From f1e1e36253eed3f7796b8aa73ffa97aead79358d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ma=C3=ABl=20Madon?= <mael.madon@irit.fr>
Date: Thu, 3 Feb 2022 11:36:38 +0100
Subject: [PATCH] analyse 2nd campaign

---
 analyse_campaign1.ipynb | 2157 ++++++++++++++++++++++++---------------
 analyse_campaign2.ipynb | 1156 +++++++++++++++++++++
 2 files changed, 2475 insertions(+), 838 deletions(-)
 create mode 100644 analyse_campaign2.ipynb

diff --git a/analyse_campaign1.ipynb b/analyse_campaign1.ipynb
index 9426a82..ed0b2fd 100644
--- a/analyse_campaign1.ipynb
+++ b/analyse_campaign1.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 61,
    "id": "yellow-parking",
    "metadata": {},
    "outputs": [],
@@ -22,8 +22,11 @@
     "import pandas as pd, json, numpy as np\n",
     "import os, random\n",
     "from scripts.util import * \n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "plt.rcParams[\"figure.figsize\"] = [15, 5]\n",
     "\n",
-    "OUT_DIR = f\"{ROOT_DIR}/out\""
+    "OUT_DIR = f\"{ROOT_DIR}/out1\""
    ]
   },
   {
@@ -69,6 +72,41 @@
     "plot_load_and_details(EXPE_DIR)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "disturbed-component",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/mmadon/demand-response-user/scripts/util.py:93: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
+      "  fig.savefig(expe_file + '_viz.png')\n",
+      "/nix/store/8nqifk7a8fq7cb4i9rhhs86bn7aqmmrs-python3.8-ipython-7.21.0/lib/python3.8/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
+      "  fig.canvas.print_figure(bytes_io, **kw)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize results\n",
+    "EXPE_DIR = f'{OUT_DIR}/expe1/replay_user_rigid_window1'\n",
+    "plot_load_and_details(EXPE_DIR)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 25,
@@ -316,25 +354,111 @@
    "id": "attractive-inspection",
    "metadata": {},
    "source": [
-    "## Summary all expes"
+    "## Summary all expes\n",
+    "Start be creating raw metrics for each individual experience."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 44,
    "id": "assumed-saver",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "nb_exp = 50\n",
+    "\n",
+    "def metrics(exp_num, behavior, window, window_size=None):\n",
+    "    \"\"\"Param window_size in case we want to compute metrics for a window\n",
+    "    size different than the file name.\"\"\"\n",
+    "    if window==0.5: \n",
+    "        expe_dir = f\"{OUT_DIR}/expe{exp_num}/{behavior}_window05\"\n",
+    "    else:\n",
+    "        expe_dir = f\"{OUT_DIR}/expe{exp_num}/{behavior}_window{window}\"\n",
+    "        \n",
+    "    if window_size != None:\n",
+    "        window = window_size\n",
+    "\n",
+    "    dm_window = [(24+12)*3600, (int) ((24+12+window)*3600)]\n",
+    "    observed_window = [(24+12)*3600, 72*3600] # From 12:00 on day2 to 24:00 on day3\n",
+    "    [inf, sup] = observed_window\n",
+    "    data = pandas.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "    data_in_window = data[(data.submission_time\n",
+    "                           >= inf) & (data.submission_time <= sup)]\n",
+    "    \n",
+    "    out = {}\n",
+    "    out['XP'] = exp_num\n",
+    "    out['dir'] = expe_dir\n",
+    "    out['behavior'] = behavior\n",
+    "    out['window'] = window\n",
+    "    out[\"makespan\"] = data_in_window[\"finish_time\"].max() - inf\n",
+    "    out[\"#jobs\"] = len(data_in_window.index)\n",
+    "    out['NRJ_before'] = energy_consumed_in([0, inf], expe_dir)\n",
+    "    out['NRJ_in'] = energy_consumed_in(dm_window, expe_dir)\n",
+    "    out['NRJ_after'] = energy_consumed_in([dm_window[1], sup], expe_dir)\n",
+    "    out[\"mean_waiting_time\"] = data_in_window[\"waiting_time\"].mean()\n",
+    "    out[\"max_waiting_time\"] = data_in_window[\"waiting_time\"].max()\n",
+    "    out[\"mean_slowdown\"] = data_in_window[\"stretch\"].mean()\n",
+    "    out[\"max_slowdown\"] = data_in_window[\"stretch\"].max()\n",
+    "    \n",
+    "    if behavior == \"dm_user_delay\":\n",
+    "        # Corrected waiting time and slowdown\n",
+    "        control_exp = pandas.read_csv(f\"{OUT_DIR}/expe{exp_num}/replay_user_rigid_window1/_jobs.csv\", \n",
+    "                                      index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "        original_submission_time = control_exp.loc[data_in_window.index][\"submission_time\"]\n",
+    "        starting_time = data_in_window[\"starting_time\"]\n",
+    "        finish_time = data_in_window[\"finish_time\"]\n",
+    "        execution_time = data_in_window[\"execution_time\"]\n",
+    "        \n",
+    "        corrected_wtime = starting_time - original_submission_time\n",
+    "        corrected_sdown = (finish_time - original_submission_time) / execution_time\n",
+    "        \n",
+    "        out[\"mean_corrected_wtime\"] = corrected_wtime.mean()\n",
+    "        out[\"max_corrected_wtime\"] = corrected_wtime.max()\n",
+    "        out[\"mean_corrected_sdown\"] = corrected_sdown.mean()\n",
+    "        out[\"max_corrected_sdown\"] = corrected_sdown.max()\n",
+    "    \n",
+    "    return out\n",
+    "\n",
+    "def pct_change(a, b):\n",
+    "    \"\"\"a + pct_change(a, b) * a = b\"\"\"\n",
+    "    return (b / a - 1) * 100 \n",
+    "\n",
+    "def metrics_relative(control_dict, current_dict):\n",
+    "    res = {}\n",
+    "    res['XP'], res['window'], res['behavior'] = current_dict['XP'], current_dict['window'], current_dict['behavior']\n",
+    "    for metric in [\"#jobs\", \"NRJ_in\", \"NRJ_after\", \"max_slowdown\", \"max_waiting_time\", \"mean_slowdown\", \n",
+    "                   \"mean_waiting_time\"]: \n",
+    "                    #\"max_corrected_sdown\", \"max_corrected_wtime\", \"mean_corrected_sdown\", \"mean_corrected_wtime\"]:\n",
+    "        res[metric] = pct_change(control_dict[metric], current_dict[metric])\n",
+    "    return res\n",
+    "\n",
+    "summary = pd.DataFrame()\n",
+    "summary_relative = pd.DataFrame()\n",
+    "\n",
+    "for xp in range(nb_exp):\n",
+    "    for window_size in [.5, 1, 2, 4]:\n",
+    "        # Control expe\n",
+    "        behavior, window = \"replay_user_rigid\", 1\n",
+    "        control_exp_metrics = metrics(xp, behavior, window, window_size)\n",
+    "        summary = summary.append(control_exp_metrics, ignore_index=True)\n",
+    "\n",
+    "        # Other expe\n",
+    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
+    "            current_exp_metrics = metrics(xp, behavior, window_size)\n",
+    "            summary = summary.append(current_exp_metrics, ignore_index=True)\n",
+    "            summary_relative = summary_relative.append(metrics_relative(control_exp_metrics, current_exp_metrics), \n",
+    "                                                       ignore_index=True)\n",
+    "            \n",
+    "summary.to_csv(f\"{OUT_DIR}/metrics_campaign1.csv\")\n",
+    "summary_relative.to_csv(f\"{OUT_DIR}/metrics_relative_campaign1.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "extended-minutes",
+   "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/nix/store/8nqifk7a8fq7cb4i9rhhs86bn7aqmmrs-python3.8-ipython-7.21.0/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3357: DtypeWarning: Columns (2) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-      "  if (await self.run_code(code, result,  async_=asy)):\n",
-      "/nix/store/8nqifk7a8fq7cb4i9rhhs86bn7aqmmrs-python3.8-ipython-7.21.0/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3357: DtypeWarning: Columns (2) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-      "  if (await self.run_code(code, result,  async_=asy)):\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -356,7 +480,11 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
        "      <th>#jobs</th>\n",
+       "      <th>NRJ_after</th>\n",
+       "      <th>NRJ_before</th>\n",
+       "      <th>NRJ_in</th>\n",
        "      <th>XP</th>\n",
        "      <th>behavior</th>\n",
        "      <th>dir</th>\n",
@@ -366,617 +494,335 @@
        "      <th>mean_slowdown</th>\n",
        "      <th>mean_waiting_time</th>\n",
        "      <th>window</th>\n",
+       "      <th>max_corrected_sdown</th>\n",
+       "      <th>max_corrected_wtime</th>\n",
+       "      <th>mean_corrected_sdown</th>\n",
+       "      <th>mean_corrected_wtime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>195.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>28043.0</td>\n",
+       "      <td>789.705831</td>\n",
+       "      <td>579.753940</td>\n",
+       "      <td>11.180394</td>\n",
        "      <td>0.0</td>\n",
        "      <td>replay_user_rigid</td>\n",
        "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
-       "      <td>116735.000001</td>\n",
-       "      <td>3457.9</td>\n",
-       "      <td>34874.000001</td>\n",
-       "      <td>26.183337</td>\n",
-       "      <td>8367.174360</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>115507.000001</td>\n",
-       "      <td>3390.0</td>\n",
-       "      <td>33890.000001</td>\n",
-       "      <td>22.591526</td>\n",
-       "      <td>5209.225642</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>115507.000001</td>\n",
-       "      <td>3390.0</td>\n",
-       "      <td>33890.000001</td>\n",
-       "      <td>23.169479</td>\n",
-       "      <td>5174.158975</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>78.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>115507.000001</td>\n",
-       "      <td>3390.0</td>\n",
-       "      <td>33890.000001</td>\n",
-       "      <td>51.972040</td>\n",
-       "      <td>8424.717950</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>116735.000001</td>\n",
-       "      <td>3457.9</td>\n",
-       "      <td>34749.000001</td>\n",
-       "      <td>25.983370</td>\n",
-       "      <td>8144.969232</td>\n",
+       "      <td>238859.000002</td>\n",
+       "      <td>6357.9</td>\n",
+       "      <td>64604.000002</td>\n",
+       "      <td>64.499457</td>\n",
+       "      <td>5030.108405</td>\n",
        "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>164825.000002</td>\n",
-       "      <td>91.4</td>\n",
-       "      <td>10203.000001</td>\n",
-       "      <td>2.605214</td>\n",
-       "      <td>2310.251282</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>85351.000000</td>\n",
-       "      <td>181.3</td>\n",
-       "      <td>10161.000000</td>\n",
-       "      <td>4.198990</td>\n",
-       "      <td>2302.451282</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>195.0</td>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>28043.0</td>\n",
+       "      <td>778.526801</td>\n",
+       "      <td>579.753940</td>\n",
+       "      <td>22.359424</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>115507.000001</td>\n",
-       "      <td>3336.2</td>\n",
-       "      <td>33362.000001</td>\n",
-       "      <td>23.974781</td>\n",
-       "      <td>6635.117950</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
+       "      <td>238859.000002</td>\n",
+       "      <td>6357.9</td>\n",
+       "      <td>64604.000002</td>\n",
+       "      <td>64.499457</td>\n",
+       "      <td>5030.108405</td>\n",
        "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>164825.000002</td>\n",
-       "      <td>91.4</td>\n",
-       "      <td>10203.000001</td>\n",
-       "      <td>2.605214</td>\n",
-       "      <td>2310.251282</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>85351.000000</td>\n",
-       "      <td>181.3</td>\n",
-       "      <td>10184.000001</td>\n",
-       "      <td>4.199048</td>\n",
-       "      <td>2302.594872</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>28043.0</td>\n",
+       "      <td>756.098516</td>\n",
+       "      <td>579.753940</td>\n",
+       "      <td>44.787709</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
+       "      <td>238859.000002</td>\n",
+       "      <td>6357.9</td>\n",
+       "      <td>64604.000002</td>\n",
+       "      <td>64.499457</td>\n",
+       "      <td>5030.108405</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>195.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>164825.000002</td>\n",
-       "      <td>91.4</td>\n",
-       "      <td>10203.000001</td>\n",
-       "      <td>2.605214</td>\n",
-       "      <td>2310.251282</td>\n",
-       "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>195.0</td>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>28043.0</td>\n",
+       "      <td>710.965249</td>\n",
+       "      <td>579.753940</td>\n",
+       "      <td>89.920976</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
-       "      <td>85351.000000</td>\n",
-       "      <td>181.3</td>\n",
-       "      <td>10184.000001</td>\n",
-       "      <td>4.199048</td>\n",
-       "      <td>2302.594872</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
+       "      <td>238859.000002</td>\n",
+       "      <td>6357.9</td>\n",
+       "      <td>64604.000002</td>\n",
+       "      <td>64.499457</td>\n",
+       "      <td>5030.108405</td>\n",
        "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>28043.0</td>\n",
+       "      <td>789.125107</td>\n",
+       "      <td>579.753940</td>\n",
+       "      <td>11.213258</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
+       "      <td>dm_user_reconfig</td>\n",
        "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>237963.000002</td>\n",
+       "      <td>6495.1</td>\n",
+       "      <td>66039.000002</td>\n",
+       "      <td>60.758208</td>\n",
+       "      <td>4704.192526</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>replay_user_rigid</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/re...</td>\n",
-       "      <td>76194.000000</td>\n",
-       "      <td>792.8</td>\n",
-       "      <td>9754.000000</td>\n",
-       "      <td>57.343964</td>\n",
-       "      <td>5356.784314</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>88544.000000</td>\n",
-       "      <td>789.0</td>\n",
-       "      <td>9691.000000</td>\n",
-       "      <td>57.339464</td>\n",
-       "      <td>5251.898693</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>76091.000000</td>\n",
-       "      <td>775.7</td>\n",
-       "      <td>9430.000000</td>\n",
-       "      <td>56.638181</td>\n",
-       "      <td>5192.581699</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>235.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>74471.000000</td>\n",
-       "      <td>576.5</td>\n",
-       "      <td>7880.000000</td>\n",
-       "      <td>28.718740</td>\n",
-       "      <td>3680.102128</td>\n",
-       "      <td>0.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>995</td>\n",
+       "      <td>8110.0</td>\n",
+       "      <td>339.913889</td>\n",
+       "      <td>450.746479</td>\n",
+       "      <td>34.395188</td>\n",
+       "      <td>49.0</td>\n",
        "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>76041.000000</td>\n",
-       "      <td>708.3</td>\n",
-       "      <td>8891.000001</td>\n",
-       "      <td>52.341284</td>\n",
-       "      <td>4926.758170</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe49/d...</td>\n",
+       "      <td>210705.000000</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>191.000000</td>\n",
+       "      <td>1.117718</td>\n",
+       "      <td>9.185820</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>6624.0</td>\n",
+       "      <td>1.117976</td>\n",
+       "      <td>12.446486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>996</td>\n",
+       "      <td>8110.0</td>\n",
+       "      <td>313.354379</td>\n",
+       "      <td>450.746479</td>\n",
+       "      <td>61.724142</td>\n",
+       "      <td>49.0</td>\n",
        "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>108861.000000</td>\n",
-       "      <td>422.1</td>\n",
-       "      <td>5974.000000</td>\n",
-       "      <td>31.220949</td>\n",
-       "      <td>2881.483660</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe49/d...</td>\n",
+       "      <td>210705.000000</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>203.000000</td>\n",
+       "      <td>1.114676</td>\n",
+       "      <td>8.929840</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>997</th>\n",
+       "      <td>997</td>\n",
+       "      <td>8110.0</td>\n",
+       "      <td>313.354379</td>\n",
+       "      <td>450.746479</td>\n",
+       "      <td>61.724142</td>\n",
+       "      <td>49.0</td>\n",
        "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>71588.000000</td>\n",
-       "      <td>310.7</td>\n",
-       "      <td>4877.000000</td>\n",
-       "      <td>23.562463</td>\n",
-       "      <td>2100.042484</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe49/d...</td>\n",
+       "      <td>210705.000000</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>203.000000</td>\n",
+       "      <td>1.114676</td>\n",
+       "      <td>8.929840</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>998</th>\n",
+       "      <td>998</td>\n",
+       "      <td>8094.0</td>\n",
+       "      <td>313.150663</td>\n",
+       "      <td>450.746479</td>\n",
+       "      <td>61.513969</td>\n",
+       "      <td>49.0</td>\n",
        "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe49/d...</td>\n",
+       "      <td>210705.000000</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>211.000000</td>\n",
+       "      <td>1.113688</td>\n",
+       "      <td>9.477391</td>\n",
+       "      <td>4.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>999</th>\n",
+       "      <td>999</td>\n",
+       "      <td>8110.0</td>\n",
+       "      <td>314.647222</td>\n",
+       "      <td>450.746479</td>\n",
+       "      <td>61.514632</td>\n",
+       "      <td>49.0</td>\n",
        "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>70159.000000</td>\n",
-       "      <td>318.5</td>\n",
-       "      <td>7683.000000</td>\n",
-       "      <td>3.934522</td>\n",
-       "      <td>409.728759</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>111755.000000</td>\n",
-       "      <td>744.1</td>\n",
-       "      <td>9246.000000</td>\n",
-       "      <td>53.474513</td>\n",
-       "      <td>4889.732026</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>73337.000000</td>\n",
-       "      <td>507.9</td>\n",
-       "      <td>6922.000000</td>\n",
-       "      <td>36.988811</td>\n",
-       "      <td>3314.843137</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>111758.000000</td>\n",
-       "      <td>744.8</td>\n",
-       "      <td>9250.000000</td>\n",
-       "      <td>53.524114</td>\n",
-       "      <td>4894.163399</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>306.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>73337.000000</td>\n",
-       "      <td>507.9</td>\n",
-       "      <td>6922.000000</td>\n",
-       "      <td>36.988811</td>\n",
-       "      <td>3314.843137</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe49/d...</td>\n",
+       "      <td>210705.000000</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>210.000000</td>\n",
+       "      <td>1.136100</td>\n",
+       "      <td>9.744760</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>192.233333</td>\n",
+       "      <td>13824.0</td>\n",
+       "      <td>1.160964</td>\n",
+       "      <td>25.009248</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>1000 rows × 18 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "    #jobs   XP           behavior  \\\n",
-       "0   195.0  0.0  replay_user_rigid   \n",
-       "1   195.0  0.0   dm_user_reconfig   \n",
-       "2   195.0  0.0     dm_user_degrad   \n",
-       "3    78.0  0.0    dm_user_renonce   \n",
-       "4   195.0  0.0      dm_user_delay   \n",
-       "5   195.0  0.0   dm_user_reconfig   \n",
-       "6   195.0  0.0     dm_user_degrad   \n",
-       "7     0.0  0.0    dm_user_renonce   \n",
-       "8   195.0  0.0      dm_user_delay   \n",
-       "9   195.0  0.0   dm_user_reconfig   \n",
-       "10  195.0  0.0     dm_user_degrad   \n",
-       "11    0.0  0.0    dm_user_renonce   \n",
-       "12    0.0  0.0      dm_user_delay   \n",
-       "13  195.0  0.0   dm_user_reconfig   \n",
-       "14  195.0  0.0     dm_user_degrad   \n",
-       "15    0.0  0.0    dm_user_renonce   \n",
-       "16    0.0  0.0      dm_user_delay   \n",
-       "17  306.0  1.0  replay_user_rigid   \n",
-       "18  306.0  1.0   dm_user_reconfig   \n",
-       "19  306.0  1.0     dm_user_degrad   \n",
-       "20  235.0  1.0    dm_user_renonce   \n",
-       "21  306.0  1.0      dm_user_delay   \n",
-       "22  306.0  1.0   dm_user_reconfig   \n",
-       "23  306.0  1.0     dm_user_degrad   \n",
-       "24    0.0  1.0    dm_user_renonce   \n",
-       "25  306.0  1.0      dm_user_delay   \n",
-       "26  306.0  1.0   dm_user_reconfig   \n",
-       "27  306.0  1.0     dm_user_degrad   \n",
-       "28    0.0  1.0    dm_user_renonce   \n",
-       "29    0.0  1.0      dm_user_delay   \n",
-       "30  306.0  1.0   dm_user_reconfig   \n",
-       "31  306.0  1.0     dm_user_degrad   \n",
-       "32    0.0  1.0    dm_user_renonce   \n",
-       "33    0.0  1.0      dm_user_delay   \n",
+       "     Unnamed: 0    #jobs   NRJ_after  NRJ_before     NRJ_in    XP  \\\n",
+       "0             0  28043.0  789.705831  579.753940  11.180394   0.0   \n",
+       "1             1  28043.0  778.526801  579.753940  22.359424   0.0   \n",
+       "2             2  28043.0  756.098516  579.753940  44.787709   0.0   \n",
+       "3             3  28043.0  710.965249  579.753940  89.920976   0.0   \n",
+       "4             4  28043.0  789.125107  579.753940  11.213258   0.0   \n",
+       "..          ...      ...         ...         ...        ...   ...   \n",
+       "995         995   8110.0  339.913889  450.746479  34.395188  49.0   \n",
+       "996         996   8110.0  313.354379  450.746479  61.724142  49.0   \n",
+       "997         997   8110.0  313.354379  450.746479  61.724142  49.0   \n",
+       "998         998   8094.0  313.150663  450.746479  61.513969  49.0   \n",
+       "999         999   8110.0  314.647222  450.746479  61.514632  49.0   \n",
+       "\n",
+       "              behavior                                                dir  \\\n",
+       "0    replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "1    replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "2    replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "3    replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "4     dm_user_reconfig  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "..                 ...                                                ...   \n",
+       "995      dm_user_delay  /home/mmadon/demand-response-user/out/expe49/d...   \n",
+       "996   dm_user_reconfig  /home/mmadon/demand-response-user/out/expe49/d...   \n",
+       "997     dm_user_degrad  /home/mmadon/demand-response-user/out/expe49/d...   \n",
+       "998    dm_user_renonce  /home/mmadon/demand-response-user/out/expe49/d...   \n",
+       "999      dm_user_delay  /home/mmadon/demand-response-user/out/expe49/d...   \n",
+       "\n",
+       "          makespan  max_slowdown  max_waiting_time  mean_slowdown  \\\n",
+       "0    238859.000002        6357.9      64604.000002      64.499457   \n",
+       "1    238859.000002        6357.9      64604.000002      64.499457   \n",
+       "2    238859.000002        6357.9      64604.000002      64.499457   \n",
+       "3    238859.000002        6357.9      64604.000002      64.499457   \n",
+       "4    237963.000002        6495.1      66039.000002      60.758208   \n",
+       "..             ...           ...               ...            ...   \n",
+       "995  210705.000000          16.0        191.000000       1.117718   \n",
+       "996  210705.000000          16.0        203.000000       1.114676   \n",
+       "997  210705.000000          16.0        203.000000       1.114676   \n",
+       "998  210705.000000          16.0        211.000000       1.113688   \n",
+       "999  210705.000000          16.0        210.000000       1.136100   \n",
        "\n",
-       "                                                  dir       makespan  \\\n",
-       "0   /home/mmadon/demand-response-user/out/expe0/re...  116735.000001   \n",
-       "1   /home/mmadon/demand-response-user/out/expe0/dm...  115507.000001   \n",
-       "2   /home/mmadon/demand-response-user/out/expe0/dm...  115507.000001   \n",
-       "3   /home/mmadon/demand-response-user/out/expe0/dm...  115507.000001   \n",
-       "4   /home/mmadon/demand-response-user/out/expe0/dm...  116735.000001   \n",
-       "5   /home/mmadon/demand-response-user/out/expe0/dm...  164825.000002   \n",
-       "6   /home/mmadon/demand-response-user/out/expe0/dm...   85351.000000   \n",
-       "7   /home/mmadon/demand-response-user/out/expe0/dm...            NaN   \n",
-       "8   /home/mmadon/demand-response-user/out/expe0/dm...  115507.000001   \n",
-       "9   /home/mmadon/demand-response-user/out/expe0/dm...  164825.000002   \n",
-       "10  /home/mmadon/demand-response-user/out/expe0/dm...   85351.000000   \n",
-       "11  /home/mmadon/demand-response-user/out/expe0/dm...            NaN   \n",
-       "12  /home/mmadon/demand-response-user/out/expe0/dm...            NaN   \n",
-       "13  /home/mmadon/demand-response-user/out/expe0/dm...  164825.000002   \n",
-       "14  /home/mmadon/demand-response-user/out/expe0/dm...   85351.000000   \n",
-       "15  /home/mmadon/demand-response-user/out/expe0/dm...            NaN   \n",
-       "16  /home/mmadon/demand-response-user/out/expe0/dm...            NaN   \n",
-       "17  /home/mmadon/demand-response-user/out/expe1/re...   76194.000000   \n",
-       "18  /home/mmadon/demand-response-user/out/expe1/dm...   88544.000000   \n",
-       "19  /home/mmadon/demand-response-user/out/expe1/dm...   76091.000000   \n",
-       "20  /home/mmadon/demand-response-user/out/expe1/dm...   74471.000000   \n",
-       "21  /home/mmadon/demand-response-user/out/expe1/dm...   76041.000000   \n",
-       "22  /home/mmadon/demand-response-user/out/expe1/dm...  108861.000000   \n",
-       "23  /home/mmadon/demand-response-user/out/expe1/dm...   71588.000000   \n",
-       "24  /home/mmadon/demand-response-user/out/expe1/dm...            NaN   \n",
-       "25  /home/mmadon/demand-response-user/out/expe1/dm...   70159.000000   \n",
-       "26  /home/mmadon/demand-response-user/out/expe1/dm...  111755.000000   \n",
-       "27  /home/mmadon/demand-response-user/out/expe1/dm...   73337.000000   \n",
-       "28  /home/mmadon/demand-response-user/out/expe1/dm...            NaN   \n",
-       "29  /home/mmadon/demand-response-user/out/expe1/dm...            NaN   \n",
-       "30  /home/mmadon/demand-response-user/out/expe1/dm...  111758.000000   \n",
-       "31  /home/mmadon/demand-response-user/out/expe1/dm...   73337.000000   \n",
-       "32  /home/mmadon/demand-response-user/out/expe1/dm...            NaN   \n",
-       "33  /home/mmadon/demand-response-user/out/expe1/dm...            NaN   \n",
+       "     mean_waiting_time  window  max_corrected_sdown  max_corrected_wtime  \\\n",
+       "0          5030.108405     0.5                  NaN                  NaN   \n",
+       "1          5030.108405     1.0                  NaN                  NaN   \n",
+       "2          5030.108405     2.0                  NaN                  NaN   \n",
+       "3          5030.108405     4.0                  NaN                  NaN   \n",
+       "4          4704.192526     0.5                  NaN                  NaN   \n",
+       "..                 ...     ...                  ...                  ...   \n",
+       "995           9.185820     2.0            16.000000               6624.0   \n",
+       "996           8.929840     4.0                  NaN                  NaN   \n",
+       "997           8.929840     4.0                  NaN                  NaN   \n",
+       "998           9.477391     4.0                  NaN                  NaN   \n",
+       "999           9.744760     4.0           192.233333              13824.0   \n",
        "\n",
-       "    max_slowdown  max_waiting_time  mean_slowdown  mean_waiting_time  window  \n",
-       "0         3457.9      34874.000001      26.183337        8367.174360     1.0  \n",
-       "1         3390.0      33890.000001      22.591526        5209.225642     0.5  \n",
-       "2         3390.0      33890.000001      23.169479        5174.158975     0.5  \n",
-       "3         3390.0      33890.000001      51.972040        8424.717950     0.5  \n",
-       "4         3457.9      34749.000001      25.983370        8144.969232     0.5  \n",
-       "5           91.4      10203.000001       2.605214        2310.251282     1.0  \n",
-       "6          181.3      10161.000000       4.198990        2302.451282     1.0  \n",
-       "7            NaN               NaN            NaN                NaN     1.0  \n",
-       "8         3336.2      33362.000001      23.974781        6635.117950     1.0  \n",
-       "9           91.4      10203.000001       2.605214        2310.251282     2.0  \n",
-       "10         181.3      10184.000001       4.199048        2302.594872     2.0  \n",
-       "11           NaN               NaN            NaN                NaN     2.0  \n",
-       "12           NaN               NaN            NaN                NaN     2.0  \n",
-       "13          91.4      10203.000001       2.605214        2310.251282     4.0  \n",
-       "14         181.3      10184.000001       4.199048        2302.594872     4.0  \n",
-       "15           NaN               NaN            NaN                NaN     4.0  \n",
-       "16           NaN               NaN            NaN                NaN     4.0  \n",
-       "17         792.8       9754.000000      57.343964        5356.784314     1.0  \n",
-       "18         789.0       9691.000000      57.339464        5251.898693     0.5  \n",
-       "19         775.7       9430.000000      56.638181        5192.581699     0.5  \n",
-       "20         576.5       7880.000000      28.718740        3680.102128     0.5  \n",
-       "21         708.3       8891.000001      52.341284        4926.758170     0.5  \n",
-       "22         422.1       5974.000000      31.220949        2881.483660     1.0  \n",
-       "23         310.7       4877.000000      23.562463        2100.042484     1.0  \n",
-       "24           NaN               NaN            NaN                NaN     1.0  \n",
-       "25         318.5       7683.000000       3.934522         409.728759     1.0  \n",
-       "26         744.1       9246.000000      53.474513        4889.732026     2.0  \n",
-       "27         507.9       6922.000000      36.988811        3314.843137     2.0  \n",
-       "28           NaN               NaN            NaN                NaN     2.0  \n",
-       "29           NaN               NaN            NaN                NaN     2.0  \n",
-       "30         744.8       9250.000000      53.524114        4894.163399     4.0  \n",
-       "31         507.9       6922.000000      36.988811        3314.843137     4.0  \n",
-       "32           NaN               NaN            NaN                NaN     4.0  \n",
-       "33           NaN               NaN            NaN                NaN     4.0  "
+       "     mean_corrected_sdown  mean_corrected_wtime  \n",
+       "0                     NaN                   NaN  \n",
+       "1                     NaN                   NaN  \n",
+       "2                     NaN                   NaN  \n",
+       "3                     NaN                   NaN  \n",
+       "4                     NaN                   NaN  \n",
+       "..                    ...                   ...  \n",
+       "995              1.117976             12.446486  \n",
+       "996                   NaN                   NaN  \n",
+       "997                   NaN                   NaN  \n",
+       "998                   NaN                   NaN  \n",
+       "999              1.160964             25.009248  \n",
+       "\n",
+       "[1000 rows x 18 columns]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "nb_exp = 2\n",
-    "\n",
-    "def metrics(exp_num, behavior, window):\n",
-    "    if window==0.5: \n",
-    "        expe_dir = f\"{OUT_DIR}/expe{exp_num}/{behavior}_window05\"\n",
-    "    else:\n",
-    "        expe_dir = f\"{OUT_DIR}/expe{exp_num}/{behavior}_window{window}\"\n",
-    "        \n",
-    "    dm_window = [(24+12)*3600, (int) ((24+12+window_size)*3600)]\n",
-    "    [inf, sup] = dm_window\n",
-    "    data = pandas.read_csv(f\"{expe_dir}/_jobs.csv\")\n",
-    "    data_in_window = data[(data.submission_time\n",
-    "                           >= inf) & (data.submission_time <= sup)]\n",
-    "\n",
-    "    out = {}\n",
-    "    out['XP'] = exp_num\n",
-    "    out['dir'] = expe_dir\n",
-    "    out['behavior'] = behavior\n",
-    "    out['window'] = window\n",
-    "    out[\"makespan\"] = data_in_window[\"finish_time\"].max() - inf\n",
-    "    out[\"#jobs\"] = len(data_in_window.index)\n",
-    "    out[\"mean_waiting_time\"] = data_in_window[\"waiting_time\"].mean()\n",
-    "    out[\"max_waiting_time\"] = data_in_window[\"waiting_time\"].max()\n",
-    "    out[\"mean_slowdown\"] = data_in_window[\"stretch\"].mean()\n",
-    "    out[\"max_slowdown\"] = data_in_window[\"stretch\"].max()\n",
-    "\n",
-    "    return out\n",
-    "\n",
-    "summary = pd.DataFrame()\n",
-    "\n",
-    "for xp in range(nb_exp):\n",
-    "    behavior, window = \"replay_user_rigid\", 1\n",
-    "    summary = summary.append(metrics(xp, behavior, window), ignore_index=True)\n",
-    "\n",
-    "    for window in [.5, 1, 2, 4]:\n",
-    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
-    "            summary = summary.append(metrics(xp, behavior, window), ignore_index=True)\n",
-    "    \n",
+    "summary = pandas.read_csv(f\"{OUT_DIR}/metrics_campaign1.csv\")\n",
     "summary"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "ready-chemistry",
-   "metadata": {},
+   "execution_count": 34,
+   "id": "intended-peoples",
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
@@ -999,362 +845,997 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>#jobs</th>\n",
+       "      <th>NRJ_after</th>\n",
+       "      <th>NRJ_before</th>\n",
+       "      <th>NRJ_in</th>\n",
        "      <th>XP</th>\n",
-       "      <th>dir</th>\n",
-       "      <th>behavior</th>\n",
+       "      <th>makespan</th>\n",
+       "      <th>max_slowdown</th>\n",
+       "      <th>max_waiting_time</th>\n",
+       "      <th>mean_slowdown</th>\n",
+       "      <th>mean_waiting_time</th>\n",
+       "      <th>max_corrected_sdown</th>\n",
+       "      <th>max_corrected_wtime</th>\n",
+       "      <th>mean_corrected_sdown</th>\n",
+       "      <th>mean_corrected_wtime</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>window</th>\n",
+       "      <th>behavior</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>replay_user_rigid</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>05</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>4</td>\n",
+       "      <th rowspan=\"5\" valign=\"top\">0.5</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>495</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>554.334834</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>7.529895</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207974.300000</td>\n",
+       "      <td>2216.447667</td>\n",
+       "      <td>28838.520000</td>\n",
+       "      <td>25.115549</td>\n",
+       "      <td>3882.445330</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>4</td>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>497</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>557.822019</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>7.361968</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207963.420000</td>\n",
+       "      <td>2290.920667</td>\n",
+       "      <td>28957.280001</td>\n",
+       "      <td>26.337774</td>\n",
+       "      <td>3989.075505</td>\n",
+       "      <td>2305.063389</td>\n",
+       "      <td>29211.060000</td>\n",
+       "      <td>26.456095</td>\n",
+       "      <td>3999.589056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>494</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>556.801597</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>7.533523</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208132.800000</td>\n",
+       "      <td>2210.439667</td>\n",
+       "      <td>29106.600000</td>\n",
+       "      <td>25.780279</td>\n",
+       "      <td>3937.488178</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>replay_user_rigid</td>\n",
-       "      <td>1</td>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>496</td>\n",
+       "      <td>11840.56</td>\n",
+       "      <td>550.483678</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>7.361887</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207971.040000</td>\n",
+       "      <td>2153.636667</td>\n",
+       "      <td>28713.520000</td>\n",
+       "      <td>25.414183</td>\n",
+       "      <td>3888.606076</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>05</td>\n",
+       "      <th>replay_user_rigid</th>\n",
+       "      <td>490</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>557.614130</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>7.579562</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208291.700000</td>\n",
+       "      <td>2260.409333</td>\n",
+       "      <td>28883.460000</td>\n",
+       "      <td>25.778901</td>\n",
+       "      <td>3942.227365</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>05</td>\n",
+       "      <th rowspan=\"5\" valign=\"top\">1.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>499</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>545.091683</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>14.990186</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207622.080000</td>\n",
+       "      <td>2088.008667</td>\n",
+       "      <td>27378.820000</td>\n",
+       "      <td>25.561628</td>\n",
+       "      <td>3948.316307</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>05</td>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>501</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>550.955129</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>14.396937</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208232.300000</td>\n",
+       "      <td>2212.403000</td>\n",
+       "      <td>28348.780001</td>\n",
+       "      <td>25.428240</td>\n",
+       "      <td>3943.320309</td>\n",
+       "      <td>2260.382786</td>\n",
+       "      <td>28990.180001</td>\n",
+       "      <td>25.917663</td>\n",
+       "      <td>3989.724489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>498</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>549.002592</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>15.005333</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208354.060000</td>\n",
+       "      <td>2161.122667</td>\n",
+       "      <td>28440.540000</td>\n",
+       "      <td>25.993999</td>\n",
+       "      <td>4067.568298</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>05</td>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>500</td>\n",
+       "      <td>11695.00</td>\n",
+       "      <td>538.526501</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>14.397120</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207207.160000</td>\n",
+       "      <td>1955.960667</td>\n",
+       "      <td>25957.260000</td>\n",
+       "      <td>25.771868</td>\n",
+       "      <td>3799.359541</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>1</td>\n",
+       "      <th>replay_user_rigid</th>\n",
+       "      <td>491</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>550.002727</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>15.190965</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208291.700000</td>\n",
+       "      <td>2260.409333</td>\n",
+       "      <td>28883.460000</td>\n",
+       "      <td>25.778901</td>\n",
+       "      <td>3942.227365</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>1</td>\n",
+       "      <th rowspan=\"5\" valign=\"top\">2.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>503</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>527.060549</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>29.446034</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207488.240000</td>\n",
+       "      <td>2032.226667</td>\n",
+       "      <td>27010.400000</td>\n",
+       "      <td>24.969654</td>\n",
+       "      <td>3904.641821</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>1</td>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>505</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>538.860034</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>27.547346</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208075.080001</td>\n",
+       "      <td>2192.950667</td>\n",
+       "      <td>29106.180002</td>\n",
+       "      <td>29.324218</td>\n",
+       "      <td>4304.356133</td>\n",
+       "      <td>2329.677000</td>\n",
+       "      <td>30876.100003</td>\n",
+       "      <td>31.317521</td>\n",
+       "      <td>4483.528711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>502</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>534.031111</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>29.502133</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208709.420000</td>\n",
+       "      <td>2149.209000</td>\n",
+       "      <td>28115.460000</td>\n",
+       "      <td>25.607121</td>\n",
+       "      <td>4050.972632</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>1</td>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>504</td>\n",
+       "      <td>11468.14</td>\n",
+       "      <td>516.061379</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>27.547490</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>206827.400000</td>\n",
+       "      <td>1817.371000</td>\n",
+       "      <td>25280.920000</td>\n",
+       "      <td>25.008167</td>\n",
+       "      <td>3734.018239</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>2</td>\n",
+       "      <th>replay_user_rigid</th>\n",
+       "      <td>492</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>535.021874</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>30.171818</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208291.700000</td>\n",
+       "      <td>2260.409333</td>\n",
+       "      <td>28883.460000</td>\n",
+       "      <td>25.778901</td>\n",
+       "      <td>3942.227365</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>2</td>\n",
+       "      <th rowspan=\"5\" valign=\"top\">4.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>507</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>491.321130</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>57.474996</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>207627.880000</td>\n",
+       "      <td>1940.266667</td>\n",
+       "      <td>26348.720000</td>\n",
+       "      <td>24.430357</td>\n",
+       "      <td>3852.612914</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>2</td>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>509</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>515.958901</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>50.823585</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208053.500001</td>\n",
+       "      <td>2360.298334</td>\n",
+       "      <td>30312.300004</td>\n",
+       "      <td>40.612993</td>\n",
+       "      <td>5556.969656</td>\n",
+       "      <td>2761.787667</td>\n",
+       "      <td>35237.360007</td>\n",
+       "      <td>48.250920</td>\n",
+       "      <td>6211.438836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>506</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>504.057918</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>58.204986</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208438.040000</td>\n",
+       "      <td>2116.814000</td>\n",
+       "      <td>27805.760000</td>\n",
+       "      <td>26.071651</td>\n",
+       "      <td>4095.530607</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>2</td>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>508</td>\n",
+       "      <td>10887.88</td>\n",
+       "      <td>469.472436</td>\n",
+       "      <td>457.520057</td>\n",
+       "      <td>50.823574</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>206443.720000</td>\n",
+       "      <td>1667.018000</td>\n",
+       "      <td>22643.160000</td>\n",
+       "      <td>24.500611</td>\n",
+       "      <td>3638.356877</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_reconfig</td>\n",
-       "      <td>4</td>\n",
+       "      <th>replay_user_rigid</th>\n",
+       "      <td>493</td>\n",
+       "      <td>12006.24</td>\n",
+       "      <td>504.541003</td>\n",
+       "      <td>457.520183</td>\n",
+       "      <td>60.652689</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>208291.700000</td>\n",
+       "      <td>2260.409333</td>\n",
+       "      <td>28883.460000</td>\n",
+       "      <td>25.778901</td>\n",
+       "      <td>3942.227365</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_degrad</td>\n",
-       "      <td>4</td>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          Unnamed: 0     #jobs   NRJ_after  NRJ_before  \\\n",
+       "window behavior                                                          \n",
+       "0.5    dm_user_degrad            495  12006.24  554.334834  457.520183   \n",
+       "       dm_user_delay             497  12006.24  557.822019  457.520057   \n",
+       "       dm_user_reconfig          494  12006.24  556.801597  457.520183   \n",
+       "       dm_user_renonce           496  11840.56  550.483678  457.520057   \n",
+       "       replay_user_rigid         490  12006.24  557.614130  457.520183   \n",
+       "1.0    dm_user_degrad            499  12006.24  545.091683  457.520183   \n",
+       "       dm_user_delay             501  12006.24  550.955129  457.520057   \n",
+       "       dm_user_reconfig          498  12006.24  549.002592  457.520183   \n",
+       "       dm_user_renonce           500  11695.00  538.526501  457.520057   \n",
+       "       replay_user_rigid         491  12006.24  550.002727  457.520183   \n",
+       "2.0    dm_user_degrad            503  12006.24  527.060549  457.520183   \n",
+       "       dm_user_delay             505  12006.24  538.860034  457.520057   \n",
+       "       dm_user_reconfig          502  12006.24  534.031111  457.520183   \n",
+       "       dm_user_renonce           504  11468.14  516.061379  457.520057   \n",
+       "       replay_user_rigid         492  12006.24  535.021874  457.520183   \n",
+       "4.0    dm_user_degrad            507  12006.24  491.321130  457.520183   \n",
+       "       dm_user_delay             509  12006.24  515.958901  457.520057   \n",
+       "       dm_user_reconfig          506  12006.24  504.057918  457.520183   \n",
+       "       dm_user_renonce           508  10887.88  469.472436  457.520057   \n",
+       "       replay_user_rigid         493  12006.24  504.541003  457.520183   \n",
+       "\n",
+       "                             NRJ_in    XP       makespan  max_slowdown  \\\n",
+       "window behavior                                                          \n",
+       "0.5    dm_user_degrad      7.529895  24.5  207974.300000   2216.447667   \n",
+       "       dm_user_delay       7.361968  24.5  207963.420000   2290.920667   \n",
+       "       dm_user_reconfig    7.533523  24.5  208132.800000   2210.439667   \n",
+       "       dm_user_renonce     7.361887  24.5  207971.040000   2153.636667   \n",
+       "       replay_user_rigid   7.579562  24.5  208291.700000   2260.409333   \n",
+       "1.0    dm_user_degrad     14.990186  24.5  207622.080000   2088.008667   \n",
+       "       dm_user_delay      14.396937  24.5  208232.300000   2212.403000   \n",
+       "       dm_user_reconfig   15.005333  24.5  208354.060000   2161.122667   \n",
+       "       dm_user_renonce    14.397120  24.5  207207.160000   1955.960667   \n",
+       "       replay_user_rigid  15.190965  24.5  208291.700000   2260.409333   \n",
+       "2.0    dm_user_degrad     29.446034  24.5  207488.240000   2032.226667   \n",
+       "       dm_user_delay      27.547346  24.5  208075.080001   2192.950667   \n",
+       "       dm_user_reconfig   29.502133  24.5  208709.420000   2149.209000   \n",
+       "       dm_user_renonce    27.547490  24.5  206827.400000   1817.371000   \n",
+       "       replay_user_rigid  30.171818  24.5  208291.700000   2260.409333   \n",
+       "4.0    dm_user_degrad     57.474996  24.5  207627.880000   1940.266667   \n",
+       "       dm_user_delay      50.823585  24.5  208053.500001   2360.298334   \n",
+       "       dm_user_reconfig   58.204986  24.5  208438.040000   2116.814000   \n",
+       "       dm_user_renonce    50.823574  24.5  206443.720000   1667.018000   \n",
+       "       replay_user_rigid  60.652689  24.5  208291.700000   2260.409333   \n",
+       "\n",
+       "                          max_waiting_time  mean_slowdown  mean_waiting_time  \\\n",
+       "window behavior                                                                \n",
+       "0.5    dm_user_degrad         28838.520000      25.115549        3882.445330   \n",
+       "       dm_user_delay          28957.280001      26.337774        3989.075505   \n",
+       "       dm_user_reconfig       29106.600000      25.780279        3937.488178   \n",
+       "       dm_user_renonce        28713.520000      25.414183        3888.606076   \n",
+       "       replay_user_rigid      28883.460000      25.778901        3942.227365   \n",
+       "1.0    dm_user_degrad         27378.820000      25.561628        3948.316307   \n",
+       "       dm_user_delay          28348.780001      25.428240        3943.320309   \n",
+       "       dm_user_reconfig       28440.540000      25.993999        4067.568298   \n",
+       "       dm_user_renonce        25957.260000      25.771868        3799.359541   \n",
+       "       replay_user_rigid      28883.460000      25.778901        3942.227365   \n",
+       "2.0    dm_user_degrad         27010.400000      24.969654        3904.641821   \n",
+       "       dm_user_delay          29106.180002      29.324218        4304.356133   \n",
+       "       dm_user_reconfig       28115.460000      25.607121        4050.972632   \n",
+       "       dm_user_renonce        25280.920000      25.008167        3734.018239   \n",
+       "       replay_user_rigid      28883.460000      25.778901        3942.227365   \n",
+       "4.0    dm_user_degrad         26348.720000      24.430357        3852.612914   \n",
+       "       dm_user_delay          30312.300004      40.612993        5556.969656   \n",
+       "       dm_user_reconfig       27805.760000      26.071651        4095.530607   \n",
+       "       dm_user_renonce        22643.160000      24.500611        3638.356877   \n",
+       "       replay_user_rigid      28883.460000      25.778901        3942.227365   \n",
+       "\n",
+       "                          max_corrected_sdown  max_corrected_wtime  \\\n",
+       "window behavior                                                      \n",
+       "0.5    dm_user_degrad                     NaN                  NaN   \n",
+       "       dm_user_delay              2305.063389         29211.060000   \n",
+       "       dm_user_reconfig                   NaN                  NaN   \n",
+       "       dm_user_renonce                    NaN                  NaN   \n",
+       "       replay_user_rigid                  NaN                  NaN   \n",
+       "1.0    dm_user_degrad                     NaN                  NaN   \n",
+       "       dm_user_delay              2260.382786         28990.180001   \n",
+       "       dm_user_reconfig                   NaN                  NaN   \n",
+       "       dm_user_renonce                    NaN                  NaN   \n",
+       "       replay_user_rigid                  NaN                  NaN   \n",
+       "2.0    dm_user_degrad                     NaN                  NaN   \n",
+       "       dm_user_delay              2329.677000         30876.100003   \n",
+       "       dm_user_reconfig                   NaN                  NaN   \n",
+       "       dm_user_renonce                    NaN                  NaN   \n",
+       "       replay_user_rigid                  NaN                  NaN   \n",
+       "4.0    dm_user_degrad                     NaN                  NaN   \n",
+       "       dm_user_delay              2761.787667         35237.360007   \n",
+       "       dm_user_reconfig                   NaN                  NaN   \n",
+       "       dm_user_renonce                    NaN                  NaN   \n",
+       "       replay_user_rigid                  NaN                  NaN   \n",
+       "\n",
+       "                          mean_corrected_sdown  mean_corrected_wtime  \n",
+       "window behavior                                                       \n",
+       "0.5    dm_user_degrad                      NaN                   NaN  \n",
+       "       dm_user_delay                 26.456095           3999.589056  \n",
+       "       dm_user_reconfig                    NaN                   NaN  \n",
+       "       dm_user_renonce                     NaN                   NaN  \n",
+       "       replay_user_rigid                   NaN                   NaN  \n",
+       "1.0    dm_user_degrad                      NaN                   NaN  \n",
+       "       dm_user_delay                 25.917663           3989.724489  \n",
+       "       dm_user_reconfig                    NaN                   NaN  \n",
+       "       dm_user_renonce                     NaN                   NaN  \n",
+       "       replay_user_rigid                   NaN                   NaN  \n",
+       "2.0    dm_user_degrad                      NaN                   NaN  \n",
+       "       dm_user_delay                 31.317521           4483.528711  \n",
+       "       dm_user_reconfig                    NaN                   NaN  \n",
+       "       dm_user_renonce                     NaN                   NaN  \n",
+       "       replay_user_rigid                   NaN                   NaN  \n",
+       "4.0    dm_user_degrad                      NaN                   NaN  \n",
+       "       dm_user_delay                 48.250920           6211.438836  \n",
+       "       dm_user_reconfig                    NaN                   NaN  \n",
+       "       dm_user_renonce                     NaN                   NaN  \n",
+       "       replay_user_rigid                   NaN                   NaN  "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a similar file with metrics relative to the control XP\n",
+    "summary = pandas.read_csv(f\"{OUT_DIR}/metrics_campaign1.csv\")\n",
+    "aggregated = summary.groupby([\"window\", \"behavior\"]).mean()\n",
+    "aggregated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "bottom-moore",
+   "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></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>#jobs</th>\n",
+       "      <th>NRJ_after</th>\n",
+       "      <th>NRJ_in</th>\n",
+       "      <th>XP</th>\n",
+       "      <th>max_slowdown</th>\n",
+       "      <th>max_waiting_time</th>\n",
+       "      <th>mean_slowdown</th>\n",
+       "      <th>mean_waiting_time</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_renonce</td>\n",
-       "      <td>4</td>\n",
+       "      <th>window</th>\n",
+       "      <th>behavior</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>1</td>\n",
-       "      <td>/home/mmadon/demand-response-user/out_tmp/expe...</td>\n",
-       "      <td>dm_user_delay</td>\n",
-       "      <td>4</td>\n",
+       "      <th rowspan=\"4\" valign=\"top\">0.5</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>393</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.655108</td>\n",
+       "      <td>-0.766475</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>0.276588</td>\n",
+       "      <td>0.529110</td>\n",
+       "      <td>-2.599169</td>\n",
+       "      <td>-1.915884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>395</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.024876</td>\n",
+       "      <td>-3.520648</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>6.359513</td>\n",
+       "      <td>1.901849</td>\n",
+       "      <td>0.985113</td>\n",
+       "      <td>2.125336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>392</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.153306</td>\n",
+       "      <td>-0.720326</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>1.259482</td>\n",
+       "      <td>2.112454</td>\n",
+       "      <td>-0.157942</td>\n",
+       "      <td>-0.785305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>394</td>\n",
+       "      <td>-1.315348</td>\n",
+       "      <td>-1.439719</td>\n",
+       "      <td>-3.522510</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-2.590787</td>\n",
+       "      <td>0.231807</td>\n",
+       "      <td>-2.501888</td>\n",
+       "      <td>-0.975457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">1.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>397</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.958117</td>\n",
+       "      <td>-1.764187</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-1.057364</td>\n",
+       "      <td>-1.595916</td>\n",
+       "      <td>-3.784727</td>\n",
+       "      <td>-2.740011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>399</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.188179</td>\n",
+       "      <td>-6.272705</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>0.804916</td>\n",
+       "      <td>0.494021</td>\n",
+       "      <td>1.543893</td>\n",
+       "      <td>4.557023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>396</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.185134</td>\n",
+       "      <td>-1.673811</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>2.126419</td>\n",
+       "      <td>1.926746</td>\n",
+       "      <td>0.904538</td>\n",
+       "      <td>-0.047964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>398</td>\n",
+       "      <td>-2.615542</td>\n",
+       "      <td>-2.233281</td>\n",
+       "      <td>-6.271381</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-1.829771</td>\n",
+       "      <td>-2.296528</td>\n",
+       "      <td>-0.947537</td>\n",
+       "      <td>-0.730024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>401</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-1.608750</td>\n",
+       "      <td>-3.260355</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-3.677695</td>\n",
+       "      <td>-2.928532</td>\n",
+       "      <td>-3.707412</td>\n",
+       "      <td>-5.703139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.813751</td>\n",
+       "      <td>-10.142422</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>3.511701</td>\n",
+       "      <td>3.720369</td>\n",
+       "      <td>20.333701</td>\n",
+       "      <td>22.067672</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>400</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.178830</td>\n",
+       "      <td>-3.066822</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>2.968158</td>\n",
+       "      <td>5.139652</td>\n",
+       "      <td>1.277920</td>\n",
+       "      <td>0.579409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>402</td>\n",
+       "      <td>-4.636839</td>\n",
+       "      <td>-3.894172</td>\n",
+       "      <td>-10.142135</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-10.075818</td>\n",
+       "      <td>-3.994229</td>\n",
+       "      <td>-5.457366</td>\n",
+       "      <td>-1.951299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">4.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>405</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-2.744669</td>\n",
+       "      <td>-6.533108</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-10.090295</td>\n",
+       "      <td>-3.719924</td>\n",
+       "      <td>-9.436716</td>\n",
+       "      <td>-11.083374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>407</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.579983</td>\n",
+       "      <td>-18.593181</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>30.484665</td>\n",
+       "      <td>26.241264</td>\n",
+       "      <td>82.071688</td>\n",
+       "      <td>124.301767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>404</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.011211</td>\n",
+       "      <td>-5.377762</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>7.335609</td>\n",
+       "      <td>4.334411</td>\n",
+       "      <td>-0.625260</td>\n",
+       "      <td>-1.701519</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>406</td>\n",
+       "      <td>-8.746356</td>\n",
+       "      <td>-7.292536</td>\n",
+       "      <td>-18.593202</td>\n",
+       "      <td>24.5</td>\n",
+       "      <td>-12.040813</td>\n",
+       "      <td>-11.867669</td>\n",
+       "      <td>-6.968266</td>\n",
+       "      <td>-2.268686</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    XP                                                dir           behavior  \\\n",
-       "0    0  /home/mmadon/demand-response-user/out_tmp/expe...  replay_user_rigid   \n",
-       "1    0  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "2    0  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "3    0  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "4    0  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "5    0  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "6    0  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "7    0  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "8    0  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "9    0  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "10   0  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "11   0  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "12   0  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "13   0  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "14   0  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "15   0  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "16   0  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "17   1  /home/mmadon/demand-response-user/out_tmp/expe...  replay_user_rigid   \n",
-       "18   1  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "19   1  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "20   1  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "21   1  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "22   1  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "23   1  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "24   1  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "25   1  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "26   1  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "27   1  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "28   1  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "29   1  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
-       "30   1  /home/mmadon/demand-response-user/out_tmp/expe...   dm_user_reconfig   \n",
-       "31   1  /home/mmadon/demand-response-user/out_tmp/expe...     dm_user_degrad   \n",
-       "32   1  /home/mmadon/demand-response-user/out_tmp/expe...    dm_user_renonce   \n",
-       "33   1  /home/mmadon/demand-response-user/out_tmp/expe...      dm_user_delay   \n",
+       "                         Unnamed: 0     #jobs  NRJ_after     NRJ_in    XP  \\\n",
+       "window behavior                                                             \n",
+       "0.5    dm_user_degrad           393  0.000000  -0.655108  -0.766475  24.5   \n",
+       "       dm_user_delay            395  0.000000   0.024876  -3.520648  24.5   \n",
+       "       dm_user_reconfig         392  0.000000  -0.153306  -0.720326  24.5   \n",
+       "       dm_user_renonce          394 -1.315348  -1.439719  -3.522510  24.5   \n",
+       "1.0    dm_user_degrad           397  0.000000  -0.958117  -1.764187  24.5   \n",
+       "       dm_user_delay            399  0.000000   0.188179  -6.272705  24.5   \n",
+       "       dm_user_reconfig         396  0.000000  -0.185134  -1.673811  24.5   \n",
+       "       dm_user_renonce          398 -2.615542  -2.233281  -6.271381  24.5   \n",
+       "2.0    dm_user_degrad           401  0.000000  -1.608750  -3.260355  24.5   \n",
+       "       dm_user_delay            403  0.000000   0.813751 -10.142422  24.5   \n",
+       "       dm_user_reconfig         400  0.000000  -0.178830  -3.066822  24.5   \n",
+       "       dm_user_renonce          402 -4.636839  -3.894172 -10.142135  24.5   \n",
+       "4.0    dm_user_degrad           405  0.000000  -2.744669  -6.533108  24.5   \n",
+       "       dm_user_delay            407  0.000000   2.579983 -18.593181  24.5   \n",
+       "       dm_user_reconfig         404  0.000000  -0.011211  -5.377762  24.5   \n",
+       "       dm_user_renonce          406 -8.746356  -7.292536 -18.593202  24.5   \n",
+       "\n",
+       "                         max_slowdown  max_waiting_time  mean_slowdown  \\\n",
+       "window behavior                                                          \n",
+       "0.5    dm_user_degrad        0.276588          0.529110      -2.599169   \n",
+       "       dm_user_delay         6.359513          1.901849       0.985113   \n",
+       "       dm_user_reconfig      1.259482          2.112454      -0.157942   \n",
+       "       dm_user_renonce      -2.590787          0.231807      -2.501888   \n",
+       "1.0    dm_user_degrad       -1.057364         -1.595916      -3.784727   \n",
+       "       dm_user_delay         0.804916          0.494021       1.543893   \n",
+       "       dm_user_reconfig      2.126419          1.926746       0.904538   \n",
+       "       dm_user_renonce      -1.829771         -2.296528      -0.947537   \n",
+       "2.0    dm_user_degrad       -3.677695         -2.928532      -3.707412   \n",
+       "       dm_user_delay         3.511701          3.720369      20.333701   \n",
+       "       dm_user_reconfig      2.968158          5.139652       1.277920   \n",
+       "       dm_user_renonce     -10.075818         -3.994229      -5.457366   \n",
+       "4.0    dm_user_degrad      -10.090295         -3.719924      -9.436716   \n",
+       "       dm_user_delay        30.484665         26.241264      82.071688   \n",
+       "       dm_user_reconfig      7.335609          4.334411      -0.625260   \n",
+       "       dm_user_renonce     -12.040813        -11.867669      -6.968266   \n",
        "\n",
-       "   window  \n",
-       "0       1  \n",
-       "1      05  \n",
-       "2      05  \n",
-       "3      05  \n",
-       "4      05  \n",
-       "5       1  \n",
-       "6       1  \n",
-       "7       1  \n",
-       "8       1  \n",
-       "9       2  \n",
-       "10      2  \n",
-       "11      2  \n",
-       "12      2  \n",
-       "13      4  \n",
-       "14      4  \n",
-       "15      4  \n",
-       "16      4  \n",
-       "17      1  \n",
-       "18     05  \n",
-       "19     05  \n",
-       "20     05  \n",
-       "21     05  \n",
-       "22      1  \n",
-       "23      1  \n",
-       "24      1  \n",
-       "25      1  \n",
-       "26      2  \n",
-       "27      2  \n",
-       "28      2  \n",
-       "29      2  \n",
-       "30      4  \n",
-       "31      4  \n",
-       "32      4  \n",
-       "33      4  "
+       "                         mean_waiting_time  \n",
+       "window behavior                             \n",
+       "0.5    dm_user_degrad            -1.915884  \n",
+       "       dm_user_delay              2.125336  \n",
+       "       dm_user_reconfig          -0.785305  \n",
+       "       dm_user_renonce           -0.975457  \n",
+       "1.0    dm_user_degrad            -2.740011  \n",
+       "       dm_user_delay              4.557023  \n",
+       "       dm_user_reconfig          -0.047964  \n",
+       "       dm_user_renonce           -0.730024  \n",
+       "2.0    dm_user_degrad            -5.703139  \n",
+       "       dm_user_delay             22.067672  \n",
+       "       dm_user_reconfig           0.579409  \n",
+       "       dm_user_renonce           -1.951299  \n",
+       "4.0    dm_user_degrad           -11.083374  \n",
+       "       dm_user_delay            124.301767  \n",
+       "       dm_user_reconfig          -1.701519  \n",
+       "       dm_user_renonce           -2.268686  "
       ]
      },
-     "execution_count": 23,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "nb_exp = 2\n",
-    "\n",
-    "summary = {}\n",
-    "summary['XP'], summary['dir'], summary['behavior'], summary['window'] = [], [], [], []\n",
-    "for i in range(nb_exp):\n",
-    "    behavior, window = \"replay_user_rigid\", 1\n",
-    "    summary['XP'].append(i)\n",
-    "    summary['dir'].append(f\"{OUT_DIR}/expe{i}/replay_user_rigid_window1\")\n",
-    "    summary['behavior'].append(behavior)\n",
-    "    summary['window'].append(window)\n",
-    "    for window in ['05', '1', '2', '4']:\n",
-    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
-    "                summary['XP'].append(i)\n",
-    "                summary['dir'].append(f\"{OUT_DIR}/expe{i}/{behavior}_window{window}\")\n",
-    "                summary['behavior'].append(behavior)\n",
-    "                summary['window'].append(window)\n",
-    "             \n",
-    "pd.DataFrame(summary)"
+    "# Create a similar file with metrics relative to the control XP\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign1.csv\")\n",
+    "aggregated = summary_relative.groupby([\"window\", \"behavior\"]).mean()\n",
+    "aggregated"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
+   "id": "sublime-warning",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n",
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#########\n",
+    "# For 1-hour time window \n",
+    "#########\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign1.csv\")\n",
+    "data_window1 = summary_relative[summary_relative.window==1]\n",
+    "boxplot1 = data_window1.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n",
+    "boxplot2 = data_window1.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "quarterly-count",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n",
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#########\n",
+    "# For 4-hour time window \n",
+    "#########\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign1.csv\")\n",
+    "data_window4 = summary_relative[summary_relative.window==4]\n",
+    "boxplot1 = data_window4.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n",
+    "boxplot2 = data_window4.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
    "id": "industrial-charleston",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# Check if all XP succeded\n",
+    "nb_exp = 50\n",
+    "\n",
+    "for xp in range(nb_exp):\n",
+    "    behavior, window = \"replay_user_rigid\", 1\n",
+    "    expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n",
+    "    if not os.path.exists(expe_dir):\n",
+    "        print(f\"{expe_dir} does not exist\")\n",
+    "\n",
+    "    for window in [.5, 1, 2, 4]:\n",
+    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
+    "                if window==0.5: \n",
+    "                    expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window05\"\n",
+    "                else:\n",
+    "                    expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window{window}\"\n",
+    "                if not os.path.exists(expe_dir):\n",
+    "                    print(f\"{expe_dir} does not exist\")\n",
+    "                "
+   ]
   },
   {
    "cell_type": "code",
diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb
new file mode 100644
index 0000000..48a7b3a
--- /dev/null
+++ b/analyse_campaign2.ipynb
@@ -0,0 +1,1156 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "sustained-helena",
+   "metadata": {},
+   "source": [
+    "# Analyse the data from the first campaign\n",
+    "\n",
+    "In this notebook we analyse the results generated by launching the first experimental campaign `campaign1.py`.\n",
+    "\n",
+    "## Initializing the environment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "yellow-parking",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd, json, numpy as np\n",
+    "import os, random\n",
+    "from scripts.util import * \n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "plt.rcParams[\"figure.figsize\"] = [15, 5]\n",
+    "\n",
+    "OUT_DIR = f\"{ROOT_DIR}/out\"\n",
+    "\n",
+    "# the beginning of the demand response window in these expe\n",
+    "start_dm = (24+16) * 3600 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b20d17c8",
+   "metadata": {},
+   "source": [
+    "## Look at one specific expe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "impressed-disclosure",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/mmadon/demand-response-user/scripts/util.py:93: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
+      "  fig.savefig(expe_file + '_viz.png')\n",
+      "/nix/store/8nqifk7a8fq7cb4i9rhhs86bn7aqmmrs-python3.8-ipython-7.21.0/lib/python3.8/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
+      "  fig.canvas.print_figure(bytes_io, **kw)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize results\n",
+    "EXPE_DIR = f'{OUT_DIR}/expe0/replay_user_rigid_window1'\n",
+    "plot_load_and_details(EXPE_DIR)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "attractive-inspection",
+   "metadata": {},
+   "source": [
+    "## Summary all expes\n",
+    "Start be creating raw metrics for each individual experience."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "assumed-saver",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nb_exp = 105\n",
+    "\n",
+    "def metrics(exp_num, behavior, window, window_size=None):\n",
+    "    \"\"\"Param window_size in case we want to compute metrics for a window\n",
+    "    size different than the file name.\"\"\"\n",
+    "    \n",
+    "    expe_dir = f\"{OUT_DIR}/expe{exp_num}/{behavior}_window{window}\"\n",
+    "        \n",
+    "    if window_size != None:\n",
+    "        window = window_size\n",
+    "\n",
+    "    dm_window = [start_dm, (int) (start_dm + window*3600)]\n",
+    "    observed_window = [start_dm, 72*3600] # From 16:00 on day2 to 24:00 on day3\n",
+    "    [inf, sup] = observed_window\n",
+    "    data = pandas.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "    data_in_window = data[(data.submission_time\n",
+    "                           >= inf) & (data.submission_time <= sup)]\n",
+    "    \n",
+    "    out = {}\n",
+    "    out['XP'] = exp_num\n",
+    "    out['dir'] = expe_dir\n",
+    "    out['behavior'] = behavior\n",
+    "    out['window'] = window\n",
+    "    out[\"makespan\"] = data_in_window[\"finish_time\"].max() - inf\n",
+    "    out[\"#jobs\"] = len(data_in_window.index)\n",
+    "    out['NRJ_before'] = energy_consumed_in([0, inf], expe_dir)\n",
+    "    out['NRJ_in'] = energy_consumed_in(dm_window, expe_dir)\n",
+    "    out['NRJ_after'] = energy_consumed_in([dm_window[1], sup], expe_dir)\n",
+    "    out[\"mean_waiting_time\"] = data_in_window[\"waiting_time\"].mean()\n",
+    "    out[\"max_waiting_time\"] = data_in_window[\"waiting_time\"].max()\n",
+    "    out[\"mean_slowdown\"] = data_in_window[\"stretch\"].mean()\n",
+    "    out[\"max_slowdown\"] = data_in_window[\"stretch\"].max()\n",
+    "    \n",
+    "    if behavior == \"dm_user_delay\":\n",
+    "        # Corrected waiting time and slowdown\n",
+    "        control_exp = pandas.read_csv(f\"{OUT_DIR}/expe{exp_num}/replay_user_rigid_window1/_jobs.csv\", \n",
+    "                                      index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "        original_submission_time = control_exp.loc[data_in_window.index][\"submission_time\"]\n",
+    "        starting_time = data_in_window[\"starting_time\"]\n",
+    "        finish_time = data_in_window[\"finish_time\"]\n",
+    "        execution_time = data_in_window[\"execution_time\"]\n",
+    "        \n",
+    "        corrected_wtime = starting_time - original_submission_time\n",
+    "        corrected_sdown = (finish_time - original_submission_time) / execution_time\n",
+    "        \n",
+    "        out[\"mean_corrected_wtime\"] = corrected_wtime.mean()\n",
+    "        out[\"max_corrected_wtime\"] = corrected_wtime.max()\n",
+    "        out[\"mean_corrected_sdown\"] = corrected_sdown.mean()\n",
+    "        out[\"max_corrected_sdown\"] = corrected_sdown.max()\n",
+    "    \n",
+    "    return out\n",
+    "\n",
+    "def pct_change(a, b):\n",
+    "    \"\"\"a + pct_change(a, b) * a = b\"\"\"\n",
+    "    return (b / a - 1) * 100 \n",
+    "\n",
+    "def metrics_relative(control_dict, current_dict):\n",
+    "    res = {}\n",
+    "    res['XP'], res['window'], res['behavior'] = current_dict['XP'], current_dict['window'], current_dict['behavior']\n",
+    "    for metric in [\"#jobs\", \"NRJ_in\", \"NRJ_after\", \"max_slowdown\", \"max_waiting_time\", \"mean_slowdown\", \n",
+    "                   \"mean_waiting_time\"]: \n",
+    "                    #\"max_corrected_sdown\", \"max_corrected_wtime\", \"mean_corrected_sdown\", \"mean_corrected_wtime\"]:\n",
+    "        res[metric] = pct_change(control_dict[metric], current_dict[metric])\n",
+    "    return res\n",
+    "\n",
+    "summary = pd.DataFrame()\n",
+    "summary_relative = pd.DataFrame()\n",
+    "\n",
+    "for xp in range(nb_exp):\n",
+    "    for window_size in [1, 4]:\n",
+    "        # Control expe\n",
+    "        behavior, window = \"replay_user_rigid\", 1\n",
+    "        control_exp_metrics = metrics(xp, behavior, window, window_size)\n",
+    "        summary = summary.append(control_exp_metrics, ignore_index=True)\n",
+    "\n",
+    "        # Other expe\n",
+    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
+    "            current_exp_metrics = metrics(xp, behavior, window_size)\n",
+    "            summary = summary.append(current_exp_metrics, ignore_index=True)\n",
+    "            summary_relative = summary_relative.append(metrics_relative(control_exp_metrics, current_exp_metrics), \n",
+    "                                                       ignore_index=True)\n",
+    "            \n",
+    "summary.to_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
+    "summary_relative.to_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "extended-minutes",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>Unnamed: 0</th>\n",
+       "      <th>#jobs</th>\n",
+       "      <th>NRJ_after</th>\n",
+       "      <th>NRJ_before</th>\n",
+       "      <th>NRJ_in</th>\n",
+       "      <th>XP</th>\n",
+       "      <th>behavior</th>\n",
+       "      <th>dir</th>\n",
+       "      <th>makespan</th>\n",
+       "      <th>max_slowdown</th>\n",
+       "      <th>max_waiting_time</th>\n",
+       "      <th>mean_slowdown</th>\n",
+       "      <th>mean_waiting_time</th>\n",
+       "      <th>window</th>\n",
+       "      <th>max_corrected_sdown</th>\n",
+       "      <th>max_corrected_wtime</th>\n",
+       "      <th>mean_corrected_sdown</th>\n",
+       "      <th>mean_corrected_wtime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>379.095561</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>15.958916</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>331.2</td>\n",
+       "      <td>5734.000000</td>\n",
+       "      <td>4.561806</td>\n",
+       "      <td>571.630939</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>379.716607</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>15.835053</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_reconfig</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>352.8</td>\n",
+       "      <td>5764.000000</td>\n",
+       "      <td>4.593056</td>\n",
+       "      <td>574.691934</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>378.211812</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>15.835053</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_degrad</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>352.8</td>\n",
+       "      <td>4412.000000</td>\n",
+       "      <td>4.601100</td>\n",
+       "      <td>576.861878</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>4353.0</td>\n",
+       "      <td>369.414075</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>15.574638</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_renonce</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>329.8</td>\n",
+       "      <td>5739.000000</td>\n",
+       "      <td>4.553823</td>\n",
+       "      <td>605.601654</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>376.966849</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>15.576238</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_delay</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>333.4</td>\n",
+       "      <td>3577.000000</td>\n",
+       "      <td>4.532490</td>\n",
+       "      <td>579.920663</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>333.400000</td>\n",
+       "      <td>3577.000000</td>\n",
+       "      <td>8.043834</td>\n",
+       "      <td>642.518674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>345.753956</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>49.300521</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/re...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>331.2</td>\n",
+       "      <td>5734.000000</td>\n",
+       "      <td>4.561806</td>\n",
+       "      <td>571.630939</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>344.354801</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>48.500425</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_reconfig</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>5947.000000</td>\n",
+       "      <td>4.366156</td>\n",
+       "      <td>596.159558</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>339.562317</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>48.450506</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_degrad</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>329.7</td>\n",
+       "      <td>3550.000000</td>\n",
+       "      <td>4.298520</td>\n",
+       "      <td>576.903204</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>4143.0</td>\n",
+       "      <td>324.240464</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>44.442604</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_renonce</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>322.6</td>\n",
+       "      <td>6509.000000</td>\n",
+       "      <td>4.514186</td>\n",
+       "      <td>614.736906</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>4525.0</td>\n",
+       "      <td>348.363889</td>\n",
+       "      <td>330.632095</td>\n",
+       "      <td>44.442905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>dm_user_delay</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe0/dm...</td>\n",
+       "      <td>192701.0</td>\n",
+       "      <td>331.2</td>\n",
+       "      <td>6545.000000</td>\n",
+       "      <td>4.529718</td>\n",
+       "      <td>573.087514</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1341.500000</td>\n",
+       "      <td>13633.000006</td>\n",
+       "      <td>36.766110</td>\n",
+       "      <td>1436.209945</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>412.805468</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>15.302949</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/re...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>556.5</td>\n",
+       "      <td>8420.000000</td>\n",
+       "      <td>5.288376</td>\n",
+       "      <td>910.652980</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>11</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>413.858294</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>14.740024</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_reconfig</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>560.9</td>\n",
+       "      <td>8264.000000</td>\n",
+       "      <td>5.241338</td>\n",
+       "      <td>907.059391</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>12</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>407.712179</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>14.660127</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_degrad</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>562.1</td>\n",
+       "      <td>8472.000000</td>\n",
+       "      <td>5.206777</td>\n",
+       "      <td>894.131968</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>13</td>\n",
+       "      <td>9042.0</td>\n",
+       "      <td>404.581609</td>\n",
+       "      <td>427.280214</td>\n",
+       "      <td>13.926749</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_renonce</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>561.5</td>\n",
+       "      <td>8502.000000</td>\n",
+       "      <td>5.367976</td>\n",
+       "      <td>928.588476</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>14</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>411.703474</td>\n",
+       "      <td>427.280214</td>\n",
+       "      <td>13.925341</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_delay</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>552.5</td>\n",
+       "      <td>8411.000000</td>\n",
+       "      <td>5.169013</td>\n",
+       "      <td>900.400193</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>552.500000</td>\n",
+       "      <td>8411.000000</td>\n",
+       "      <td>5.348463</td>\n",
+       "      <td>944.224378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>15</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>375.472593</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>52.635824</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>replay_user_rigid</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/re...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>556.5</td>\n",
+       "      <td>8420.000000</td>\n",
+       "      <td>5.288376</td>\n",
+       "      <td>910.652980</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>16</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>379.844209</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>50.295198</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_reconfig</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>588.3</td>\n",
+       "      <td>8699.000000</td>\n",
+       "      <td>5.518340</td>\n",
+       "      <td>1011.428924</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>17</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>367.913435</td>\n",
+       "      <td>427.280155</td>\n",
+       "      <td>48.577809</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_degrad</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>560.5</td>\n",
+       "      <td>8495.000000</td>\n",
+       "      <td>5.217930</td>\n",
+       "      <td>866.279803</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>18</td>\n",
+       "      <td>8683.0</td>\n",
+       "      <td>356.700875</td>\n",
+       "      <td>427.280214</td>\n",
+       "      <td>43.077940</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_renonce</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>564.0</td>\n",
+       "      <td>8347.000001</td>\n",
+       "      <td>5.497299</td>\n",
+       "      <td>904.306806</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>19</td>\n",
+       "      <td>9328.0</td>\n",
+       "      <td>387.350696</td>\n",
+       "      <td>427.280214</td>\n",
+       "      <td>43.078119</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>dm_user_delay</td>\n",
+       "      <td>/home/mmadon/demand-response-user/out/expe1/dm...</td>\n",
+       "      <td>174796.0</td>\n",
+       "      <td>571.1</td>\n",
+       "      <td>8425.000000</td>\n",
+       "      <td>6.029963</td>\n",
+       "      <td>1187.219985</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1258.700001</td>\n",
+       "      <td>14404.000007</td>\n",
+       "      <td>8.787680</td>\n",
+       "      <td>1760.872000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Unnamed: 0   #jobs   NRJ_after  NRJ_before     NRJ_in   XP  \\\n",
+       "0            0  4525.0  379.095561  330.632095  15.958916  0.0   \n",
+       "1            1  4525.0  379.716607  330.632095  15.835053  0.0   \n",
+       "2            2  4525.0  378.211812  330.632095  15.835053  0.0   \n",
+       "3            3  4353.0  369.414075  330.632095  15.574638  0.0   \n",
+       "4            4  4525.0  376.966849  330.632095  15.576238  0.0   \n",
+       "5            5  4525.0  345.753956  330.632095  49.300521  0.0   \n",
+       "6            6  4525.0  344.354801  330.632095  48.500425  0.0   \n",
+       "7            7  4525.0  339.562317  330.632095  48.450506  0.0   \n",
+       "8            8  4143.0  324.240464  330.632095  44.442604  0.0   \n",
+       "9            9  4525.0  348.363889  330.632095  44.442905  0.0   \n",
+       "10          10  9328.0  412.805468  427.280155  15.302949  1.0   \n",
+       "11          11  9328.0  413.858294  427.280155  14.740024  1.0   \n",
+       "12          12  9328.0  407.712179  427.280155  14.660127  1.0   \n",
+       "13          13  9042.0  404.581609  427.280214  13.926749  1.0   \n",
+       "14          14  9328.0  411.703474  427.280214  13.925341  1.0   \n",
+       "15          15  9328.0  375.472593  427.280155  52.635824  1.0   \n",
+       "16          16  9328.0  379.844209  427.280155  50.295198  1.0   \n",
+       "17          17  9328.0  367.913435  427.280155  48.577809  1.0   \n",
+       "18          18  8683.0  356.700875  427.280214  43.077940  1.0   \n",
+       "19          19  9328.0  387.350696  427.280214  43.078119  1.0   \n",
+       "\n",
+       "             behavior                                                dir  \\\n",
+       "0   replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "1    dm_user_reconfig  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "2      dm_user_degrad  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "3     dm_user_renonce  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "4       dm_user_delay  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "5   replay_user_rigid  /home/mmadon/demand-response-user/out/expe0/re...   \n",
+       "6    dm_user_reconfig  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "7      dm_user_degrad  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "8     dm_user_renonce  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "9       dm_user_delay  /home/mmadon/demand-response-user/out/expe0/dm...   \n",
+       "10  replay_user_rigid  /home/mmadon/demand-response-user/out/expe1/re...   \n",
+       "11   dm_user_reconfig  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "12     dm_user_degrad  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "13    dm_user_renonce  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "14      dm_user_delay  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "15  replay_user_rigid  /home/mmadon/demand-response-user/out/expe1/re...   \n",
+       "16   dm_user_reconfig  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "17     dm_user_degrad  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "18    dm_user_renonce  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "19      dm_user_delay  /home/mmadon/demand-response-user/out/expe1/dm...   \n",
+       "\n",
+       "    makespan  max_slowdown  max_waiting_time  mean_slowdown  \\\n",
+       "0   192701.0         331.2       5734.000000       4.561806   \n",
+       "1   192701.0         352.8       5764.000000       4.593056   \n",
+       "2   192701.0         352.8       4412.000000       4.601100   \n",
+       "3   192701.0         329.8       5739.000000       4.553823   \n",
+       "4   192701.0         333.4       3577.000000       4.532490   \n",
+       "5   192701.0         331.2       5734.000000       4.561806   \n",
+       "6   192701.0         335.0       5947.000000       4.366156   \n",
+       "7   192701.0         329.7       3550.000000       4.298520   \n",
+       "8   192701.0         322.6       6509.000000       4.514186   \n",
+       "9   192701.0         331.2       6545.000000       4.529718   \n",
+       "10  174796.0         556.5       8420.000000       5.288376   \n",
+       "11  174796.0         560.9       8264.000000       5.241338   \n",
+       "12  174796.0         562.1       8472.000000       5.206777   \n",
+       "13  174796.0         561.5       8502.000000       5.367976   \n",
+       "14  174796.0         552.5       8411.000000       5.169013   \n",
+       "15  174796.0         556.5       8420.000000       5.288376   \n",
+       "16  174796.0         588.3       8699.000000       5.518340   \n",
+       "17  174796.0         560.5       8495.000000       5.217930   \n",
+       "18  174796.0         564.0       8347.000001       5.497299   \n",
+       "19  174796.0         571.1       8425.000000       6.029963   \n",
+       "\n",
+       "    mean_waiting_time  window  max_corrected_sdown  max_corrected_wtime  \\\n",
+       "0          571.630939     1.0                  NaN                  NaN   \n",
+       "1          574.691934     1.0                  NaN                  NaN   \n",
+       "2          576.861878     1.0                  NaN                  NaN   \n",
+       "3          605.601654     1.0                  NaN                  NaN   \n",
+       "4          579.920663     1.0           333.400000          3577.000000   \n",
+       "5          571.630939     4.0                  NaN                  NaN   \n",
+       "6          596.159558     4.0                  NaN                  NaN   \n",
+       "7          576.903204     4.0                  NaN                  NaN   \n",
+       "8          614.736906     4.0                  NaN                  NaN   \n",
+       "9          573.087514     4.0          1341.500000         13633.000006   \n",
+       "10         910.652980     1.0                  NaN                  NaN   \n",
+       "11         907.059391     1.0                  NaN                  NaN   \n",
+       "12         894.131968     1.0                  NaN                  NaN   \n",
+       "13         928.588476     1.0                  NaN                  NaN   \n",
+       "14         900.400193     1.0           552.500000          8411.000000   \n",
+       "15         910.652980     4.0                  NaN                  NaN   \n",
+       "16        1011.428924     4.0                  NaN                  NaN   \n",
+       "17         866.279803     4.0                  NaN                  NaN   \n",
+       "18         904.306806     4.0                  NaN                  NaN   \n",
+       "19        1187.219985     4.0          1258.700001         14404.000007   \n",
+       "\n",
+       "    mean_corrected_sdown  mean_corrected_wtime  \n",
+       "0                    NaN                   NaN  \n",
+       "1                    NaN                   NaN  \n",
+       "2                    NaN                   NaN  \n",
+       "3                    NaN                   NaN  \n",
+       "4               8.043834            642.518674  \n",
+       "5                    NaN                   NaN  \n",
+       "6                    NaN                   NaN  \n",
+       "7                    NaN                   NaN  \n",
+       "8                    NaN                   NaN  \n",
+       "9              36.766110           1436.209945  \n",
+       "10                   NaN                   NaN  \n",
+       "11                   NaN                   NaN  \n",
+       "12                   NaN                   NaN  \n",
+       "13                   NaN                   NaN  \n",
+       "14              5.348463            944.224378  \n",
+       "15                   NaN                   NaN  \n",
+       "16                   NaN                   NaN  \n",
+       "17                   NaN                   NaN  \n",
+       "18                   NaN                   NaN  \n",
+       "19              8.787680           1760.872000  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "summary = pandas.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
+    "summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "intended-peoples",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "# Create a similar file with metrics relative to the control XP\n",
+    "summary = pandas.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
+    "aggregated = summary.groupby([\"window\", \"behavior\"]).mean()\n",
+    "aggregated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "bottom-moore",
+   "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></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>#jobs</th>\n",
+       "      <th>NRJ_after</th>\n",
+       "      <th>NRJ_in</th>\n",
+       "      <th>XP</th>\n",
+       "      <th>max_slowdown</th>\n",
+       "      <th>max_waiting_time</th>\n",
+       "      <th>mean_slowdown</th>\n",
+       "      <th>mean_waiting_time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>window</th>\n",
+       "      <th>behavior</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">1.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>417</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-1.403882</td>\n",
+       "      <td>-1.858002</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-7.266716</td>\n",
+       "      <td>-9.105215</td>\n",
+       "      <td>-7.480828</td>\n",
+       "      <td>-9.616211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>419</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.279605</td>\n",
+       "      <td>-6.144883</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>11.124358</td>\n",
+       "      <td>-1.978115</td>\n",
+       "      <td>19.287840</td>\n",
+       "      <td>8.708675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>416</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.198100</td>\n",
+       "      <td>-1.486044</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-4.724726</td>\n",
+       "      <td>-6.088843</td>\n",
+       "      <td>-2.801630</td>\n",
+       "      <td>-4.648925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>418</td>\n",
+       "      <td>-5.76938</td>\n",
+       "      <td>-4.339668</td>\n",
+       "      <td>-6.144558</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-20.295618</td>\n",
+       "      <td>-19.110892</td>\n",
+       "      <td>-17.007681</td>\n",
+       "      <td>-19.670125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">4.0</th>\n",
+       "      <th>dm_user_degrad</th>\n",
+       "      <td>421</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-3.857380</td>\n",
+       "      <td>-4.576186</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-15.142107</td>\n",
+       "      <td>-18.497085</td>\n",
+       "      <td>-13.174179</td>\n",
+       "      <td>-18.472554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_delay</th>\n",
+       "      <td>423</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>3.409760</td>\n",
+       "      <td>-15.546656</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>60.397758</td>\n",
+       "      <td>7.885922</td>\n",
+       "      <td>146.319665</td>\n",
+       "      <td>112.901520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_reconfig</th>\n",
+       "      <td>420</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.435733</td>\n",
+       "      <td>-3.238706</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-8.131087</td>\n",
+       "      <td>-7.273885</td>\n",
+       "      <td>-5.741644</td>\n",
+       "      <td>-6.485776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dm_user_renonce</th>\n",
+       "      <td>422</td>\n",
+       "      <td>-16.17229</td>\n",
+       "      <td>-11.635773</td>\n",
+       "      <td>-15.546740</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>-38.537977</td>\n",
+       "      <td>-33.379728</td>\n",
+       "      <td>-27.108579</td>\n",
+       "      <td>-28.019358</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         Unnamed: 0     #jobs  NRJ_after     NRJ_in    XP  \\\n",
+       "window behavior                                                             \n",
+       "1.0    dm_user_degrad           417   0.00000  -1.403882  -1.858002  52.0   \n",
+       "       dm_user_delay            419   0.00000   0.279605  -6.144883  52.0   \n",
+       "       dm_user_reconfig         416   0.00000  -0.198100  -1.486044  52.0   \n",
+       "       dm_user_renonce          418  -5.76938  -4.339668  -6.144558  52.0   \n",
+       "4.0    dm_user_degrad           421   0.00000  -3.857380  -4.576186  52.0   \n",
+       "       dm_user_delay            423   0.00000   3.409760 -15.546656  52.0   \n",
+       "       dm_user_reconfig         420   0.00000  -0.435733  -3.238706  52.0   \n",
+       "       dm_user_renonce          422 -16.17229 -11.635773 -15.546740  52.0   \n",
+       "\n",
+       "                         max_slowdown  max_waiting_time  mean_slowdown  \\\n",
+       "window behavior                                                          \n",
+       "1.0    dm_user_degrad       -7.266716         -9.105215      -7.480828   \n",
+       "       dm_user_delay        11.124358         -1.978115      19.287840   \n",
+       "       dm_user_reconfig     -4.724726         -6.088843      -2.801630   \n",
+       "       dm_user_renonce     -20.295618        -19.110892     -17.007681   \n",
+       "4.0    dm_user_degrad      -15.142107        -18.497085     -13.174179   \n",
+       "       dm_user_delay        60.397758          7.885922     146.319665   \n",
+       "       dm_user_reconfig     -8.131087         -7.273885      -5.741644   \n",
+       "       dm_user_renonce     -38.537977        -33.379728     -27.108579   \n",
+       "\n",
+       "                         mean_waiting_time  \n",
+       "window behavior                             \n",
+       "1.0    dm_user_degrad            -9.616211  \n",
+       "       dm_user_delay              8.708675  \n",
+       "       dm_user_reconfig          -4.648925  \n",
+       "       dm_user_renonce          -19.670125  \n",
+       "4.0    dm_user_degrad           -18.472554  \n",
+       "       dm_user_delay            112.901520  \n",
+       "       dm_user_reconfig          -6.485776  \n",
+       "       dm_user_renonce          -28.019358  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a similar file with metrics relative to the control XP\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
+    "aggregated = summary_relative.groupby([\"window\", \"behavior\"]).mean()\n",
+    "aggregated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "sublime-warning",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n",
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#########\n",
+    "# For 1-hour time window \n",
+    "#########\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
+    "data_window1 = summary_relative[summary_relative.window==1]\n",
+    "boxplot1 = data_window1.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n",
+    "boxplot2 = data_window1.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "quarterly-count",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n",
+      "/nix/store/k3120fhhrkn7gn9bvxsjzmcn8sr0sw1w-python3.8-pandas-1.2.3/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
+      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
+      "  if ax.is_first_col():\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#########\n",
+    "# For 4-hour time window \n",
+    "#########\n",
+    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
+    "data_window4 = summary_relative[summary_relative.window==4]\n",
+    "boxplot1 = data_window4.boxplot(column=[\"NRJ_in\", \"NRJ_after\"], by=\"behavior\", rot=60, layout=(1,2))\n",
+    "boxplot2 = data_window4.boxplot(column=[\"mean_slowdown\", \"mean_waiting_time\"], by=\"behavior\", rot=60, layout=(1,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "industrial-charleston",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Check if all XP succeded\n",
+    "nb_exp = 105\n",
+    "\n",
+    "for xp in range(nb_exp):\n",
+    "    behavior, window = \"replay_user_rigid\", 1\n",
+    "    expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n",
+    "    if not os.path.exists(expe_dir):\n",
+    "        print(f\"{expe_dir} does not exist\")\n",
+    "\n",
+    "    for window in [1, 4]:\n",
+    "        for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
+    "                if window==0.5: \n",
+    "                    expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window05\"\n",
+    "                else:\n",
+    "                    expe_dir = f\"{OUT_DIR}/expe{xp}/{behavior}_window{window}\"\n",
+    "                if not os.path.exists(expe_dir):\n",
+    "                    print(f\"{expe_dir} does not exist\")\n",
+    "                "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "swedish-malaysia",
+   "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": "3.8.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
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