.817997640232832e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084477296220645e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.913549345857913e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.46816292488057e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.7261970736422856e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018297348388589e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.268690052832403e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.85224484507864e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.714148747743486e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.759995798917368e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8704784554946424e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.188848818625102e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.961828618473142e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574463243470572e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.80723509751585e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.817907884617253e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.0843832952526024e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.913418755011808e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468091737111233e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.72613729176442e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018208399200443e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.26859378339048e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.852106964645315e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.71406641908467e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.759914733141376e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.87037369320475e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.188732743917209e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.961679581110858e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.574370348081776e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807152481269325e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.817818089187636e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084289249956656e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9132880845935896e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.468020514271208e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726077479151992e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018119446930178e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2684975105686936e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.851969078066723e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.713984087146643e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.759833664139038e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.870268909233014e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.188616643837079e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9615305024276184e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5742774308305304e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807069845408925e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8177282539241736e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.084195160309549e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.913157334550743e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.467949256339462e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.7260176357856424e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.02691079461087e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2780121519960376e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.86559009826953e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.722119071574846e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.76784387349552e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.880538077157183e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1999884086029944e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.976090802019199e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5833710853291656e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8151564797533304e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.826431726285688e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.093298485547845e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.925723413298541e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4748368004209864e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.731795916383491e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.026024146888706e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.277052576395956e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.864216961635342e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.721298809865442e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.76703619187319e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.879510291223718e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1988508696242296e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.974638102074504e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.582462100255986e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.814348225054455e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8255697720917896e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.092398064844726e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.924488130774842e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4741561355816296e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.731225412983256e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.025137192335531e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.276092664344333e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.86284321386001e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.720478221938563e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.766228189288965e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.878480381457569e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.197710846361976e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.973181381017827e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5815509803792264e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8135380565814216e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8247040054456776e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.091493409596075e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9232453358153064e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4734721425334536e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.730652000663555e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.024249930794914e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.275132415667176e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.861468854560054e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.719657307601262e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.765419865553238e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8774483428439016e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.19656833285412e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.971720626384443e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.580637719912684e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.812725968979478e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8238344072635384e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.090584497421059e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9219949784742696e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.472784801133427e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.730075660903386e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.023362362110298e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.274171830190378e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.860093883351693e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.718836066660498e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.764611220476267e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.876414170356206e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.195423323124764e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9702558256720344e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.579722313055008e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.811911956879586e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8229609583747064e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.089671305834182e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.920737008503281e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.472094091131565e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.729496375081039e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.022474486125024e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2732109077397016e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.858718299850854e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.71801449892301e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.763802253868158e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8753778589562376e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.19427581118422e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.968786966340609e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.57880475398959e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8110960148983704e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.822083639521282e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.0887538122448264e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9194713753493016e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.471399992170351e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.728914124473587e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.021586302682338e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.272249648140803e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.857342103673173e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.717192604195443e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.762992965538878e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.874339403594021e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.193125791028969e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.967314035812359e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.577885036886408e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8102781376380856e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.821202431357736e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.087831993956785e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.918198028152925e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.470702483784692e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.728328890256335e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.020697811625378e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2712880512192296e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.855965294433984e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.716370382284283e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.762183355298243e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.873298799207814e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.19197325664164e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9658370214715816e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.576963155894888e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.809458319686599e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.82031731445052e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.086905828167786e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9169169157465784e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.470001545399492e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.727740653502331e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.019809012797166e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2703261168003944e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.854587871748315e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.71554783299585e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.761373422955926e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.872256040724044e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.190818201990954e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.964355910664511e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.57603910515405e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.808636555617309e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.819428269277677e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.085975291969007e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.91562798665269e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4692971563317864e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.727149395181793e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.01891990604064e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.269363844709608e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.853209835230923e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.71472495613634e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.760563168321461e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8712111235956696e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.189660621031708e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.962870690699263e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.575112878785937e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.807812839989149e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.818535276228423e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.0850403623446136e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9143311890818856e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4685892957884696e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.726555096161615e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.105471958355509e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.3630177075356264e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.986717073148886e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.794630566479038e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.839244271300595e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.964938590078114e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.292903940616305e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.091828728945612e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.6571219828532296e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.880695081265225e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.890558172003743e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.159524874237452e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.011612693448299e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.524712348673789e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.77328720376832e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.096862141238754e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.353703299710444e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.973494349473189e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.786699879020411e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.831435010818784e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.956302906434186e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.283446044108349e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.080316381471797e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.649658684663156e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.874065151747738e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.884577109637006e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.153415482264215e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.0041229907329544e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.520109390369039e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.769481192648095e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.088222874175882e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.344356618288431e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.960213521921534e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.778738084791371e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.823595143272098e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9474918266920584e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.27378371431927e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.068491371843767e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.6420240736281976e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.86728279923782e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.878343751524207e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1470330432777736e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.996200439383056e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.515305705352152e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.765505118831495e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.079554008474347e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.334977497883885e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.946874228844258e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.770745001724083e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.815724489672102e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.938501148104274e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.26391195171648e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.056343794899247e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.634213412495596e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.860343654814755e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.87184462508295e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1403619356773064e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.987813683049436e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.510287907465623e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.761346805729702e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.070855394455782e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.3255657720156216e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.933476105821933e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.762720446373576e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.807822869684315e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.929326570009211e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.253825640463199e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.043863443470413e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.626221838693711e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.853243231885504e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.865065627541829e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.133385779637425e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.978929381141293e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5050418686950024e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.756993382181736e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.062126881447827e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.3161212730980456e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.920018785640491e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.754664233905077e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.799890101615882e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9199636914361576e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.2435195456223544e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.031039799096506e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.6180443609484296e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.845976922974817e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.857991997328458e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.126087402333065e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.969512088497149e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.499552680516099e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.752431245422161e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.053368317775877e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.3066438324321464e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.90650189826602e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.746576178473142e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.791926002403112e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.910408008645969e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.232988310379409e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.0178620224416696e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.609675855835867e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.838539996424528e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.850608284055116e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1184488015734984e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9595241278298184e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.493804613057127e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.747646022343521e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.044579550754736e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.297133280196405e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.892925070819328e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.738456091709571e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.783930387598845e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.900654912578701e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.22222645328039e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.004318943409774e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.6011110640855496e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8309275930058536e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8428983171095784e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.110451107876994e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.94892545451759e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.487781072201252e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.742622528571287e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.035760426680227e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.287589445437622e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.879287927550299e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.730303784857171e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.775903071359725e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.890699686209601e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.211228364995054e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.990399050915491e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.592344587076634e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.823134722414502e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.834845172794728e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.1020745445005096e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9376735132774584e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.481464554261212e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.737344725589856e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.026910790820648e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2780121560616456e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.865590089811869e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.722119067392606e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.76784386643333e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.880537501788132e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.199988305508644e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.97609048248032e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.583370882946382e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.815156259688612e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.826431139891429e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.093298386051076e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.925723086250204e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.474836598818706e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.731795675411086e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.77594010962402e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.08714935620001e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.977331396574896e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.400447393619883e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.435868092240022e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.357562935092208e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.702850861254986e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.545238843874398e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.983520902955621e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.178686794931242e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.136162559047686e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.420796132917007e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.313324662073467e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.7651369280877304e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.992227083716956e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.710417326398219e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.016479620921056e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.883887431605427e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.342232151477429e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.378526619874445e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.333070225886549e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.678659058267701e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.518013638078171e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.9624491136348536e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.158026483668755e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.111445474528165e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.392545251411796e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.278916412489794e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.736759499475922e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.964492492956674e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.642888153137458e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.943625861011648e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.786829180284741e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.282017768000291e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.319218995350587e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.306399396962688e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.65217138955544e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.489104437092166e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.940025046532416e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.136425248833084e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.088005049011384e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.365842924075688e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.246273570575112e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.709611016740836e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.938102980482696e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.573260140990904e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.868485449452846e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.685948964375782e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.21969835796795e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.25784076504672e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.276804290057165e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.622528041623684e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.4575273494314e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.915601644870044e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.1133219516040024e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.06572303420848e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.3406958671594856e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.215642860540738e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.6838530343704504e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.913277926777921e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.50143521594176e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.790949459388368e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.581024138306173e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.155160655988096e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.194280246289258e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.243348348926203e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.588640918202819e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.421937906986427e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.888333691085276e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.087974146381091e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.044236693233193e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.316872347655346e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.187087802803071e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.659519063876954e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.890141497285834e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.427309237116238e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.710902181827153e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.47181580136212e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.088283377187131e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.128417903964011e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.2048574369265736e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.549136509986824e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.380507923259598e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.857121134406992e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.059405109523299e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.022784384784925e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.293725243591365e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.160255263545983e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.636382845777699e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.868605837049695e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.350771530203168e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.6282205992533544e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.358067381821162e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.018936512354064e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.060125663199042e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.159860327323687e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.502284101429517e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.330759838024598e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.820535669025063e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.026335056054157e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.999967447306087e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.269912187544112e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.133941346040089e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.613735758256839e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.848169577706149e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.27170436427714e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.542773810251061e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.239503078561979e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.9469805497796e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.989266150565966e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.106513428381212e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.4459053721541544e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.269343461566696e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.776725346821803e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.987091564989335e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.973382708388746e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.242956005696814e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.105297110397146e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5900145929731256e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.827576033736143e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.189982367827051e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.454422399815302e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.115826143850674e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.872265614980835e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.9156918552344e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.0425053031143976e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.377260340172521e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.191734476173251e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.7232902992227224e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.939492593521985e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.939054548530154e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.208557528107252e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.0683895866275464e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5621834459624056e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.804239184569229e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.105471920406112e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.363017749321223e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.986716988902043e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.794630518289238e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.839244200348835e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.964935164079319e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.2929031505520616e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.091826471625311e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.657120345435014e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.8806932708379176e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.890554457252853e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.159523981513989e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.011610088915376e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.524710495182599e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.77328500290354e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1308458096461946e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.828373567524826e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2178724734840515e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0551043535544054e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0586516871299213e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.467789784542758e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.917725737616731e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0190436897569314e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.973783214767643e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.22455071698006e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.467061722332048e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.916877156471565e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0189728915414139e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.973200383727867e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.224248768367698e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1167344588940222e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.673713718608552e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2009492933752872e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0431572002579253e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0462117382249562e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.257123761672048e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.695329286464678e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.935863355633278e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.782703802517954e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.03042805139701e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.255199800737491e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.693451380464883e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.933845004816973e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.780911566290568e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.028160190807194e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1010964355165632e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.502643853379462e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1822666874849968e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0299986700260762e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0326297129416469e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.036459469273206e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.462438027133771e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.668343578348299e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.581727731186962e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.825854106828915e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.033170577514691e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.4597733324371784e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.664820762108309e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.578896226870768e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.822018612828285e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0834887164592946e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.31050731930881e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.161270096967392e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0152580399461614e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.017556801288104e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.805129680091835e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.218296956947657e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.386791092443077e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.36992290883603e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.60986640633207e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.801813545821611e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.214876599869313e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.383394259572797e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.366476285410426e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.606472100202822e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0633084338451165e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.090955200792514e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.137168235547937e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.984200668166216e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.00050131442997e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.562788104562872e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.962467464422396e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.09027361202164e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.146454066410254e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.38159493837162e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.557677951511429e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.956653099216791e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.085793463996074e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.142238928941168e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.378414213529893e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.039721959642766e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.835172590000896e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1088038400784198e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.787549650664176e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.807575450277664e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.310293183676416e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.695779214219638e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.778509227876392e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.911006396919584e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.14051756159688e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.29991919631413e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.6835939095474904e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.770526908656682e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.90343316922034e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.135434038916397e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0115525636580694e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.530636996748256e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0744321995733622e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.55202889020815e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.572888471927486e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.051732511435179e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.422493536906953e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.45372735066437e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.665438609068205e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.888023407771562e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.02690218331759e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.393381050905171e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.435716954451318e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.648294621811003e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.876070960890598e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.770939918827174e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.159035571407302e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0313229698499235e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.26172693512163e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.285257396335034e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.797890585894549e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.1543575019321016e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.124714567984702e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.417391858410883e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.630925986292213e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.736647886851861e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.082810917214061e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.078842968923038e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.373536774332757e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.59791488669052e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.33783862000252e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.692586459561782e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.750039635424333e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.891685261162232e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.919950044428869e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.56757975445732e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.913546655204658e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.813690642295934e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.185252730959704e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.387504176516362e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.429597888850005e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.7496260613648456e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.698040990715011e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.075098658530182e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.298704928966102e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.775939611223806e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.087149810427007e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.97733051722984e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.40044684429753e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.435867309417858e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.357552814738477e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.702847065112723e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.545229476739413e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.983511675615614e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.178676189466734e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.136136059742927e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.420782839927216e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.313294356470326e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.765110007585986e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.992191521738933e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.594403461144964e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3862410624412206e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.765171828318448e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4586171594586442e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4666556508171958e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.585970986003931e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3768663512418422e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7568946994974966e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4523118428285018e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4619150360729293e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.585970986003435e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3768663512411507e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.756894699497111e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.452311842828255e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.46191503607285e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5695041241585542e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3591512271956e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.737253260377995e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4375777642160462e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4468593604581142e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4809909332774477e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2938455917734858e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.626214051117888e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3036345273986747e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2307926928277523e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.540953898372004e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3281331288888234e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7050789686763984e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4133459972537664e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4238995008212822e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.454343623434954e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2619526774797651e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.598336944167398e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2931771945618584e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2276589953326702e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5079625680360093e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2923455188630598e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.667665986411433e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3851951178117443e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.396996464225223e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4397437536243427e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2367438715500083e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.586422350439285e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3004309362962176e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.262889804713248e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4695389978183168e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2507337082493507e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6237446264076403e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3521960313606125e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3651191892279746e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4150624232411064e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.202180811199282e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5620783721174618e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2934237248542246e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2803975840082862e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4244587326516274e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2019907557119312e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5716781376850384e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3131725159766406e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.326898610391568e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3735893343529136e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1523976195485218e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5171728699035392e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2659886043966618e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2695401991666957e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3712578744780211e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1445333560268707e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.509381347125165e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2666773536511061e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2805280122369494e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3121722235099128e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.08357949097053e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.448278499619769e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2173176437460678e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2307376873000466e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.308233371836646e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0764391423872042e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4342197950168366e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2110092354594534e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2236632953595474e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.229595207643456e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.9326933071196e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3522821156367752e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.146321399359764e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1684207968175771e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 909025535981504.0, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1100560142217232.0, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 549784192500768.0, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139351997454848.0, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2327357186905354e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.94491693660631e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3422555721496699e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.143872343116206e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1530623542264614e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1145742430276614e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.698662305033328e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2189881106556104e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.046962834708594e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0719189074844771e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.51578332644556e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.118041999067624e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.338295248114324e+16, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.775567290829864e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.2808910892034656e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1308448442518038e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.828373279608688e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2178717654982371e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0551034097204285e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.058650363848566e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.466423904424768e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.916792430879607e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0189017022457683e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.972421980106862e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.222635720817669e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.363956994702485e+16, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.847047277209907e+16, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0065254099937875e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.842983605918482e+16, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.968429223434522e+16, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.893460037957876e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.714558953350782e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0926803538955664e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7056122058089114e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.691363120306516e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8934420564259533e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7145384349747344e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.092663107171483e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.705599278113041e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.691353818770785e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.893442056425953e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7145384349747338e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0926631071714832e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7055992781130413e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6913538187707853e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8882369886601206e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7088018535059187e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.087057490138946e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7013548810164326e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6875636015127664e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8818174659684016e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7017175972012346e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0801431085668307e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.696128332703948e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.682906564960235e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8737106411636944e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6927648180808634e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0714055302988128e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6895316305035056e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6770331517195178e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8631210262785018e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.681066842457947e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0599816947631974e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6809138703051395e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.669359364794545e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8486691103250906e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6651050155065555e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.044371717272008e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6691436909733808e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6588668855595075e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.827736498406981e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6420011526718765e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0217200969217808e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6520667901127946e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.643607895936452e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.794680245814906e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.605566178955212e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.985844059452304e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6250176655874608e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.619334864838496e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.734750698145636e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.539682154031954e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.9204478855851462e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5756979575115098e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5747151856485738e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40786849168832.0, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42089437389568.0, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5943109647030944e+17, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3861663097151629e+17, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7650716019193872e+17, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4585208240687907e+17, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4665424806668166e+17, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2948840185835360.0, tolerance: 38836576951152.78\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2186873122177760.0, tolerance: 35363336381221.336\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2314829964293568.0, tolerance: 42892277353482.16\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2098009679107936.0, tolerance: 34894761078779.188\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 837556224412640.0, tolerance: 34518259017565.594\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/fyasar/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0137619045015597e+17, tolerance: 46629964372986.86\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    }
   ],
   "source": [
    "parameters_EN = {\n",
    "    \"max_iter\": [1, 5, 10],\n",
    "    \"alpha\": [0.0001, 0.001, 0.01, 0.1, 1, 10, 100],\n",
    "    \"l1_ratio\": np.arange(0.0, 1.0, 0.1)\n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_EN = GridSearchCV(ElasticNet(), parameters_EN, cv=5)\n",
    "grid_EN.fit(X_train, y_train)\n",
    "y_pred_EN = grid_EN.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a49651a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alpha': 1, 'l1_ratio': 0.4, 'max_iter': 5}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              modele        R2          RMSE       MAE   time\n",
       "0              Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1  Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2              Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "3        Elastic Net  0.683000  1.110176e+07  1329.593  0.003"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_EN = round(r2_score(y_test, y_pred_EN), 3)\n",
    "rmse_EN = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_EN)), 3)\n",
    "mae_EN = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_EN)), 3)\n",
    "time_EN = round(grid_EN.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_EN.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Elastic Net', r2_EN, rmse_EN, mae_EN, time_EN)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4d8ba8f",
   "metadata": {},
   "source": [
    "## 8.5 Support Vector Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "07b4dc23",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters_SVR = {\n",
    "    #'kernel': ['linear', 'rbf'],  # rbf : this is Gaussian kernel\n",
    "    # 'gamma': [1e-4, 1e-3, 0.01, 0.1],\n",
    "    'C': [1000, 10000]\n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_SVR = GridSearchCV(LinearSVR(), parameters_SVR, cv=5)\n",
    "grid_SVR.fit(X_train, y_train)\n",
    "y_pred_SVR = grid_SVR.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6bc6d8a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'C': 10000}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.590580e+07</td>\n",
       "      <td>1032.102</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              modele        R2          RMSE       MAE   time\n",
       "0              Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1  Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2              Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "3        Elastic Net  0.683000  1.110176e+07  1329.593  0.003\n",
       "4                SVM  0.350000  1.590580e+07  1032.102  0.002"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_SVR = round(r2_score(y_test, y_pred_SVR), 3)\n",
    "rmse_SVR = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_SVR)), 3)\n",
    "mae_SVR = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_SVR)), 3)\n",
    "time_SVR = round(grid_SVR.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_SVR.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('SVM', r2_SVR, rmse_SVR, mae_SVR, time_SVR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86632512",
   "metadata": {},
   "source": [
    "## 8.6 k-Nearest Neighbors "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a6feaf23",
   "metadata": {},
   "outputs": [],
   "source": [
    "parametres_kNN = {\n",
    "    'n_neighbors': np.arange(1, 30),\n",
    "    'metric': ['euclidean', 'manhattan', 'minkowski']\n",
    "    \n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_KNN = GridSearchCV(KNeighborsRegressor(), parametres_kNN, cv=5)\n",
    "grid_KNN.fit(X_train, y_train)\n",
    "y_pred_KNN = grid_KNN.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "05d07c9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'metric': 'euclidean', 'n_neighbors': 10}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>K Neighbors Regressor</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.247193e+07</td>\n",
       "      <td>1115.295</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.590580e+07</td>\n",
       "      <td>1032.102</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  modele        R2          RMSE       MAE   time\n",
       "0                  Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1      Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2                  Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "3            Elastic Net  0.683000  1.110176e+07  1329.593  0.003\n",
       "4  K Neighbors Regressor  0.600000  1.247193e+07  1115.295  0.001\n",
       "5                    SVM  0.350000  1.590580e+07  1032.102  0.002"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_KNN = round(r2_score(y_test, y_pred_KNN), 3)\n",
    "rmse_KNN = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_KNN)), 3)\n",
    "mae_KNN = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_KNN)), 3)\n",
    "time_KNN = round(grid_KNN.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_KNN.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('K Neighbors Regressor', r2_KNN, rmse_KNN, mae_KNN, time_KNN)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fed7941",
   "metadata": {},
   "source": [
    "## 8.7 Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d946ee35",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters_DT = {\n",
    "    # \"splitter\": [\"best\", \"random\"],\n",
    "    \"max_depth\": [1, 3, 5, 7, 9, 11, 12],\n",
    "    \"max_features\": [\"auto\", \"log2\", None],\n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_DT = GridSearchCV(DecisionTreeRegressor(random_state = 42), parameters_DT, cv=5)\n",
    "grid_DT.fit(X_train, y_train)\n",
    "y_pred_DT = grid_DT.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d0b0cfcd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_depth': 5, 'max_features': 'log2'}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Decision Tree Regressor</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>1.221106e+07</td>\n",
       "      <td>1449.090</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>K Neighbors Regressor</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.247193e+07</td>\n",
       "      <td>1115.295</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.590580e+07</td>\n",
       "      <td>1032.102</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    modele        R2          RMSE       MAE   time\n",
       "0                    Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1        Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2                    Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "3              Elastic Net  0.683000  1.110176e+07  1329.593  0.003\n",
       "4  Decision Tree Regressor  0.617000  1.221106e+07  1449.090  0.006\n",
       "5    K Neighbors Regressor  0.600000  1.247193e+07  1115.295  0.001\n",
       "6                      SVM  0.350000  1.590580e+07  1032.102  0.002"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_DT = round(r2_score(y_test, y_pred_DT), 3)\n",
    "rmse_DT = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_DT)), 3)\n",
    "mae_DT = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_DT)), 3)\n",
    "time_DT = round(grid_DT.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_DT.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Decision Tree Regressor', r2_DT, rmse_DT, mae_DT, time_DT)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "465c44a1",
   "metadata": {},
   "source": [
    "## 8.8 Random Forest Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "416152c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters_RF = {\n",
    "    \"max_depth\": [1, 3, 5, 7, 9, 11, 12],\n",
    "    \"max_features\": [\"auto\", \"log2\", None],\n",
    "    \"min_samples_leaf\":[1,2,4]\n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_RF = GridSearchCV(RandomForestRegressor(), parameters_RF, cv=5)\n",
    "grid_RF.fit(X_train, y_train)\n",
    "y_pred_RF = grid_RF.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "039b74d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_depth': 12, 'max_features': None, 'min_samples_leaf': 1}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Random Forest Regressor</td>\n",
       "      <td>0.735000</td>\n",
       "      <td>1.015959e+07</td>\n",
       "      <td>1129.036</td>\n",
       "      <td>0.437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Decision Tree Regressor</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>1.221106e+07</td>\n",
       "      <td>1449.090</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>K Neighbors Regressor</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.247193e+07</td>\n",
       "      <td>1115.295</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.590580e+07</td>\n",
       "      <td>1032.102</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    modele        R2          RMSE       MAE   time\n",
       "0                    Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "1        Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "2                    Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "3  Random Forest Regressor  0.735000  1.015959e+07  1129.036  0.437\n",
       "4              Elastic Net  0.683000  1.110176e+07  1329.593  0.003\n",
       "5  Decision Tree Regressor  0.617000  1.221106e+07  1449.090  0.006\n",
       "6    K Neighbors Regressor  0.600000  1.247193e+07  1115.295  0.001\n",
       "7                      SVM  0.350000  1.590580e+07  1032.102  0.002"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_RF = round(r2_score(y_test, y_pred_RF), 3)\n",
    "rmse_RF = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_RF)), 3)\n",
    "mae_RF = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_RF)), 3)\n",
    "time_RF = round(grid_RF.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_RF.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Random Forest Regressor', r2_RF, rmse_RF, mae_RF, time_RF)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54482ea8",
   "metadata": {},
   "source": [
    "## 8.9 Gradient Boosting Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f580ab06",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters_XG = {\n",
    "    \"max_depth\": [1, 3, 5, 7, 9, 11, 12],\n",
    "    \"max_features\": [\"auto\", \"log2\", None],\n",
    "}\n",
    "\n",
    "# On entraîne ce modèle sur les données d'entrainement\n",
    "grid_XG = GridSearchCV(GradientBoostingRegressor(random_state = 42), parameters_XG, cv=5)\n",
    "grid_XG.fit(X_train, y_train)\n",
    "y_pred_XG = grid_XG.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "31a8206f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_depth': 3, 'max_features': 'log2'}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modele</th>\n",
       "      <th>R2</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gradient Boosting Regressor</td>\n",
       "      <td>0.752000</td>\n",
       "      <td>9.814537e+06</td>\n",
       "      <td>1174.021</td>\n",
       "      <td>0.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>1.002414e+07</td>\n",
       "      <td>1440.061</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Linear Regression</td>\n",
       "      <td>0.741922</td>\n",
       "      <td>1.002083e+07</td>\n",
       "      <td>1438.220</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ridge</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>1.003638e+07</td>\n",
       "      <td>1449.359</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Random Forest Regressor</td>\n",
       "      <td>0.735000</td>\n",
       "      <td>1.015959e+07</td>\n",
       "      <td>1129.036</td>\n",
       "      <td>0.437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Elastic Net</td>\n",
       "      <td>0.683000</td>\n",
       "      <td>1.110176e+07</td>\n",
       "      <td>1329.593</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Decision Tree Regressor</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>1.221106e+07</td>\n",
       "      <td>1449.090</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>K Neighbors Regressor</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.247193e+07</td>\n",
       "      <td>1115.295</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.590580e+07</td>\n",
       "      <td>1032.102</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        modele        R2          RMSE       MAE   time\n",
       "0  Gradient Boosting Regressor  0.752000  9.814537e+06  1174.021  0.596\n",
       "1                        Lasso  0.742000  1.002414e+07  1440.061  0.032\n",
       "2            Linear Regression  0.741922  1.002083e+07  1438.220  0.003\n",
       "3                        Ridge  0.741000  1.003638e+07  1449.359  0.004\n",
       "4      Random Forest Regressor  0.735000  1.015959e+07  1129.036  0.437\n",
       "5                  Elastic Net  0.683000  1.110176e+07  1329.593  0.003\n",
       "6      Decision Tree Regressor  0.617000  1.221106e+07  1449.090  0.006\n",
       "7        K Neighbors Regressor  0.600000  1.247193e+07  1115.295  0.001\n",
       "8                          SVM  0.350000  1.590580e+07  1032.102  0.002"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Affichage des scores\n",
    "r2_XG = round(r2_score(y_test, y_pred_XG), 3)\n",
    "rmse_XG = round(np.sqrt(metrics.mean_squared_error(y_test, y_pred_XG)), 3)\n",
    "mae_XG = round(np.sqrt(metrics.median_absolute_error(y_test, y_pred_XG)), 3)\n",
    "time_XG = round(grid_XG.cv_results_['mean_fit_time'].max(), 3)\n",
    "\n",
    "# Les meilleur parametres\n",
    "print(grid_XG.best_params_)\n",
    "\n",
    "# Ajoute à la liste des scores\n",
    "score('Gradient Boosting Regressor', r2_XG, rmse_XG, mae_XG, time_XG)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "105fc66a",
   "metadata": {},
   "source": [
    "df_scores.set_index('modele', inplace=True)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "b19f7efd",
   "metadata": {},
   "source": [
    "plt.figure(figsize=(16, 8))\n",
    "df_scores.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6f3d0712",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.title('SiteEnergyUse(kBtu)', fontdict=font, pad=20)\n",
    "col_hist = sns.barplot(x=df_scores['R2'],\n",
    "                       y=df_scores['modele'],\n",
    "                       edgecolor='darkgreen',\n",
    "                       color='#459436') \n",
    "plt.ylabel('Les modèles', size=13, weight='bold')\n",
    "plt.xlabel('R2 Score', size=13, weight='bold')\n",
    "\n",
    "for p in col_hist.patches:\n",
    "    col_hist.annotate(format(round(p.get_width(),2)),\n",
    "                      (p.get_width() - 0.1, p.get_y() + 0.1 + p.get_height()),\n",
    "                      #weight='bold',\n",
    "                      color='#ffffff',\n",
    "                      fontsize=15,\n",
    "                      #ha='center',\n",
    "                      #va='center',\n",
    "                      xytext=(10, 10),\n",
    "                      textcoords='offset points')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "58a9f296",
   "metadata": {},
   "source": [
    "# feature importance\n",
    "\n",
    "print(feature_importances_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebb343a0",
   "metadata": {},
   "source": [
    "# 9. Modèle Sélection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "659f0699",
   "metadata": {},
   "source": [
    "https://www.statsmodels.org/dev/examples/notebooks/generated/interactions_anova.html#"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}