final_plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "\n",
    "\n",
    "from sklearn.mixture import GaussianMixture\n",
    "from data_import_ashrae import DataImportAshrae\n",
    "from aldi_evaluation_metrics import AldiEvaluationMetrics\n",
    "from mergedeep import merge\n",
    "from utils import (\n",
    "    save_variable,\n",
    "    load_variable,\n",
    "    get_daily_resolution,\n",
    "    forecasting_barplot,\n",
    "    forecasting_bubble\n",
    ")\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BDG2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead 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>site_id</th>\n",
       "      <th>building_id</th>\n",
       "      <th>primary_use</th>\n",
       "      <th>square_feet</th>\n",
       "      <th>year_built</th>\n",
       "      <th>floor_count</th>\n",
       "      <th>meter</th>\n",
       "      <th>Data points</th>\n",
       "      <th>meter_type</th>\n",
       "      <th>timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Site0</td>\n",
       "      <td>0</td>\n",
       "      <td>Education</td>\n",
       "      <td>7432</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8784</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Site0</td>\n",
       "      <td>1</td>\n",
       "      <td>Education</td>\n",
       "      <td>2720</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8784</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Site0</td>\n",
       "      <td>2</td>\n",
       "      <td>Education</td>\n",
       "      <td>5376</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8784</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Site0</td>\n",
       "      <td>3</td>\n",
       "      <td>Education</td>\n",
       "      <td>23685</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8784</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Site0</td>\n",
       "      <td>4</td>\n",
       "      <td>Education</td>\n",
       "      <td>116607</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8784</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2375</th>\n",
       "      <td>Site15</td>\n",
       "      <td>1444</td>\n",
       "      <td>Entertainment/public assembly</td>\n",
       "      <td>19619</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7445</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2376</th>\n",
       "      <td>Site15</td>\n",
       "      <td>1445</td>\n",
       "      <td>Education</td>\n",
       "      <td>4298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7449</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2377</th>\n",
       "      <td>Site15</td>\n",
       "      <td>1446</td>\n",
       "      <td>Entertainment/public assembly</td>\n",
       "      <td>11265</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7472</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2378</th>\n",
       "      <td>Site15</td>\n",
       "      <td>1447</td>\n",
       "      <td>Lodging/residential</td>\n",
       "      <td>29775</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7471</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2379</th>\n",
       "      <td>Site15</td>\n",
       "      <td>1448</td>\n",
       "      <td>Office</td>\n",
       "      <td>92271</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7452</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>US/Eastern</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2380 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     site_id  building_id                    primary_use  square_feet  \\\n",
       "0      Site0            0                      Education         7432   \n",
       "1      Site0            1                      Education         2720   \n",
       "2      Site0            2                      Education         5376   \n",
       "3      Site0            3                      Education        23685   \n",
       "4      Site0            4                      Education       116607   \n",
       "...      ...          ...                            ...          ...   \n",
       "2375  Site15         1444  Entertainment/public assembly        19619   \n",
       "2376  Site15         1445                      Education         4298   \n",
       "2377  Site15         1446  Entertainment/public assembly        11265   \n",
       "2378  Site15         1447            Lodging/residential        29775   \n",
       "2379  Site15         1448                         Office        92271   \n",
       "\n",
       "      year_built  floor_count  meter  Data points   meter_type    timezone  \n",
       "0         2008.0          NaN      0         8784  Electricity  US/Eastern  \n",
       "1         2004.0          NaN      0         8784  Electricity  US/Eastern  \n",
       "2         1991.0          NaN      0         8784  Electricity  US/Eastern  \n",
       "3         2002.0          NaN      0         8784  Electricity  US/Eastern  \n",
       "4         1975.0          NaN      0         8784  Electricity  US/Eastern  \n",
       "...          ...          ...    ...          ...          ...         ...  \n",
       "2375      1914.0          NaN      0         7445  Electricity  US/Eastern  \n",
       "2376         NaN          NaN      0         7449  Electricity  US/Eastern  \n",
       "2377      1997.0          NaN      0         7472  Electricity  US/Eastern  \n",
       "2378      2001.0          NaN      0         7471  Electricity  US/Eastern  \n",
       "2379      2001.0          NaN      0         7452  Electricity  US/Eastern  \n",
       "\n",
       "[2380 rows x 10 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dataset=pd.read_excel('data/ashrae-energy-prediction/dataset_meta.xlsx', sheet_name='rawData', index_col=0)\n",
    "df_dataset = df_dataset.rename(columns={'meter_reading':'Data points'})\n",
    "df_dataset['site_id'] = 'Site' + df_dataset['site_id'].astype('str')\n",
    "df_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dataset['meter_type'] = df_dataset['meter_type'].replace({'Chilledwater':'Chilled water', 'Hotwater':'Hot water'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x756 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nr_rows = 3\n",
    "nr_cols = 2\n",
    "\n",
    "color = \"#1f77b4\"\n",
    "sns.set(font_scale = 1.15)\n",
    "sns.set_style(style='white')\n",
    "fig, axs = plt.subplots(nr_rows, nr_cols, figsize=(nr_cols*6,nr_rows*3.5))\n",
    "        \n",
    "#Fig 1: Data points of each meter type\n",
    "# Temporary dataset\n",
    "df_temp = df_dataset[['meter_type','Data points']].groupby('meter_type').sum().sort_values('Data points', ascending=False).reset_index()\n",
    "df_temp.rename(columns={'meter_type':'meter type'}, inplace=True)\n",
    "df_temp['Data points'] = df_temp['Data points']/10**6\n",
    "# Plot\n",
    "ax1 = sns.barplot(y=\"meter type\", x=\"Data points\", color= color, \n",
    "            data=df_temp,ax = axs[0][0])\n",
    "ax1.title.set_text(\"Meter type\")\n",
    "ax1.set(ylabel=\"\", xlabel=\"Data points (millions)\", xlim=(0, 1.5*10))\n",
    "# Adds percentage \n",
    "total = df_temp['Data points'].sum().sum()\n",
    "for p in ax1.patches:\n",
    "        percentage = '{:.1f}%'.format(100 * p.get_width()/total)\n",
    "        x = p.get_x() + p.get_width() + 0.05\n",
    "        y = p.get_y() + p.get_height()/1.7\n",
    "        ax1.annotate(percentage, (x, y))\n",
    "        \n",
    "#Fig 2: Data points of each primary use\n",
    "# Temporary dataset\n",
    "df_temp = df_dataset[['primary_use','Data points']].groupby('primary_use').sum().sort_values('Data points', ascending=False).reset_index().iloc[:10,:]\n",
    "df_temp.rename(columns={'primary_use':'primary use'}, inplace=True)\n",
    "df_temp['Data points'] = df_temp['Data points']/10**6\n",
    "# Plot\n",
    "ax2 = sns.barplot(y=\"primary use\", x=\"Data points\", color= color, \n",
    "            data=df_temp,ax = axs[0][1])\n",
    "ax2.title.set_text(\"Primary use\")\n",
    "ax2.set(ylabel=\"\", xlabel=\"Data points (millions)\", xlim=(0, 10))\n",
    "# Adds percentage \n",
    "total = df_temp['Data points'].sum().sum()\n",
    "for p in ax2.patches:\n",
    "        percentage = '{:.1f}%'.format(100 * p.get_width()/total)\n",
    "        x = p.get_x() + p.get_width() + 0.05\n",
    "        y = p.get_y() + p.get_height()/1.35\n",
    "        ax2.annotate(percentage, (x, y))\n",
    "        \n",
    "#Fig 3: Data points in each site\n",
    "# Temporary dataset\n",
    "df_temp = df_dataset[['site_id','Data points']].groupby('site_id').sum().sort_values('Data points', ascending=False).reset_index()\n",
    "df_temp.rename(columns={'site_id':'site id'}, inplace=True)\n",
    "df_temp['Data points'] = df_temp['Data points']/10**6\n",
    "# Plot\n",
    "ax3 = sns.barplot(y=\"site id\", x=\"Data points\", color= color, \n",
    "            data=df_temp,ax = axs[1][0])\n",
    "ax3.title.set_text(\"Site id\")\n",
    "ax3.set(ylabel=\"\", xlabel=\"Data points (millions)\", xlim=(0, 4))\n",
    "# Adds percentage \n",
    "total = df_temp['Data points'].sum().sum()\n",
    "for p in ax3.patches:\n",
    "        percentage = '{:.1f}%'.format(100 * p.get_width()/total)\n",
    "        x = p.get_x() + p.get_width() + 0.05\n",
    "        y = p.get_y() + p.get_height()/1\n",
    "        ax3.annotate(percentage, (x, y))\n",
    "        \n",
    "#Fig 4: Data points in each timezone\n",
    "# Temporary dataset\n",
    "df_temp = df_dataset[['timezone','Data points']].groupby('timezone').sum().sort_values('Data points', ascending=False).reset_index()\n",
    "df_temp.rename(columns={'timezone':'Timezone'}, inplace=True)\n",
    "df_temp['Data points'] = df_temp['Data points']/10**6\n",
    "# Plot\n",
    "ax4 = sns.barplot(y=\"Timezone\", x=\"Data points\", color= color, \n",
    "            data=df_temp,ax = axs[1][1])\n",
    "ax4.title.set_text(\"Timezone\")\n",
    "ax4.set(ylabel=\"\", xlabel=\"Data points (millions)\", xlim=(0, 10))\n",
    "# Adds percentage \n",
    "total = df_temp['Data points'].sum().sum()\n",
    "for p in ax4.patches:\n",
    "        percentage = '{:.1f}%'.format(100 * p.get_width()/total)\n",
    "        x = p.get_x() + p.get_width() + 0.05\n",
    "        y = p.get_y() + p.get_height()/1.4\n",
    "        ax4.annotate(percentage, (x, y))\n",
    "        \n",
    "#Fig 5: \n",
    "ax5 = sns.distplot(df_dataset['square_feet'], kde=False, bins=20, color= '#1f77b4', hist_kws=dict(alpha=1), ax = axs[2][0])\n",
    "ax5.title.set_text(\"Building area (Square feet)\")\n",
    "ax5.set(ylabel=\"Frequency\", xlabel=\"\")\n",
    "\n",
    "#Fig 6: \n",
    "ax6 = sns.distplot(df_dataset['year_built'], kde=False, bins=20, color= '#1f77b4', hist_kws=dict(alpha=1), ax = axs[2][1])\n",
    "ax6.title.set_text(\"Year built\")\n",
    "ax6.set(ylabel=\"Frequency\", xlabel=\"\")\n",
    "        \n",
    "plt.tight_layout()    \n",
    "fig.savefig(\"img/meta_summary.pdf\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Benchmarking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'baseline': {'rmsle': 2.8413786309110587}, '2std': {'rmsle': 2.8350654314815067}, 'aldi_vanilla': {'rmsle': 2.8336576991253355}, 'discord_vae': {'rmsle': 2.828975078264215}, 'discords_aldi_gmm_weight_D-gmm_max_5': {'rmsle': 2.665249075948446}}\n"
     ]
    }
   ],
   "source": [
    "algorithms = [\n",
    "    'baseline',\n",
    "    '2std',\n",
    "    'aldi_vanilla',\n",
    "    'discord_vae',\n",
    "    'discords_aldi_gmm_weight_D-gmm_max_5', # ID07-05\n",
    "]\n",
    "\n",
    "dict_time = {\n",
    "    'baseline': {'time': 480},\n",
    "    '2std': {'time': 1}, # TODO run std model , # 1 minute\n",
    "    'aldi_vanilla': {'time': 40},\n",
    "    'discords_aldi_gmm_weight_D-gmm_max_5': {'time': 8}, # ID07-05\n",
    "    'discord_vae': {'time': 32},    \n",
    "}\n",
    "\n",
    "tick_labels = [\n",
    "    'Kaggle winning team',\n",
    "    '2-Standard deviation',\n",
    "    'ALDI',\n",
    "    'VAE',\n",
    "    'ALDI++'\n",
    "]\n",
    "\n",
    "dict_algo = {}\n",
    "for algo in algorithms:\n",
    "    dict_algo[algo] = {}\n",
    "    dict_algo[algo]['rmsle'] = load_variable(f\"results/dict_results_forecasting_{algo}\")['all']\n",
    "    \n",
    "print(dict_algo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         comp 1    comp 2        comp 3        comp 4    comp 5        comp 6  \\\n",
      "0  4.608676e-24  0.000005  1.511788e-42  3.825385e-31  0.001920  1.231700e-30   \n",
      "1  5.809421e-24  0.000007  1.977093e-42  4.537886e-31  0.002069  1.614541e-30   \n",
      "2  7.319358e-24  0.000009  2.584649e-42  5.381965e-31  0.002230  2.115250e-30   \n",
      "3  9.217150e-24  0.000013  3.377649e-42  6.381711e-31  0.002401  2.769760e-30   \n",
      "4  1.160122e-23  0.000018  4.412306e-42  7.565580e-31  0.002585  3.624854e-30   \n",
      "\n",
      "     comp 7       gmm  \n",
      "0  0.215821  0.217745  \n",
      "1  0.247404  0.249480  \n",
      "2  0.282497  0.284736  \n",
      "3  0.321303  0.323717  \n",
      "4  0.364006  0.366608  \n"
     ]
    }
   ],
   "source": [
    "# First Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.04, 0.02\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "first_values = dist.rvs(100)\n",
    "\n",
    "# Second Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.08, 0.015\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "second_values = dist.rvs(150)\n",
    "\n",
    "# Third Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.14, 0.02\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "third_values = dist.rvs(50)\n",
    "\n",
    "# Forth Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.2, 0.04\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "forth_values = dist.rvs(100)\n",
    "\n",
    "# Fifth Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.45, 0.05\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "fifth_values = dist.rvs(100)\n",
    "\n",
    "# Sixth Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.5, 0.05\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "sixth_values = dist.rvs(100)\n",
    "\n",
    "# Seventh Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.7, 0.05\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "seventh_values = dist.rvs(100)\n",
    "\n",
    "# Eighth Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.75, 0.04\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "eighth_values = dist.rvs(100)\n",
    "\n",
    "# Ninth Bell\n",
    "a, b = 0, 1\n",
    "mu, sigma = 0.8, 0.08\n",
    "dist = stats.truncnorm((a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma)\n",
    "ninth_values = dist.rvs(100)\n",
    "\n",
    "values = np.concatenate([first_values, second_values, third_values, forth_values, fifth_values, sixth_values, seventh_values, eighth_values, ninth_values])\n",
    "\n",
    "train_data = values\n",
    "y_values = np.array([[val] for val in train_data])\n",
    "\n",
    "N = np.arange(1, 8) # Max number of gmm componentns\n",
    "models = [None for i in range(len(N))]\n",
    "for i in range(len(N)):\n",
    "    models[i] = GaussianMixture(N[i]).fit(y_values)\n",
    "        \n",
    "AIC = [m.aic(y_values) for m in models]\n",
    "\n",
    "best_gmm = models[np.argmin(AIC)]\n",
    "\n",
    "gmm_components = pd.DataFrame(columns=['component', \n",
    "                                       'gauss_mean',\n",
    "                                       'gauss_covariance'])\n",
    "gmm_components['component'] = list(range(0, best_gmm.n_components))\n",
    "gmm_components['gauss_mean'] = best_gmm.means_\n",
    "gmm_components['gauss_covariance'] = best_gmm.covariances_.reshape(-1,1)\n",
    "\n",
    "gmm = best_gmm\n",
    "x_values = np.linspace(0, 1, 1000)\n",
    "y_values = values\n",
    "\n",
    "logprob = gmm.score_samples(x_values.reshape(-1, 1))\n",
    "responsibilities = gmm.predict_proba(x_values.reshape(-1, 1))\n",
    "pdf = np.exp(logprob)\n",
    "df_pdf = pd.DataFrame(pdf)\n",
    "\n",
    "pdf_individual = responsibilities * pdf[:, np.newaxis]\n",
    "df_pdf_individual = pd.DataFrame(pdf_individual)\n",
    "\n",
    "df_pdf_individual['gmm'] = df_pdf\n",
    "df_pdf_individual = df_pdf_individual.rename(columns = {\n",
    "                                                0: 'comp 1',\n",
    "                                                1: 'comp 2',\n",
    "                                                2: 'comp 3',\n",
    "                                                3: 'comp 4',\n",
    "                                                4: 'comp 5',\n",
    "                                                5: 'comp 6',\n",
    "                                                6: 'comp 7'})\n",
    "print(df_pdf_individual.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "fontsize=35\n",
    "figure, axes = plt.subplots(1, 1, figsize=(16, 10))\n",
    "axes.set_xlabel('Values', fontsize=fontsize)\n",
    "axes.set_ylabel('Density', fontsize=fontsize)\n",
    "axes.tick_params(length=20, direction=\"inout\", labelsize=fontsize)\n",
    "\n",
    "df_pdf_individual[['comp 2', 'comp 7']].plot(ax=axes, color=['blue'], label='Non-discord')\n",
    "df_pdf_individual[['comp 1', 'comp 6', 'comp 3', 'comp 4', 'comp 5']].plot(ax=axes,\n",
    "                                                                 color=['r'], \n",
    "                                                                 label='Discord')\n",
    "\n",
    "df_pdf_individual[['gmm']].plot.area(ax=axes,\n",
    "                                     color=['black'],\n",
    "                                     alpha=0.2,\n",
    "                                     legend='GMM')\n",
    "\n",
    "axes.legend(fontsize=fontsize-10, ncol=2)\n",
    "plt.show()\n",
    "plt.tight_layout()\n",
    "figure.savefig(f'img/gmm-example.png', format='PNG')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification\n",
    "Look for classification matrices generated by the following notebooks:\n",
    "\n",
    "`classification_<model>.ipynb`\n",
    "\n",
    "Where model is one of the 2 benchmarked models: `aldi`, `aldipp`, `2sd`, `vae`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'baseline': {'rmsle': 2.8413786309110587}, '2std': {'rmsle': 2.8350654314815067}, 'aldi_vanilla': {'rmsle': 2.8336576991253355}, 'discord_vae': {'rmsle': 2.828975078264215}, 'discords_aldi_gmm_weight_D-gmm_max_5': {'rmsle': 2.665249075948446}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(dict_algo)\n",
    "\n",
    "forecasting_bubble(\n",
    "    merge({}, dict_algo, dict_time),\n",
    "    plot_name='forecasting_paper',\n",
    "    y_labels=tick_labels,\n",
    "    figsize=(16,7),\n",
    "    xlim=(2.6, 2.9),\n",
    "    fontsize=35,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}