diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb
index 9dc4bf9e245590bde169011cc91a9434fc35b979..e15fbeb59d68b30a1af77d30ba57c6a18fe21fd3 100644
--- a/analyse_campaign2.ipynb
+++ b/analyse_campaign2.ipynb
@@ -134,7 +134,7 @@
    "metadata": {},
    "source": [
     "## Compute row summary all expes\n",
-    "Start be creating raw metrics for each individual experience."
+    "We open all the experiment outputs, compute raw metrics such as energy in window or slowdown / waiting time, and save this as a csv file. Also compute these metrics for each experiments and each user behavior relatively to the baseline behavior. "
    ]
   },
   {
@@ -145,8 +145,7 @@
    "outputs": [],
    "source": [
     "def metrics(exp_num, behavior, window, window_size=None):\n",
-    "    \"\"\"\n",
-    "    Returns a dictionnary of metrics for the given expe. \n",
+    "    \"\"\"Returns a dictionnary of metrics for the given expe. \n",
     "    Param window_size in case we want to compute metrics for a window\n",
     "    size different than the file name.\"\"\"\n",
     "    \n",
@@ -156,8 +155,9 @@
     "        window = window_size\n",
     "\n",
     "    dm_window = [start_dr, (int) (start_dr + window*3600)]\n",
+    "    # Observed window for the scheduling metrics:\n",
     "    [inf, sup] = observed_window = [start_dr, 72*3600] # From 16:00 on day2 to 24:00 on day3\n",
-    "    data = pandas.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "    data = pd.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",
@@ -177,8 +177,8 @@
     "    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",
+    "        # Corrected waiting time and slowdown: cross data with baseline expe\n",
+    "        control_exp = pd.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",
@@ -204,69 +204,33 @@
     "    Param or dictionnaries for a single expe.\"\"\"\n",
     "    res = {}\n",
     "    res['XP'], res['window'], res['behavior'] = current['XP'], current['window'], current['behavior']\n",
-    "    for metric in [\"#jobs\", \"NRJ_in\", \"NRJ_after\", \"max_slowdown\", \"max_waiting_time\", \"mean_slowdown\", \"mean_waiting_time\"]: \n",
-    "                    #\"max_corrected_sdown\", \"max_corrected_wtime\", \"mean_corrected_sdown\", \"mean_corrected_wtime\"]:\n",
+    "    for metric in [\"#jobs\", \"NRJ_in\", \"NRJ_after\", \"max_slowdown\", \"max_waiting_time\", \"mean_slowdown\", \"mean_waiting_time\"]:\n",
     "        res[metric] = pct_change(control[metric], current[metric])\n",
     "    res[\"NRJ_in + NRJ_after\"] = pct_change(control[\"NRJ_in\"] + control[\"NRJ_after\"], current[\"NRJ_in\"] + current[\"NRJ_after\"])\n",
     "\n",
-    "    if \"mean_corrected_sdown\" in current:\n",
+    "    if \"mean_corrected_sdown\" in current: # for delay behavior\n",
     "        res[\"mean_corrected_sdown\"] = pct_change(control[\"mean_slowdown\"], current[\"mean_corrected_sdown\"])\n",
     "        res[\"mean_corrected_wtime\"] = pct_change(control[\"mean_waiting_time\"], current[\"mean_corrected_wtime\"])\n",
     "    return res\n",
     "\n",
-    "summary = pd.DataFrame()\n",
-    "summary_relative = pd.DataFrame()\n",
+    "metrics = pd.DataFrame()\n",
+    "metrics_relative = pd.DataFrame()\n",
     "\n",
     "for xp in range(nb_exp):\n",
     "    for window_size in [1, 4]:\n",
-    "        # Control expe\n",
+    "        # Baseline 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",
+    "        metrics = metrics.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), ignore_index=True)\n",
+    "            metrics = metrics.append(current_exp_metrics, ignore_index=True)\n",
+    "            metrics_relative = metrics_relative.append(metrics_relative(control_exp_metrics, current_exp_metrics), 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": "markdown",
-   "id": "65a6e995",
-   "metadata": {},
-   "source": [
-    "For each expe and each window, calculate the number of jobs in dm_window et average load in dm_window."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "id": "54b46cc9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res = {}\n",
-    "res[\"XP\"], res[\"window\"], res[\"wday\"], res[\"#job_in_dr\"], res[\"mass_in_dr\"] = [], [], [], [], []\n",
-    "wday = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri']\n",
-    "for xp in range(nb_exp):\n",
-    "    # Get these stats from the baseline XP\n",
-    "    expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n",
-    "    for i in range(2):\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",
-    "                           >= start_dr) & (data.submission_time <= end_dr[i])]\n",
-    "        js = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs.csv\")\n",
-    "        \n",
-    "        res[\"XP\"].append(xp)\n",
-    "        res[\"window\"].append(win[i])\n",
-    "        res[\"wday\"].append( wday[xp % 5] )\n",
-    "        res[\"#job_in_dr\"].append(len(data_in_window.index))\n",
-    "        res[\"mass_in_dr\"].append(js.mean_utilisation(start_dr, end_dr[i]) * (end_dr_h[i] - start_dr_h))\n",
-    "pd.DataFrame(res).to_csv(f\"{OUT_DIR}/load_in_dr.csv\")"
+    "metrics.to_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
+    "metrics_relative.to_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")"
    ]
   },
   {
@@ -657,28 +621,13 @@
     }
    ],
    "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"
+    "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
+    "metrics"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 176,
    "id": "bottom-moore",
    "metadata": {},
    "outputs": [
@@ -740,14 +689,14 @@
        "      <th>dm_user_degrad</th>\n",
        "      <td>417.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-1.858002</td>\n",
-       "      <td>-1.403882</td>\n",
-       "      <td>-7.266716</td>\n",
-       "      <td>-9.105215</td>\n",
-       "      <td>-7.480828</td>\n",
-       "      <td>-9.616211</td>\n",
-       "      <td>-1.419254</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.084491</td>\n",
+       "      <td>-0.845076</td>\n",
+       "      <td>-0.768976</td>\n",
+       "      <td>-2.052022</td>\n",
+       "      <td>-1.830263</td>\n",
+       "      <td>-2.734000</td>\n",
+       "      <td>-0.940268</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -755,29 +704,29 @@
        "      <th>dm_user_delay</th>\n",
        "      <td>419.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-6.144883</td>\n",
-       "      <td>0.279605</td>\n",
-       "      <td>11.124358</td>\n",
-       "      <td>-1.978115</td>\n",
-       "      <td>19.287840</td>\n",
-       "      <td>8.708675</td>\n",
-       "      <td>0.035389</td>\n",
-       "      <td>82.562529</td>\n",
-       "      <td>97.325306</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-2.999259</td>\n",
+       "      <td>0.137106</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.041770</td>\n",
+       "      <td>0.732654</td>\n",
+       "      <td>0.834744</td>\n",
+       "      <td>0.010208</td>\n",
+       "      <td>7.129606</td>\n",
+       "      <td>3.980916</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>dm_user_reconfig</th>\n",
        "      <td>416.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-1.486044</td>\n",
-       "      <td>-0.198100</td>\n",
-       "      <td>-4.724726</td>\n",
-       "      <td>-6.088843</td>\n",
-       "      <td>-2.801630</td>\n",
-       "      <td>-4.648925</td>\n",
-       "      <td>-0.246723</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.084491</td>\n",
+       "      <td>-0.084304</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.590662</td>\n",
+       "      <td>-0.394617</td>\n",
+       "      <td>-0.123558</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -785,14 +734,14 @@
        "      <th>dm_user_renonce</th>\n",
        "      <td>418.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>-5.76938</td>\n",
-       "      <td>-6.144558</td>\n",
-       "      <td>-4.339668</td>\n",
-       "      <td>-20.295618</td>\n",
-       "      <td>-19.110892</td>\n",
-       "      <td>-17.007681</td>\n",
-       "      <td>-19.670125</td>\n",
-       "      <td>-4.402247</td>\n",
+       "      <td>-4.050309</td>\n",
+       "      <td>-2.999259</td>\n",
+       "      <td>-2.569424</td>\n",
+       "      <td>-7.819905</td>\n",
+       "      <td>-7.327678</td>\n",
+       "      <td>-4.650406</td>\n",
+       "      <td>-9.136388</td>\n",
+       "      <td>-2.586890</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -801,14 +750,14 @@
        "      <th>dm_user_degrad</th>\n",
        "      <td>421.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-4.576186</td>\n",
-       "      <td>-3.857380</td>\n",
-       "      <td>-15.142107</td>\n",
-       "      <td>-18.497085</td>\n",
-       "      <td>-13.174179</td>\n",
-       "      <td>-18.472554</td>\n",
-       "      <td>-3.961399</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-1.550643</td>\n",
+       "      <td>-3.176829</td>\n",
+       "      <td>-6.009832</td>\n",
+       "      <td>-7.422668</td>\n",
+       "      <td>-7.355576</td>\n",
+       "      <td>-11.947051</td>\n",
+       "      <td>-3.392949</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -816,29 +765,29 @@
        "      <th>dm_user_delay</th>\n",
        "      <td>423.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-15.546656</td>\n",
-       "      <td>3.409760</td>\n",
-       "      <td>60.397758</td>\n",
-       "      <td>7.885922</td>\n",
-       "      <td>146.319665</td>\n",
-       "      <td>112.901520</td>\n",
-       "      <td>0.526500</td>\n",
-       "      <td>695.864454</td>\n",
-       "      <td>1043.881202</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-12.576834</td>\n",
+       "      <td>2.782374</td>\n",
+       "      <td>0.789715</td>\n",
+       "      <td>-0.137337</td>\n",
+       "      <td>9.290796</td>\n",
+       "      <td>10.917350</td>\n",
+       "      <td>0.239269</td>\n",
+       "      <td>84.387697</td>\n",
+       "      <td>64.886070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>dm_user_reconfig</th>\n",
        "      <td>420.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>-3.238706</td>\n",
-       "      <td>-0.435733</td>\n",
-       "      <td>-8.131087</td>\n",
-       "      <td>-7.273885</td>\n",
-       "      <td>-5.741644</td>\n",
-       "      <td>-6.485776</td>\n",
-       "      <td>-0.883280</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.755172</td>\n",
+       "      <td>-0.271207</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-2.147329</td>\n",
+       "      <td>-1.527935</td>\n",
+       "      <td>-2.122846</td>\n",
+       "      <td>-0.492412</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -846,14 +795,14 @@
        "      <th>dm_user_renonce</th>\n",
        "      <td>422.0</td>\n",
        "      <td>52.0</td>\n",
-       "      <td>-16.17229</td>\n",
-       "      <td>-15.546740</td>\n",
-       "      <td>-11.635773</td>\n",
-       "      <td>-38.537977</td>\n",
-       "      <td>-33.379728</td>\n",
-       "      <td>-27.108579</td>\n",
-       "      <td>-28.019358</td>\n",
-       "      <td>-12.178107</td>\n",
+       "      <td>-14.834092</td>\n",
+       "      <td>-12.577432</td>\n",
+       "      <td>-10.706547</td>\n",
+       "      <td>-23.708726</td>\n",
+       "      <td>-16.641113</td>\n",
+       "      <td>-16.018570</td>\n",
+       "      <td>-18.847380</td>\n",
+       "      <td>-11.308871</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -862,60 +811,60 @@
        "</div>"
       ],
       "text/plain": [
-       "                         Unnamed: 0    XP     #jobs     NRJ_in  NRJ_after  \\\n",
-       "window behavior                                                             \n",
-       "1.0    dm_user_degrad         417.0  52.0   0.00000  -1.858002  -1.403882   \n",
-       "       dm_user_delay          419.0  52.0   0.00000  -6.144883   0.279605   \n",
-       "       dm_user_reconfig       416.0  52.0   0.00000  -1.486044  -0.198100   \n",
-       "       dm_user_renonce        418.0  52.0  -5.76938  -6.144558  -4.339668   \n",
-       "4.0    dm_user_degrad         421.0  52.0   0.00000  -4.576186  -3.857380   \n",
-       "       dm_user_delay          423.0  52.0   0.00000 -15.546656   3.409760   \n",
-       "       dm_user_reconfig       420.0  52.0   0.00000  -3.238706  -0.435733   \n",
-       "       dm_user_renonce        422.0  52.0 -16.17229 -15.546740 -11.635773   \n",
+       "                         Unnamed: 0    XP      #jobs     NRJ_in  NRJ_after  \\\n",
+       "window behavior                                                              \n",
+       "1.0    dm_user_degrad         417.0  52.0   0.000000  -0.084491  -0.845076   \n",
+       "       dm_user_delay          419.0  52.0   0.000000  -2.999259   0.137106   \n",
+       "       dm_user_reconfig       416.0  52.0   0.000000  -0.084491  -0.084304   \n",
+       "       dm_user_renonce        418.0  52.0  -4.050309  -2.999259  -2.569424   \n",
+       "4.0    dm_user_degrad         421.0  52.0   0.000000  -1.550643  -3.176829   \n",
+       "       dm_user_delay          423.0  52.0   0.000000 -12.576834   2.782374   \n",
+       "       dm_user_reconfig       420.0  52.0   0.000000  -0.755172  -0.271207   \n",
+       "       dm_user_renonce        422.0  52.0 -14.834092 -12.577432 -10.706547   \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",
+       "1.0    dm_user_degrad       -0.768976         -2.052022      -1.830263   \n",
+       "       dm_user_delay         0.000000         -0.041770       0.732654   \n",
+       "       dm_user_reconfig      0.000000          0.000000      -0.590662   \n",
+       "       dm_user_renonce      -7.819905         -7.327678      -4.650406   \n",
+       "4.0    dm_user_degrad       -6.009832         -7.422668      -7.355576   \n",
+       "       dm_user_delay         0.789715         -0.137337       9.290796   \n",
+       "       dm_user_reconfig      0.000000         -2.147329      -1.527935   \n",
+       "       dm_user_renonce     -23.708726        -16.641113     -16.018570   \n",
        "\n",
        "                         mean_waiting_time  NRJ_in + NRJ_after  \\\n",
        "window behavior                                                  \n",
-       "1.0    dm_user_degrad            -9.616211           -1.419254   \n",
-       "       dm_user_delay              8.708675            0.035389   \n",
-       "       dm_user_reconfig          -4.648925           -0.246723   \n",
-       "       dm_user_renonce          -19.670125           -4.402247   \n",
-       "4.0    dm_user_degrad           -18.472554           -3.961399   \n",
-       "       dm_user_delay            112.901520            0.526500   \n",
-       "       dm_user_reconfig          -6.485776           -0.883280   \n",
-       "       dm_user_renonce          -28.019358          -12.178107   \n",
+       "1.0    dm_user_degrad            -2.734000           -0.940268   \n",
+       "       dm_user_delay              0.834744            0.010208   \n",
+       "       dm_user_reconfig          -0.394617           -0.123558   \n",
+       "       dm_user_renonce           -9.136388           -2.586890   \n",
+       "4.0    dm_user_degrad           -11.947051           -3.392949   \n",
+       "       dm_user_delay             10.917350            0.239269   \n",
+       "       dm_user_reconfig          -2.122846           -0.492412   \n",
+       "       dm_user_renonce          -18.847380          -11.308871   \n",
        "\n",
        "                         mean_corrected_sdown  mean_corrected_wtime  \n",
        "window behavior                                                      \n",
        "1.0    dm_user_degrad                     NaN                   NaN  \n",
-       "       dm_user_delay                82.562529             97.325306  \n",
+       "       dm_user_delay                 7.129606              3.980916  \n",
        "       dm_user_reconfig                   NaN                   NaN  \n",
        "       dm_user_renonce                    NaN                   NaN  \n",
        "4.0    dm_user_degrad                     NaN                   NaN  \n",
-       "       dm_user_delay               695.864454           1043.881202  \n",
+       "       dm_user_delay                84.387697             64.886070  \n",
        "       dm_user_reconfig                   NaN                   NaN  \n",
        "       dm_user_renonce                    NaN                   NaN  "
       ]
      },
-     "execution_count": 64,
+     "execution_count": 176,
      "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",
+    "metrics_relative = pd.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
+    "aggregated = metrics_relative.groupby([\"window\", \"behavior\"]).median()\n",
     "aggregated"
    ]
   },
@@ -924,18 +873,45 @@
    "id": "30234b04",
    "metadata": {},
    "source": [
-    "## What do our data look like?"
+    "## What do our data look like?\n",
+    "Descriptive stats: for each expe and each window, calculate the number of jobs in dr_window et infrastructure load in dr_window. Use the baseline expe to get these stats."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "res = {}\n",
+    "res[\"XP\"], res[\"window\"], res[\"wday\"], res[\"#job_in_dr\"], res[\"mass_in_dr\"] = [], [], [], [], []\n",
+    "wday = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri']\n",
+    "for xp in range(nb_exp):\n",
+    "    # Get these stats from the baseline XP\n",
+    "    expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n",
+    "    for i in range(2):\n",
+    "        data = pd.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "        data_in_window = data[(data.submission_time\n",
+    "                           >= start_dr) & (data.submission_time <= end_dr[i])]\n",
+    "        js = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs.csv\")\n",
+    "        \n",
+    "        res[\"XP\"].append(xp)\n",
+    "        res[\"window\"].append(win[i])\n",
+    "        res[\"wday\"].append( wday[xp % 5] )\n",
+    "        res[\"#job_in_dr\"].append(len(data_in_window.index))\n",
+    "        res[\"mass_in_dr\"].append(js.mean_utilisation(start_dr, end_dr[i]) * (end_dr_h[i] - start_dr_h))\n",
+    "pd.DataFrame(res).to_csv(f\"{OUT_DIR}/load_in_dr.csv\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 140,
    "id": "742cabe7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1080x360 with 4 Axes>"
       ]
@@ -947,18 +923,31 @@
     }
    ],
    "source": [
+    "# Print these stats\n",
     "fig, axs = plt.subplots(2, 2)\n",
     "load_in_dr = pd.read_csv(f\"{OUT_DIR}/load_in_dr.csv\")\n",
+    "\n",
     "load_in_dr.boxplot(column=\"#job_in_dr\", by=\"window\", vert=False, ax=axs[0, 0])\n",
     "axs[0, 1].axvline(x=104*16, color='red', linewidth=1)\n",
     "axs[0, 1].axvline(x=104*16*4, color='darkred', linewidth=1)\n",
     "load_in_dr.boxplot(column=\"mass_in_dr\", by=\"window\", vert=False, ax=axs[0, 1])\n",
     "\n",
     "axs[1, 0].axhline(y=104*16, color='red', linewidth=1)\n",
-    "axs[1, 1].axhline(y=104*16*4, color='darkred', linewidth=1)\n",
     "load_in_dr[load_in_dr.window==1].plot.scatter(x=\"#job_in_dr\", y=\"mass_in_dr\", ax=axs[1, 0])\n",
-    "load_in_dr[load_in_dr.window==4].plot.scatter(x=\"#job_in_dr\", y=\"mass_in_dr\", ax=axs[1, 1])\n",
-    "plt.suptitle(\"Top: number of jobs and mass of jobs (in core-hour) in the demand response window. Bottom: window 1 (left), window 4 (right).\")\n",
+    "\n",
+    "# axs[1, 1].axhline(y=104*16*4, color='darkred', linewidth=1)\n",
+    "# load_in_dr[load_in_dr.window==4].plot.scatter(x=\"#job_in_dr\", y=\"mass_in_dr\", ax=axs[1, 1])\n",
+    "axs[1, 1].axvline(x=104*16, color='red', linewidth=1)\n",
+    "load_in_dr[load_in_dr.window==1].boxplot(column=\"mass_in_dr\", by=\"wday\", \n",
+    "    vert=False, positions=[1,5,2,4,3], ax=axs[1, 1])\n",
+    "\n",
+    "axs[0,0].set_title('(a)')\n",
+    "axs[0,1].set_title('(b)')\n",
+    "axs[1,0].set_title('(c)')\n",
+    "axs[1,1].set_title('(d)')\n",
+    "\n",
+    "# plt.suptitle('')\n",
+    "plt.suptitle(\"(a) number of jobs in window; (b) total mass (in core-hour) in window; (c) total mass in window by number of jobs (1-hour window); (d) total mass in window by weekday (1-hour window)\")\n",
     "plt.show()"
    ]
   },
@@ -1011,13 +1000,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 150,
    "id": "sublime-warning",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -1029,7 +1018,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1080x360 with 2 Axes>"
       ]
@@ -1057,22 +1046,21 @@
     "# For 1-hour time window \n",
     "#########\n",
     "# Load data\n",
-    "summary_relative = pandas.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
-    "summary_relative[\"bvr_ord\"] = summary_relative[\"behavior\"].replace(bvr_ord)\n",
-    "summary_relative[\"NRJ_in + NRJ_after\"] = summary_relative[\"NRJ_in\"] + summary_relative[\"NRJ_after\"]                         \n",
-    "data_window1 = summary_relative[summary_relative.window==1]\n",
+    "metrics_relative = pd.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n",
+    "metrics_relative[\"bvr_ord\"] = metrics_relative[\"behavior\"].replace(bvr_ord)\n",
+    "data_window1 = metrics_relative[metrics_relative.window==1]\n",
     "\n",
     "# Energy metrics\n",
     "fig, axs = plt.subplots(1,3)\n",
     "for ax in axs:\n",
     "      ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n",
     "      ax.axhline(y=0, color='lightpink', linewidth=1)\n",
+    "      ax.set_ylim(-35, 5)\n",
     "data_window1.boxplot(column=\"NRJ_in\", by=\"bvr_ord\", ax=axs[0])\n",
     "data_window1.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", ax=axs[1])\n",
     "data_window1.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", ax=axs[2])\n",
     "for ax in axs:\n",
     "      ax.set_xticklabels(bvr_name)\n",
-    "\n",
     "plt.suptitle(\"Energy metrics (relative to baseline) - 1-hour DR window\")\n",
     "\n",
     "# Scheduling metrics\n",
@@ -1082,18 +1070,20 @@
     "      ax.axvline(x=0, color='lightpink', linewidth=1)\n",
     "\n",
     "sd, wt = pd.DataFrame(), pd.DataFrame()\n",
-    "for name, orig_name in zip(bvr_name, bvr_orig_name):\n",
+    "for name, orig_name in zip(reversed(bvr_name), reversed(bvr_orig_name)):\n",
     "    select = data_window1[data_window1.behavior == orig_name].reset_index()\n",
-    "    sd[name] = select[\"mean_slowdown\"]\n",
-    "    wt[name] = select[\"mean_waiting_time\"]\n",
     "    if name == 'delay':\n",
     "        sd[\"delay\\n(corrected)\"] = select[\"mean_corrected_sdown\"]\n",
     "        wt[\"delay\\n(corrected)\"] = select[\"mean_corrected_wtime\"]\n",
+    "    sd[name] = select[\"mean_slowdown\"]\n",
+    "    wt[name] = select[\"mean_waiting_time\"]\n",
     "\n",
     "sd.boxplot(vert=False, ax=axs[0])\n",
     "axs[0].set_xlim(-100, 120)\n",
+    "axs[0].set_title(\"Mean slowdown\")\n",
     "wt.boxplot(vert=False, ax=axs[1])\n",
-    "axs[1].set_xlim(-120, 120)\n",
+    "axs[1].set_xlim(-100, 120)\n",
+    "axs[1].set_title(\"Mean waiting time\")\n",
     "plt.suptitle(\"Scheduling metrics (relative to baseline) - 1-hour DR window\")\n",
     "\n",
     "# User_delay outliers\n",
@@ -1106,15 +1096,24 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "3a472900",
+   "metadata": {},
+   "source": [
+    "sd, wt = pd.DataFrame(), pd.DataFrame()\n",
+    "for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 156,
    "id": "quarterly-count",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -1126,7 +1125,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1080x360 with 2 Axes>"
       ]
@@ -1153,7 +1152,7 @@
     "#########\n",
     "# For 4-hour time window \n",
     "#########\n",
-    "data_window4 = summary_relative[summary_relative.window==4]\n",
+    "data_window4 = metrics_relative[metrics_relative.window==4]\n",
     "# Energy metrics\n",
     "fig, axs = plt.subplots(1,3)\n",
     "for ax in axs:\n",
@@ -1163,6 +1162,7 @@
     "data_window4.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", ax=axs[1])\n",
     "data_window4.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", ax=axs[2])\n",
     "for ax in axs:\n",
+    "      ax.set_ylim(-55, 18)\n",
     "      ax.set_xticklabels(bvr_name)\n",
     "plt.suptitle(\"Energy metrics (relative to baseline) - 4-hour DR window\")\n",
     "\n",
@@ -1172,19 +1172,19 @@
     "      ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n",
     "      ax.axvline(x=0, color='lightpink', linewidth=1)\n",
     "sd, wt = pd.DataFrame(), pd.DataFrame()\n",
-    "for name, orig_name in zip(bvr_name, bvr_orig_name):\n",
+    "for name, orig_name in zip(reversed(bvr_name), reversed(bvr_orig_name)):\n",
     "    select = data_window4[data_window4.behavior == orig_name].reset_index()\n",
-    "    sd[name] = select[\"mean_slowdown\"]\n",
-    "    wt[name] = select[\"mean_waiting_time\"]\n",
     "    if name == 'delay':\n",
     "        sd[\"delay\\n(corrected)\"] = select[\"mean_corrected_sdown\"]\n",
     "        wt[\"delay\\n(corrected)\"] = select[\"mean_corrected_wtime\"]\n",
+    "    sd[name] = select[\"mean_slowdown\"]\n",
+    "    wt[name] = select[\"mean_waiting_time\"]\n",
     "\n",
     "sd.boxplot(vert=False, ax=axs[0])\n",
-    "axs[0].set_xlim(-150, 200)\n",
+    "axs[0].set_xlim(-110, 120)\n",
     "axs[0].set_title(\"Mean slowdown\")\n",
     "wt.boxplot(vert=False, ax=axs[1])\n",
-    "axs[1].set_xlim(-150, 200)\n",
+    "axs[1].set_xlim(-110, 120)\n",
     "axs[1].set_title(\"Mean waiting time\")\n",
     "\n",
     "plt.suptitle(\"Scheduling metrics (relative to baseline) - 4-hour DR window\")\n",
@@ -1209,51 +1209,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 172,
    "id": "882339d5",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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e4447jlgsxoIFC3DOEQgEuPvuu0f9c2hpaeHcc8/l+OOPp6mpiebmZvbff/9+r5k0aRI33XQT/+f//B8OPvhgTjnlFLZs2TLqzxaR3GQKZPHuTj5w12LeV38zE7csZ/fJX4G6zHcw+5K+nhoOj13Fv39kFq1zFjInMKe4A68sPzGzg4AE8FHn3Jtmdg3wYzMLA9uA943FQBQfFR9FqlWgMUBkcYTwmjB1NXV07u2kh55+r+ntnsB/v/qZwZmTA7a8D2b/DJyDuj2QaACDeTs/zcdPW073kQEWLoQ5YxAeLddlASM6udkM4Dbg74Be4Cbn3HVm9nXgPfglnv8EXOSc257tXM3NzW7gJuOtW7cyZyx+SqMUi8U455xzRvWL+bLLLmP+/PmEw+ECjqx4du3axZQpU9i9ezennnoqN910EwsWLBjVOcvl71ukXFx+Y5QbXghD7YBlJYkG6v+/DroOXweLw2AJqEnb/uVqaNh0JR9oOZ1/Pmc+J88vbBZgZhudc80FPWkFU3xUfITy+TsXGa9SLX6m1E/h+G+dQIIBrX26J0LdgG0K3bXw7SchfjBMi8HeKdRM3sU1nwry8UsLfIcsKVuMLPaMXTfwb865x81sP2Cjmd2Pv1n8U865bjP7KvApxqhPTzk64YQTaGxs5Bvf+Eaph5KzZcuW8fTTT7Nnzx6WLl1akKAlIvlLBaquzin8sWMXB+03hTd27uJtBweJrAzBIQfBB5bAxLRlZr11XPSvMW7+YojEqlaYFsPqupj9zsfZr2Y6H3vP6Xzo88UJWCL5UHwUkeGk92QNNA4du17fFuDp9QGefx4SP10F77lk301PA2oHJHUOcBPgkhOwtRGu+0iIo46C+fMLv+ohV0VN7JKlmlNlm3ea2VbgMOfcfWkv+x3wj8UcR6kFg8FR3Y3cuHHjoGMnnngiewcUN7j99tuH7KszUm+88QaLFi0adPyBBx7goIMOGvJ9//3f/13QcYhI/qKbo1y8JkwiAT0Wh546qElAt9+GoG52BJ5thQm9/d84IcEVS4N88RLYtCkABJKB6uTBHyIyCoqPIlJM6U3Eu3q6iCyOEJobGvS6yy+HG272/Fm37UGYtgD27geTdu57UaIBJqStYDGgzt/S4BZfSOviVubMLO1NzzHbY2dmQWA+MLBj7cXAj4Z4zzJgGcDMmTOLObyy89hjY9P496CDDuKJJ54Yk88SkcLxOj0+/JMw3RbfVyar1i8Ekdo3l3h3GJ7tgDURf8llMvG7bEakLzideWYJBi8yCoqPIgLZqz+nz9xt3Qo3PBiFlWHoqYeaLvjfVf23IICfyLkasAydaWq7eKFrE3MobdAck6qYZjYF+Amwwjn3t7Tjn8FfrvmDTO9zzt3knGt2zjUHSjWnKSJSRrZu8/jKj+/jY9/9Id17h7l311NH3VtiTN0WYtK3O1g+eR1PL+vg+uWD72aKiIiUk0zVn+tq6ohtj/U7tu63nn9zsy4Ok3b4j+++Ah74gj9Lt2cqJBqwRz8NPZOG/Lzte7YX4SryU/QZOzOrw0/qfuCcuzPt+FLgHGCRK2YFFxGRKnH5jVFueHGpv9wSYOIwb6hJ8Ks7g9R3QzAYQDfQRESk3KUXQRlY/TnRkyA4Ldjv2PSjYvBcff8q0DV7ofUquOc6Fp82i4Unwjs/PIMzfvgVuobIWqZNmlbQ6xiJoiZ25nfYjABbnXP/mXb8bPxiKe90zu0u5hhERCpNpo3gW7d53PDCxVCX6P/i9ADUazDB9e2xu2xGpOAVLUVEREpl4J66dzSGue/1CPTWwYQE4b+LDCqgcvq8ILX3d9FvgWWqWMq7L+feibU8+Od6vvRcF8tawvzXxgh7evq3AqqzOuYfMr/o1zecYs/YnQxcAGw2syeSxz4NfBP/XvL9fu7H75xzlxR5LCIiZe/aX93Ipx+5glqrp5durlsUYfk/hFj/bAx6awa/Ia2NwQSr57YzHqB7bz0LjwqWfJO3iIiUr1yrTY7leAbuqbvv9Qh8ZyNM3AXbg0RcgKuX9K9aGWgMcNs/RvjwTy6i2+3t3/6nJsGenkRfIhd5PMLjyzfyk60/4UsPfYnamlp6enu4+bybx8XPoNhVMR8lc3/2e4r5uaXyuc99jilTpvDxj3+81EMZl0KhEE899RQXXXQRb775Jqeeeiqtra2lHpZI2fjnb99I5FW//HLC+VX/LrknTOyBVs45JwgTerK+f0rDRN7+1npaDmsZg9GK9KcYmZ1ipJSTXKtNFpvnQSwGwSDEumLQWw/p/ed66vyk7mU/7rlJ/usH7jwIzQ0xs34ep9w+f3BbgzR1NXXs6trFVadexfITlo+rxBbGsCrmeDHe7i4UW3d3N7W12f+ae3p6qKnJcKe/gP7yl7/wm9/8ho6OjqJ+jkil2rrNI/LyFYN/a/fUcs13Ylz3/1o489Kbuc/S9thBv1trmfYWiKRUW3wExUiRkci12mSxRaMQDkN9PXR1wRe+ESS+twvq0l5Uk/DbFyTt2QNTpmQ+38lvn8Nlh3+PG14IJ5dudlFb10s3+/bppcfRQGNg3P2uHJOqmONFdHOUptVNtN3eRtPqJqJboqM+55e//GWOOuooWltbefbZZwE47bTTWLlyJaeeeipz5syhvb2dJUuWcOSRR3LVVVcNea5YLMbcuXP7vr/22mv53Oc+B8A3v/lNjj76aI477jg++MEPAtDZ2cnFF19MS0sL8+fPZ82aNQDccsstvO997+M973kPZw5Rq/zBBx/k9NNP55/+6Z849thj6enp4corr6SlpYXjjjuOG2+8se+1X/va1zj22GM5/vjj+eQnPwnAE088wUknncRxxx3He9/7Xt58882+a//EJz7BwoULefvb384jjzwCwJlnnslrr73GvHnzeOSRR7jwwgu54447ALjnnnuYPXs2p5xyCh/72Mc455xz8v57EKl065+NQXf94Cdq98KkN4mbxyPfDvHokpf48tH38uWj7+Xrp32HhtoGpk6cSkNtA5HFg/cWiEBx4iMoRipGSiXKtdpkMXmen9TF47Bjh/941coAE++N9KtkyZoI7N4X9xoaYNeuoc97/fIQTy/r4JbT1/H0sm3c9n9vKas4WjUzdsW4u7Bx40Z++MMfsmnTJrq7u1mwYAEnnHACAPX19Tz88MNcd911LF68mI0bN3LggQfy1re+lZUrV2ZtXprJNddcw/PPP8/EiRPZvn074AfMM844g5tvvpnt27ezcOHCvmUbv/3tb3nyySc58MADhzzn+vXr2bJlC7NmzeKmm25i//33p729nb1793LyySdz5pln8swzz3D33Xfz2GOPMXnyZP76178C8OEPf5jrr7+ed77znVx99dV8/vOfZ/Xq1YB/B3T9+vXcc889fP7zn2fdunWsXbuWc845p6/nTyQSAWDPnj0sX76chx9+mFmzZhEKqcy6VJf0ZSTZilIuPCoIDw3onePw++188DwwcPdGqO8O8en37/vH6tKWJVU3CyP5Kdbdd8VIxUipTMFpwZyqTRbL1q3wwx/ChAHTU/X10LU5BE+37ms0vnvw77BgMPv558wM9O1Bn0OI1lmtZRNHq2bGrhh3Fx555BHe+973MnnyZKZOncq5557b91zq62OPPZZjjjmGQw45hIkTJ3LEEUfwwgsv5P1Zxx13HB/60If4/ve/37ds5L777uOaa65h3rx5nHbaaezZs4dt27YB0NbWljVgASxcuJBZs2b1neu2225j3rx5nHjiibzxxhs899xzrFu3josuuojJkycDcOCBB7Jjxw62b9/OO9/5TgCWLl3Kww8/3HfeJUuWAHDCCScQi8WyjuGZZ57hiCOO6BuHgpZUk2gUZs72OP38dmbO9ohmmSSZMzPAZTOSdyJTlS4t+ac+DnVx9pwVZsp0r9/7Ao0BWg5rGffBSEqnWHffFSMVI6UyBRoDRBZHijqT5XnQ3u4/prv8cjj6aPjCF6Czs/9z3d1w3XXQ4AJM3dVCgwtw2WX+LN3Uqf5jJJL9Jmom5RRHq2bGrlh3F5JVPQeZONFvIDVhwoS+r1Pfd3dn6FgP1NbW0tvb2/f9nj17+r7++c9/zsMPP8zatWv54he/yFNPPYVzjp/85CccddRR/c7z2GOP0djYOOzY01/jnOP666/nrLPO6veaX/ziF0Ne41BS11tTUzPktaZ/rkg18jxYem2UxKVh6KmHmi6Wfj1Ca2toyKBz/fIQ79h4EB++Zwl7ezsHPd8wsY5dNTFg/AcfGT+KefddMXIwxUipBKG5xZvJGrh3btUqWLDA//qGGwa/vrERenv9pC0UgiVL+q+Eufrq3FbGVIKqmbErxt2FU089lbvuuot4PM7OnTv56U9/OqoxTp8+nddee4033niDvXv38rOf/QyA3t5eXnjhBU4//XS+9rWvsX37dnbt2sVZZ53F9ddf3/eLf9OmTSP+7LPOOotvf/vbJBJ+0YU//OEPdHZ2cuaZZ3LzzTeze7ffbvCvf/0r+++/PwcccEDf3oDbb7+9785kvmbPns2f//znvruWP/rRj0Z8DSLlZNOzHol3hf2GqJN2QF2cxLvDbHrWG/I9ngfT4vOZMKE38wsmqDiK5K9Yd98VIxUjpbIVYyYr0965Sy6BRYvgjDOSL5rswaHt/uNkjw/+Wzsbn/EYakI7EICWlspP6qCKZuyg8HcXFixYwAc+8AHmzZtHU1MT73jHO0Z1vrq6Oq6++mpOPPFEZs2axezZswG/Itf555/Pjh07cM6xcuVKpk2bxn/8x3+wYsUKjjvuOJxzBIPBvkCXr3/+538mFouxYMECnHMEAgHuvvtuzj77bJ544gmam5upr6/n3e9+N1/5yle49dZbueSSS9i9ezdHHHEE3/ve90b0uQ0NDXzrW9/i7LPP5uCDD2bhwoUjOo/IeDXkHrppMX+mrm5AWeZpMTLNuO27gxmg+4gI9eeFmTDBsadnDw21fsPx8b6pW8avYtx9V4xUjBTJVyzmz9TF+/f/ZufO5Bdzo7A4udKldjdg/Ki+gf++vYtPz40Q+EuIlSv3zfalZvGqhZXLNH9zc7PbsGFDv2Nbt25lzpw5JRqRFMquXbuYMmUKzjk++tGPcuSRR7Jy5cpBr9Pft5SbgctJ0gOM1+lx+Dea6HL7ole9NfDiv3UM+ke150FTU/9AN+lAjzUPxZgxfQq7unaVxabuXJnZRudcc6nHUS4UHyubYqRUk0zxrs9kD1Y29b8hmi7RAKs6BlXB7OiorNm6bDGyapZiyvj13e9+l3nz5nHMMcewY8cOli9fXuohiYxa33IS89jR2E7cPMLhfRvBA40BblniL39rrPWXv92yJPOMW+oOZrr67gAHxFuYE5hTNpu6RSR/ipFSTQIB/yZoQwPst9+AJ1MrXYbSt+pln7o6P4ZWi6paijlevPHGGyxatGjQ8QceeCDvEs/D2bx5MxdccEG/YxMnTuSxxx4r6OeMxsqVKzPefRQpZ7EYcGwU2vYVR3H3RojF9hVHyXX5WzDoz/ilSySGL9ksUo4UI/tTjJRqEwpBa6sfRx9/HFau9BO0rj1Behu66BpqseGAZuRQfbFSiV0JHHTQQX29aort2GOPHbPPEqkmw/WfmzLdI96WLI6SXDay56wwXbWttLcH+t4XaAwMO9uWuoMZDvvBLZEYWclmkXKgGClS+Ybt4TrZg0NjLDk6yJIlgeRrA6x7NUJ4TZi6mjriXXEcRnd8kp/UpTUjnzwZnKu+WFn2iZ1zLu9Sw1J+ymUvqFSu9CC0bh1cfJlHzcExel4PcvMNgUGbs3fVxGiYWE+8N20PXU0di/5vjEl/DWTd1J0p4KXfwayGks0yeoqP1UMxUspJtv3nANHNUcJrw9TX1NPV00VkcYRQi/+CUKD/SpfX34Bj3xGjp3MKTNwFkz1quwLcdRfMn199sbKsE7tJkybxxhtvcNBBByl4VTDnHG+88QaTJk0q9VCkSg0MQnvfHqV3mP5zwWlBmNAFaZ0JunoS8GqQvX5ldMJhP1lLf1+2gBcIVF+QkpFRfKweipFSTtLbGaQKpKTHQq/TI7w2TLw7Trzbf0F4TZjWWa19q1vSV7oEGuHST6/jhhf2xeRLZkQ488wqKoWZpqwTu8MPP5wXX3wRb2Bbeqk4kyZN4vDDDy/1MKQKDQpCkz04p/8SS7//XCtnpmVdqd5gqSUjexMJJtwXIZ5WrSu1qTv1tuECnkiuFB+ri2KklMKwyykzyNTOID0WxrbHqK+p70vqAOpq6ohtj2XctuB1ekRe7x+TI6+HubqztSqLipV1YldXV8esWbNKPQwRqWCDglAe/efSi6NM6Qlywv/r//zATd3DBTyRXCk+ikgxDbeccijDFQMLTgvS1dP/BYmehL8KJoN8E8FKp3YHIlLVPA/a2/e1IRhoUBDaHoSa/kGnviHB/FnBjO8PNAZoOayFOTMDfSWcp071Hwdu6u77rMkeHNoOk71+Ac/r9Gh/qR2vU7MwIiIydrZu87j1/na2bvP6rS7ZscN/TG/nk016O4NMsTC12qWhtoGpE/1WQJHFmVsBQf6JYKUr6xk7EZHRyOWO4+CKlAHCMyJEXg8zgTp6SfQLOtmWpgxXACUQgPCqqL9XoLceJnQRnhEhEAhl3kw+tzr3EIiIyNi5/Ma0uPRQF++rj1BfHxrx6pLhYmGurYBgXyJ48d0XUzOhhp7enqyJYKWzcqmk1Nzc7DZs2FDqYYhIhfA8aGrqv+yxoQE6OjIHpq3bPNY/G2PhUUHmzAzgdXqDgs5Il6b0janTo2l1U78lJQ21DWxctpETbjph0PGOFR0VGbzMbKNzrrnU4ygXio8iUiy/3uRxyk+a+m8/SDQw8Vsd7H1zX/zJFj+LLXXjc4JNoNf1suqsVSw4ZMGwSWG5yhYjtRRTRKpSaj9butQdx4Gim6OccHsTV2xs44Tbm4huifYtsUyfqctlaUq25ZSpvQL9xlRTx/qX1mc8HtueYbAiIiIFEI3C6Uti/r7ydL11XLgylnVrQSbDbX0YifQqmp2JTuLdcS75+SUsum0RTav9eF1N2xiU2IlIVRpuA3dKetDYsXcH8e444TXhQQEil0QxujlK0+om2m5v6ws4/cY0xF6BhYct1B4CEREZM6mblYnXgoP2lTMhwRVLg3R0+H1dOzqGX50SjfqrZNra/MdoNPvrc5XphijAzq6dxLvjLL1zada4W2mU2IlIxct0l3C4DdwpQ82iDZwtGy5RzCVBHGrT+JzAnLw2k4uIiIxG383K3QFYE4FEA+yZCokGLpsRYc7MAIEAtLTkNlM30mIrw8l0QzRdwiWGvTFbSVQ8RUQqWjQKF1/mUXNwjJ7Xg9x8Q6DvzuJwG7gh94pbg4us9E8Ucy3JPNSm8Xw2k4uIiIzGlCmwZ0/ymy0h+HMrdW+J8as7g5w8P7/4U8xWPuk9Y2sn1LKza2fW11d6K4SiJnZmNgO4Dfg7oBe4yTl3nZkdCPwICAIx4P3OuTeLORYRqT6eB0uvjZK4NOzvEajpYunXI7S2hvaVVg5kDywDG40nehJDzpZlSxTzKckcaAxkPP9Qx0VERAolVQhsQnJdX0MD4AJEvhLg5Pn5ny/XrQ8jlX7j8/G/PM7KX6ykrqaOru4ueuntF3srfRtDUatimtkhwCHOucfNbD9gI3AecCHwV+fcNWb2SeAA59wnsp1LVb9EJF/3Pepx1i8GV/O69+wOzjwlWfQkQ3XLTHJ9XTbRLdFBCaJaFgymqpj5UXwUkULJVDF64kTYtAnmzBn5eVPJYvqKlnyqRucjPV6ve35dxcXdbDGyqDN2zrlXgFeSX+80s63AYcBi4LTky24FHgSyJnYiInmbFvNn6tITu546/ziBvHrDFWK2TMspRUSkVLL1WU3JtGxy4kTYtWt0n53L1odCSY/X1RZ3x2yPnZkFgfnAY8D0ZNKHc+4VM3vLWI1DRKrH/FlB6hu66EpbmFDfkGD+rGC/YiapfW/hNWFaZ7WO6hf/cDN7Wk4pIiJjLdc+q8VcNjnc1odc5buCppri7phUxTSzKcBPgBXOub/l8b5lZrbBzDZ4hWx6ISIVJ2Ply8YAtyzxq0k21vrVJG9Z4u+Py7XaZT6Ga2cgIiIy1vKpSplrxehSUZzNrqh77ADMrA74GXCvc+4/k8eeBU5LztYdAjzonDsq23m0h0BEhjLcnchMd/e8To+m1U39qlQ21DbQsaKDQGOArds81j8bY+FRQebMHD6iDXc+yZ322OVH8VFEsmlv9/vH7dix79jUqX4PupaWzO/JZdnmWFOc9WWLkUWdsTMzAyLA1lRSl7QWWJr8eimwppjjEJHKlcudyEBjgJbDWvr94h+qZ1ygMcDlN0Y5+qYmLvxVG0ff1MTlNw5/R7AYM4BS2cxspZk9ZWZbzCxqZpPM7EAzu9/Mnks+HlDqcYpIeRvJ8spce9SNJcXZ4RV7KebJwAXAGWb2RPLPu4FrgDYzew5oS34vIpK3viaqaVL9cYYTmhuiY0UH6y5YR8eKDkJzQ2zd5nHDC2G/4MrEHVAX54YXwmzdln05eD7tDETM7DDgY0Czc24uUAN8EPgk8IBz7kjggeT3IlJFMm0tGM37x/vyylwpzg6vqImdc+5R55w5545zzs1L/rnHOfeGc26Rc+7I5ONfizkOEalco93oPXA2b/2zMegdkCn21vnHhznPUDOAIkOoBRrMrBaYDLyMXzX61uTzt+K3CBKRKhGN+u0G2tr8x2ieW8iGen8oBB0d/vLLjo7cWg2MNsEsNMXZ4RV9j12haA+BiAylkP1xtm7zOPqmwb3vnl7WkfNeu2opq1ws1bLHzsyuAL4MxIH7nHMfMrPtzrlpaa950zmXdTmm4qNIZcjUQ66hwU/EcpldG+370+VaRbMUqj3OlmyPnYjIWMj1TmQudx/nzAxw2YwIJBpg71RINHDZjEhOSR1k3s8nMlBy79xiYBZwKNBoZufn8X5VjRapMH1bCyZ7cGg7TPZy3lrQ7/1p0t/vdXq0v9SO15n9d0Y+VTRLQXF2aGPWx05EpJiG64+Tz93H65eH+JdtrXlVxRTJUyvwvHPOAzCzO4F/AF41s0PSqka/lunNzrmbgJvAn7EbozGLSBEFg7D7rVF4Vxh66qGmi/g9EYLB3KbKsm1NiG6OEl4bpr6mnq6eLiKLI4TmZj5vpiblqQSx3PblVRvN2IlIxRvJ3cc5MwMsbWtRUifFsg04ycwmJytILwK2oqrRItVrsoctThbvmuQX77Lzwv4MXg6GKpLCZI/w2jDx7jg79u4g3h0nvCY85MxdMAh7a/bNGkLhmpRLcWnGTkQqXt/dR/NgWgy2B6mrDejuo5SMc+4xM7sDeBzoBjbhz8BNAX5sZmH85O99pRuliIyl2PYYDfX1dO3dN1U2qd4v55/rssNQCFpb+/ega3/JbxOQ3v8t1SYg03nX/SVK7xVhiPuzhnX3RIhcGVK8LANK7ESk4o12eYtIMTjnPgt8dsDhvfizdyJSZQpVzn/g1oR8zut1+rN7XS4Ok/xEsPb/hmk9txVQZjfeaSmmiFS+US5vERERKbZilfPP57yZmoBPsAlsemXTqMYwUK6FXCQ/mrETkTHlef2XiIzF+QqxvEVERKTYQnNDtM5qLXg5/1zPm2l2rzPRyXk/Oi9rwZV85FPIRfKjGTsRKYit2zxuvb+drduGvvs22sarA914I8yYAYsWZT9foZa3iIiIFNtw5fxzibcjOW/qNZHFESbVTOp3fLiCK7lKLfXMtZCL5EeJnYiM2uU3Rjn6piYu/FUbR9/UxOU3Ds6wCt0X58Yb4ZJLYO9e2Lkz+/mKtbxFRERkLOUSb0crNDfEmg+uobGusd/xVMGV0ci01LMQ5xWfEjsRGZWt2zxueCG5f22iv3/thhfCg+4kDtc4NR+eB1dcMfh4Tc3Q5wvNDdGxooN1F6yjY0WHln2IiEhZyTXeFsL8Q+bT63r7HSvEShetoCkuJXYiMirrn41B74CMrbfOP54mW+PUfGVKEnM5Xy7LUERERErN86C9vf8qlFzjbSEKk4yHQi6SPxVPEZFRWXhUEB4akLFNSPjH06Qap4bD/kxdIuF/P5ICKsEgdHcnv5m8rzfddf8ZUJ8dEREpa9EoXHyZR83BMXpeD3LzDQFCodzibSELk5S6kIvkTzN2IjIqc2YGuGxGBBINsHcqJBq4bEaEOTMH/6IOhaCjA9at8x9DI1wNmUoS6xZEYWUTfLiNun9vYurJhd9rICIiMlY8D5ZeG2XPpU10Lmljz6VNLP16FM8bPt4WozBJsVa6aAVNcWjGTkRG7frlIf5lWyvrn42x8KhgxqQuZWDj1JFqPdej9s9hEt1xqIuTAMJrwrTOalWgEBGRsrTpWY/Eu5L76Or8Fj2Jd4fZ9GwrZwYCWeNtqjBJvHtfa59UYRLFxeqgxE5ECmLOzEDWhK7QFMBERKTiTItBT31fUgdAT51/HD+2DRVvVZhEtBRTRMZUtk3dmTaLD0UBTEREKs38WUHqG/rHtvqGBDOmBoeNjypMIkrsRGTMRDdHaVrdRNvtbTStbiK6Zd+euFyal6cnfgpgIiJSzjLdzAw0BrhliR/bGmv92LZseoQTZgeyxscUtfapbuacK/UYctLc3Ow2bNhQ6mGIyAh5nR5Nq5v6LZ1sqG2gY0UH7A7Q1OQ3Ge97rsEvsJLajxeN+hU16+v9tgmRiF98xev0VFmrwpjZRudcc6nHUS4UH0XKh+f5LXsefxxWrhwc0/pel4xtU3qCnDA7kDU+SnXJFiO1x05ExkS2PXG8HKC+vn9il2peHgj4gTAc9p9PvSYchnkne+yqUVInIiLjX+oGZW0t7NzpH0uPaa2t+5K1QGOAQGOA9nayxkeRdErsRGRMZN0TV5+9eXmqIXl6YHNzo8y/NcykutH36hERESmm9BuUmQyVrAWD2eOjSDrtsRORMZFpT9yq0yPEnvajWCTiLy+ZMgUmToRVq/YFuEGBbbLHnjPD7O0tXK8eERGRYkndoBzKUMlaIOAnhOnCYc3WSWZK7ERkzKRv6l41s4OVraG+zeDgJ3OJhB/8Vq7ct0E81ZC8oQGmToWJ02M0TOwfIfuWdYqIiIwzmWbewL+Z2dDgx7hMyZrn+c+li0Ryqx4t1aeoiZ2Z3Wxmr5nZlrRj88zsd2b2hJltMLOFxRyDiIwvgcYAwfoWVi73N4Pv2OEvTQmHYcUK2LvX33uQOpYKXqGQv1l83TrY9GAQJqjVgYiIlIeBNygbGuA734Ff/tKPbaEhdhJkmulLLdsstmztiWR8KvaM3S3A2QOOfQ34vHNuHnB18nsRqSKZAtWECVBT0/9Ybe2A4DXZg0PbOfgg1OpARETKSvoNyo4OWL4cWlr2zdRlan/QN9OXjH9M9sZkj1229kQyfhW1eIpz7mEzCw48DExNfr0/8HIxxyAi40+mJSm9vTCw+8rOnX5J6JYWP8iE14apr9lXLKVjRYdaHYiISNkIBDIvuRzY0mfVKliwwI+X4VVRbnghDL31MKGL8IwIgUDxioV5nR7htWHi3fG+StbhNWFaZ7Uq1o5zpdhjtwL4upm9AFwLfGqoF5rZsuRyzQ2eFhOLVIxMS1IiEVi9evBrV66Erdv2BZn0YikALYe1KNCIiEjOMs2MlfL86RUzU9sTLrkEFi2CmbM9bno1DHVxmLgD6uJEXi9usbBUe6J02sdeHkqR2F0KrHTOzQBWApGhXuicu8k51+ycaw6o/I9IRRm4JCUU8u9O7rdf/9fV1cH6Z4cPMtoLICIiw4lG/YJdqcJd0QKvMEw//8yZ8KUvDZ/gDVUxc+dO2DMpRld8bJOsrO2JZFwrRWK3FLgz+fX/ACqeIlKlAoH++wuCQeju7v+aRAIWHpU9yGgvgIiIDCfTzFh6ka5Cn3/PHviP/xg+gRyqYiYA24NQM7ZJVqb2RNrHXh5Kkdi9DLwz+fUZwHMlGIOIjEOBAKy60WPirHamTPf6lmjOmTl0kEnfC6CediIiMpRiV5gcauZtuAQyfXvClCkDntwdoO6esU+y0tsTdazoIDS3eHv6pHCKWjzFzKLAacDBZvYi8FngI8B1ZlYL7AGWFXMMIlI+opujrNwWpv4j9XR1d3Hdogihf/CDSWhuiNZZrYOKpaT2AqQ2eMO+ZSq6uygiIimZZsYKWWEy28xbKoEcamdRKAStrf5rHn/c319eV+ePL3JliNZzB8e/Ygs0BhRHy0yxq2IOld6fUMzPFZHykz7zBn6StvJXYZYcv68KV6Ygo70AIiKSi9TMWDicljQN0Rh8NOe/+GJ/GWa6XBLIVMXMlhZYssRP8oLB1PiUZMnwSrEUU0QqTCEqjI20Cpf2AoiISK4yFe4q9Pm3bYMvfnFw5ed8EsiBe9BFclHUGTsRqXwDe+9EIiMLlKOZeRtqmaaIiMhAQ/WSK+T5r7rKb0Def9ZNpLg0YyciI1bICmOjnXkLNAbU005ERMaNTLNuas0jxaQZOxEZsVQFsPi+uiXDbhDPRjNvIiJSqaKbo4TXhqmvqaerp4vI4khVVZv0Oj3F9yLTjJ1IBSvE3rdsilFhTDNvIiJSaaq9NY/6zY4NJXYiFSoa9ZuitrUN3xx1pNJ774xkg7iWpIiISLEU++ZmPkZaIKwSVHtSO5aU2IlUoELufRvOSCuMZbp7p0RPREQKYSxubuajmlvzVHNSO9aU2IlUoNTet3SpvW/FkG9Z5kx37y68+0JmrpqpZRoiIjIqhb65WYiZv2puzVPNSe1YU2InUoGKsfctm3xn2jLdvevq6WJPzx4t0xARkVEp5M3NQs78heaG6FjRwboL1tGxoqNqCqdUc1I71lQVU6QCpfa+hcN+MEsk8m+OmquRVPnKdPduoNQyDf3il0pkZkcBP0o7dARwNXBb8ngQiAHvd869OdbjEylnhbq5mT7zl6r+HA5Da+vI42mgMVCVcU1Vr8eGZuxEKtRI977lY6QbojPdvauzun6v0TINqWTOuWedc/Occ/OAE4DdwF3AJ4EHnHNHAg8kvxeRpFxWiIy2sFfKWG9rqHSqel18mrETqWCBQHFm6VJSSyrj3fsa2eU60zbw7t2659cRXhOmrqaOru4uPv2OTxdv4CLjyyLgT865DjNbDJyWPH4r8CDwiRKNS2RcyWeFSCjkz6zFYv5M3UhiYbG3NaivmxSaZuxEZMRGuyE6/e5dau/BlX9/JWbGtb+5VkVUpFp8EEj9hz7dOfcKQPLxLSUblcg4MpIVIvkW9sr0/kLM/GWivm5SDErsRGTEirEh+iuPfkW9bqRqmFk9cC7wP3m+b5mZbTCzDd54aNIlUmSx7THoHbAusndkJfPzKfjV2gp33w3/8z+F29agvm5SLFqKKVLBxmKZRyE3RI9maadImXoX8Lhz7tXk96+a2SHOuVfM7BDgtUxvcs7dBNwE0Nzc7MZmqCKlM6UnSHxvF6Rtx47vTTClJ5jXeQYu51x1eoQFdaGMyzWjUb9YSn29vyQzEilMYqdYJ8WiGTuRMpNrP52xXOZRqA3R6nUjVSjEvmWYAGuBpcmvlwJrxnxEIuPQrlcDNNwXgUQD7JkKiQYm3Rth16u5x51MM2WX3BNm0bneoFYGhe6Fl06xTopFiZ1IGcm1n065LvNQrxupJmY2GWgD7kw7fA3QZmbPJZ+7phRjExlvgkFgSwhWdcBt62BVB/ZUKK9CJpl6qNJTx84JsUGJWzErYirWSbFoKaZImcinn045L/NQrxupFs653cBBA469gV8lU0TS7OvPGqBuV4CEy7+QScYeqjUJ2B4E9iVugUDxK2Iq1uVO1UNzpxk7kTKRz93Dcl/moV43IiIyUL79WQcWSUmfKduv3l/OyZoI7PZjTXriVsyKmCmKdcNT9dD8aMZOpEzkc/cwFbxSfeESPQkt8xARkbKXa3/WoXrepc+UPf7LICv/FKBuqh9PByZuheiFJyOXvq0ktQIpvCZM66xW/XtmCErsRPLkeaX5Jb9vGYo/U5cpCKXTMg8REalGwyUEqT8tF8CSs7PH9FwTSSm8ct5WUipK7ETyUKzSxynDJY353j1MBS8REZFKlh4/Y125JwRK3Mavct9WUgpF3WNnZjeb2WtmtmXA8cvN7Fkze8rMvlbMMYgUSjFLH8PwFS9TbQ4AWloUiERERGBw/Hz8l0oIKoGqh+av2MVTbgHOTj9gZqcDi4HjnHPHANcWeQwiBVHM0sfDJY25tjkQERGpJpni58rlAVadroSgEoTmhuhY0cG6C9bRsaKD0NwCLpOqQEVdiumce9jMggMOXwpc45zbm3zNa8Ucg0ihDFW85M03/cAymhm0VNIY37dqpF/SmGubAxERkWoyVPxcUBeiY4X2mVcCbSvJXSnaHbwdeIeZPWZmD5lZSwnGIJK3VPGSSQd6NB7ZTt00j0S9x5LL25k52xvVLFq2ipfFnCkUEREpZ9niZ6naCaTaLGz1tvZrtyBSbKUonlILHACcBLQAPzazI5xzbuALzWwZsAxg5syZYzpIkYzmRrF/DeNcPYm9ccDR3T0ZarpY+vUIra2hEc2iDVfxsphNUkVERMpVvhWjiy3VZgEH8Z44DbUNAH3tFkSKyTLkU4X9AH8p5s+cc3OT3/8Cfynmg8nv/wSc5JzLejujubnZbdiwoahjFcnG6/RoWt3Ur8pWP4kG7j27gzNPGXk0GaoqZqoaZ3rQKmQ1TpHxxMw2OueaSz2OcqH4KFK6VkT9xpDl3wkNtQ10rOjQkkIZtWwxshQzdncDZwAPmtnbgXrg9RKMQyQvmfqp9NNTB9NiwMh/aQ9VdllNUkVERIY2HtoWZPt3gvqvyVgoamJnZlHgNOBgM3sR+CxwM3BzsgVCF7A00zJMkfEmUz+VdPUNCebPChbt88dD0BIREZHMsv07Qe0WZCwUtXiKcy7knDvEOVfnnDvcORdxznU55853zs11zi1wzv2ymGMQKZSB/VTqa+qpszoaa/1SyrcsUSllERGRapX+74RJNZMAfwmm2i3IWCnFUkyRshWaG6J11r7yyYBKKYuIiAjQ/98JU+qnsKtrl/6NIGNGiZ1Ingb2U9EvaxEREUlR3zUplZwTOzMLAB8Bgunvc85dXPhhiYiIlA/FSJHS8jq9oqygKdZ5RYohnxm7NcAjwDqgpzjDEalMngebNvlfz5+vIigiFUgxUqRA8m1dkOodV19TT1dPV8F6xhXrvCLFkk9iN9k594mijUSkQkWjcOGF+5qM19XBrbeqD51IhVGMFCmAVN/W+no/bg7Xt9Xr9AivDRPvjve1GQivCdM6q3VUM2zFOm8+n6+ZQslXPlUxf2Zm7y7aSEQqkOf5Aaqr1oND22GyRyIBF1/sPyciFUMxUmSUUjEzHocdO/zHcDh7vEz1jkuX6hk3GsU6by6im6M0rW6i7fY2mlY3Ed0SLfpnSmXIJ7G7Aj9wxc3sb2a208z+VqyBiZQ7z4N77oHuOVFY2QQfbvMf50apqfGXmYhIxVCMlKriedDeXtiblLGYP1OXrq4ue7zM1DuuED3jinXe4aTPFO7Yu4N4d5zwmjBep+4Gy/ByTuycc/s55yY45xqcc1OT308t5uBEylU0Ck1N8NF/90i8Kwx1cZi0w39cHKa73iMYzO+cXqdH+0vt+uUuMg4pRko1ScW4tjb/MVqgCaVgcN+2hZREgqzxcmCP2UL1jCvWeYdTyplCKX/D7rEzs9nOuWfMbEGm551zjxd+WCLlK30pCQfEoKfeT+hSeuq46hsxAnlUUNEGbpHxSTFSylW+BUrS35eKcfFkaAuHobV19IXBAgF/T1047M/UJRL+98Odd2CP2UIlX8U6bzalmimUypBL8ZR/BZYB38jwnAPOKOiIRMpcailJPA5sD0LNgNuPNQlOnxfM+N5Mm6UzbeC+6O6LmDd9HnMCc4p2HSKSE8VIKTv5FihJ1y/GJaWWSxai4nMo5CeJ+SadxeodN9Y96VIzheE1Yepq6kj0JMZkplAqgznnCnMiszbn3P0FOVkGzc3NbsOGDcU6vUjBeJ6/NKUv6M2NwuIw9NRBTQLWRJj4XIjvfa9/IB1qVq79pXbabm9jx94d/T5nYs1Evnfe9zRzJxXHzDY655pLPY5CKmaMVHyUfAyKUUBDA3R05JZEjfb9khtVxZShZIuR+RRPGc5XC3gukbKVWkrS0AD77QdsCcGqDrhtnf+4JcTevf0rfWXbLJ1pWQbA3p692lAtUj4UI2VcGEmBknTpMW7qVP8xl+WSkp9AY4CWw1qU1EleCpnYWQHPJVLWQiH/7uUDD8B3vgMTewL+ssy/2wRH3AeTvX6BNNtm6dSyjIk1Ewd9jjZUi5QNxUgZF0ZSoGSgVIxbt85/LOe+rCpMJpUknwblwynMmk6RChEI+H9aWmBnU5Qrf73UX4oJ0FNP/Oe3EAz60XC4zdKhuSHmTZ/H/Bvns7dnb8bXiMi4phgp48JIC5RkOk+5z9KpMJlUmkLO2IlIBl6nx39suBhqE/49ewNqu+C8MEz27xDmUlZ5TmAO3zvve2NeellERCpLJc24jZT6xUklKuSMXayA5xIpiZGWf85k6zaP9c/GaDjwTWom1EBP/+frayf0LbWE3Moql6L0sogURKzUAxBJVwkzbqOR2gKRqjYN/bdAiJSjXPrYLcny9F7gz865rc65bK8TGfdGU/55oMtvjHLDC2HorYcJXVjd4OInva530DLKXMoqj3XpZREZmmKklKtqr7qofnFSiXKZsXvPMO+fY2a/cc59rEBjEhlzhWy4unWb5yd1dXHAP5lz9CudUF9Tr2WUIpVBMVLKjvaWqV+cVKZhEzvn3EXZnjezCcDmgo1IpAQK2XB1/bMxf6aOtJOlJXUTayayafkmNRcXqQCKkVJu0veWpZYhhteEaZ3VWnVJTa7bG6p9dlPKR07FU8ysxswOTvu+3syWmdlW51wv0Fq0EYqMgUKUf05ZeFQQJgxeepkysXYiu7p25X9iERmXFCOlnGRrr1ONhusXF90cpWl1E223t9G0uonolugYj1Akd8Mmdmb2QeCvwJNm9pCZnQ78GXgX8CEA59wrRR2lSJEVsuHqnJkBLpsRgUQD7N1vUJFzreEXqRyKkVJutLcsd6qcKeUmlz12VwEnOOf+aGYLgN8CH3TO3VXcoYmMrVDI31NXiKqY1y8P8S/bWln/bAyv7nGu/vVKreEXqUyKkTLuZKvwXKi9ZdWwPHGsK2dWw89UiiuXxK7LOfdHAOfc42b2fK4By8xuBs4BXnPOzR3w3MeBrwMB59zreY5bpCgKWf55zswAc2YGgBaWtizRL2uRyjTiGClSDLlUeB5t65xiF18ZLwnOWM5uqqCNFII557K/wOxF4D/TDv1r+vfOuf8c9KZ97z0V2AXclp7YmdkM4L+A2fh3OodN7Jqbm92GDRuGe5nIqIyXYCJSzcxso3OuudTjyMUoY+Q0/Fg4F3/R9sXAs8CPgCB+77v3O+fezDYGxUdJ8TxoaupfCKyhwW9CXqibll6nR9Pqpn6zWA21DXSs6ChI3BxvCU50S3TQ7Gahx1Psn6lUlmwxMpfiKd8F9kv7M/D7ITnnHsbfezDQKuDfGbT7SKR0tEFaREZgxDESuA74hXNuNnA8sBX4JPCAc+5I4IHk9yI5SVV4Tpeq8Fywzyhi8ZXxuKctNDdEx4oO1l2wjo4VHUVJMlXQRgoll3YHny/kB5rZucBLzrnfm9mwrxcZCyr/LCIjMdIYaWZTgVOBC5Pn6QK6zGwxcFryZbcCDwKfGO04pToUssLzkJ9RxOWJY72nLVeBxkBRP18FbaRQhk3szOzqLE8759wXc/0wM5sMfAY4M8fXLwOWAcycOTPXjxHJ23DBJNtGdBGpXqOIkUcAHvA9Mzse2AhcAUxPVdF0zr1iZm8p6IClIgwVk1IVnsNhf6YukRh5heehFLOxd7UmOGqWLoWSyx67f8twuBEIAwc556YM8/4g8DPn3FwzOxZ/acnu5NOHAy8DC51zf8l2Hu0hkGLKtr593drAsBvRRaRwymyP3YhipJk1A78DTnbOPWZm1wF/Ay53zk1Le92bzrkDMrw//cbnCR0dHaO+FikPuRRHGYubkcXakz4We9rGK+3zl1xki5HDJnYDTrQf/h3FMPBj4BvOudeGeU+QZGKX4bkY0KziKVIM+Qa2TMGkdXqo6BvRRaS/ckrs0uUTI83s74DfOeeCye/fgb+f7m3AacnZukOAB51zR2X7XMXH6jEWxVHGAyU4IkPLFiNzaXeAmR2IX+nrQ/hr/hcMV6Ur+b4o/l6Bg5OVwz7rnIvkOnCRkcrljuZAmco/t7f754ibB9NisD1IXW2AWKyygqiIjNxIYqRz7i9m9oKZHeWcexZYBDyd/LMUuCb5uKaog5eykiqOkp7YpYqjVFJMKvaeNpFKlcseu68DS4CbgGOdc7tyPblzLus/pVN3KkUKyfP8pC4e3xf8wmG/+fhwgW9gMAkGYfdbo/CuMPTUQ00X8XsiBIPVsSxERLIbTYwELgd+YGb1wJ+Bi/CrVf/YzMLANuB9BR6ylLFci6Noxqvy6O9UcpHLjN2/AXuBq4DPpFWyNPyN4VOLNDaRESnoHc3JHrY4DC4Odf4J7bwwTG4F9ItVREYeI51zTwCZltMsKvAYpUIEArBqFVxxhR/XenoGF0cZqg9canvClCmwa5eKgZWT8dbbT8avXNod5NLrTmTcKGS559j2GA319XTt3ZclTqovfellERkfFCNlLEWjsHLlvm0G113Xf5vBUK17/raplZXL/ZgVj/v78kDFwMqB2jFJPhSQpOKkyj03NMDUqf7jSMs9V2vpZRERGV/6thmYx8792tlb47FypX88JVOj69oJdVzx2Vi/7Qmpr8Ph/u+X8UfNyyUfSuykIoVCfpWwdev8x5HekUz1lmmobWDqxKk01Daot4yIiIy5WAw4Ngorm+DDbbCyCXdM1D+elOlmZFd3gvp4MOM5U9sUZPzSDWbJhxI7qViBALS0jH4PQWhuyO9nd8E6OlZ0aF27iIiMuSnTPeJtYX+/96QdUBdnz1lhpkzfN+WW6WbkdYsidO/IHAhHuk1Bxo5uMEs+cmp3IFLtVHpZRERKaVdNjIaJ9cR79+35bphYx66aGOnFvDK17pka8Zddgr8Ec9IkMBv5NgUZW5n+TkUyUWInFSPfhuQiIiLlIjgtCBO6oDft4ITMS/IG3owMhfyWP6qKWb50g1lyoaWYUhGiUWhqgrY2/zEaLfWIRERECme0S/JS2xPmzCnMNgURGX80YydlbzQNyUVERMqFluSJSDZK7KTsFbQhuYiIyDimJXkiMhQtxZSyV8iG5CIiIiIi5UiJnZS9VEPySQd6NB7ZzqQDPSIRYLJH+0vteJ3qvioiItXB86C9XY3HRaqRlmJKZZgbxf41DNRjdPGbaWHCqyPU19TT1dNFZHFE/edERKSiRaP+HvP6en8lSyTiV8QUkepgzrlSjyEnzc3NbsOGDaUehoxDXqdH0+om4t3xIV/TUNtAx4oO7UsQKQNmttE511zqcZQLxUcBf4auqan/fvOGBujo0H5zkUqSLUZqKaaUvdj2GPU19VlfU1dTR2x7bGwGJCIiZa0clzOmComlSxUSE5HqoMROyl5wWpCunq6sr0n0ZG7iKiIikq5c+6LmWkjM69T+c5FKpcROyl6mpq2XLbxsxE1cC0XBU0SkvKT3Rd2xw38Mh8tj5i5VSKyhAaZO9R8jkf7LMKObozStbqLt9jaaVjcR3VImWauI5ER77KRoPM9fAhIM9g8sQx0f9ed1ev2atg78fixFN0cJrw2reIvICGiPXX4UHwunvd2fqduxY9+xqVNh3TpoaSnduPIxZOzNsB9d+89Fyo/22MmYG2opSzGXuAQaA7Qc1tIXoAZ+P1a8To/w2jDx7jg79u4g3h0nvCasmTsRkXGuEvqiBgJ+Ejrwxmmm/ejafy5SWZTYScENtZRl69byXeKSDwVPEZHylMtyxnKVaT+69p+LVBYldlJQngf33AO1Azok1tXB+vXVUbFLwVNEpHyFQrDxGY9v3tHOxme8iukDl2k/ein2n4tI8ahBuRRMqjFqbS3s3Nn/uUQCFi4s/yUuuUgFz/CaMHU1dSR6EgqeIiJlot8e6fWVtUc6NDdE66zWku0/F5HiUmInBZG+/DLdlCnQ0+MvZZkzx3/NDTfsez4crowlLgMpeIqIlJ/0PdKpIiPhNWFaZ7VWzO/xQGOgYq5FRPor6lJMM7vZzF4zsy1px75uZs+Y2ZNmdpeZTSvmGGRs9DVGnezBoe0w2WO//fwkrqPDX9rieX6Cx0Fb4fhb4aCtRCKVt8cupVTFW0REZGS0R1pEylmx99jdApw94Nj9wFzn3HHAH4BPFXkMMgaCQdj91iisbIIPt8HKJva8Lcq7371vRi4Wg+4zL4fLjobzLoTLjibRennF7bETEZHypD3SIlLOiprYOeceBv464Nh9zrnu5Le/Aw4v5hhkjEz2sMVhqIvDpB1QF8fOC/szeEld+28lMe8GMPr+dC+4ga79t5Zs2CIiIikqMCIi5azUe+wuBn5U4jFIAcS2x2ior6dr775NdpPq/eUrqYD4x93r/YQunfnHT2bOGI5WREQks5HukR6qMbiIyFgpWbsDM/sM0A38IMtrlpnZBjPb4FXqRqwKMdTylTfjb/Y15l542MKM7x3quIiISCnku0c6GoWmJmhr8x+j0dw+x/Ogvb1y95qLyNgqSWJnZkuBc4APOefcUK9zzt3knGt2zjUHdPtrXBu4fKW+pp7unm7ef8f7aVrdRHRLlDmBOVy28LJ+77ts4WXMCWi2TkREysPAZCy9KvSOHf5jODx8sjbSZFBEZCiWJa8qzAeYBYGfOefmJr8/G/hP4J3OuZzvUTU3N7sNGzYUZ5BSMF6nx6ZXNrH4h4vZ07On73hDbQMdKzoINAbY6m1l/UvrWXjYQiV1IjKImW10zjWXehzlQvExu0IukUz1a62v9/uyRiLwtrf5ydmOHfteN3UqrFsHLS1Dj6mpqX+LoIYGv4p0LmP0Oj210xGpUtliZLHbHUSB3wJHmdmLZhYGbgD2A+43syfM7DvFHIOMrUBjgAMaDmBi7cR+x9PLRc8JzGHpvKVK6kREpKgKOSs21MzclCl+kpcukfATyaH0tQhKU1dHTlWio5ujNK1uou32tr4VMSIiUPyqmCHn3CHOuTrn3OHOuYhz7m3OuRnOuXnJP5cUcwwy9lQuWkRESm2kSySHMlQytmuXP3PX0ODP1DU0+N9nm3kLBvNPBqF/A/Ude3cQ744TXhPu28suItWtZMVTpHKpXLSIiJTaaGbFMsmWjIVC/jLKdev8x1Ao+7kCgfyTQVADdRHJrtTtDqRCjbRctIiISCGMdFZsKKlkLBz2E8REon8yFgjkt4cvFILW1vz2/2lFjIhkoxk7KZp8y0WLiIgUykhnxbLJd2YulzG2tOQ+Jq2IEZFsNGMnIiIiFWkks2LDyXdmrtC0IkZEhqLETkRERCrXZA8OjcHkIJA9CSpka4RiCjQG8k7o1CJBpPJpKaaIiEgJmFnMzDYnW/9sSB470MzuN7Pnko8HlHqc5Syf1gCjbY3gdXq0v9Q+LitUqkWCSHVQYiciIlI6pydb/6SazX4SeMA5dyTwQPJ7GYF8WgOMtjXCeE6c1CJBpHoosRMRERk/FgO3Jr++FTivdEMpb/m0BhhNa4TxnjipRYJI9VBiJyIiUhoOuM/MNprZsuSx6c65VwCSj28p2ejKXD6tAUbTGmG8JU4Dl4SqRYJI9VBiJyIiUhonO+cWAO8CPmpmp+b6RjNbZmYbzGyDl+t6wTLhedDenvsyyKHk0xpgNK0RxlPilGlJqFokiFQPc86Vegw5aW5udhs2bCj1MEREpMjMbGPanrOqYGafA3YBHwFOc869YmaHAA86547K9t5Kio/RqL+3rb7en0GLREbfKy7XapCeB5s2+V/Pn59fVczolijhNWHqaupI9CSILI4QmjvKgefJ6/RoWt1EvDved6yhtoGOFR0EGgOqiilSIbLFSLU7EBERGWNm1ghMcM7tTH59JvAFYC2wFLgm+bimdKMcW+kFTOLJ3CQc9vvQjab1QC6tAUabUI6H3nKpJaHpiV1qSWjqZ6CETqSyKbETEREZe9OBu8wM/Fj83865X5hZO/BjMwsD24D3lXCMYypVwCS+Ly/pK2BSzJ5yhUooS504jacloSJSGkrsRERExphz7s/A8RmOvwEsGvsRlV5fAZPJHkyLwfYgiUQgpwImo1GqhLLQUnvpBi4J1SydSPVQYiciIiIlFwhAeFWUG14IQ289TOgiPCNCIFDcvWqjqYg53oyHJaEiUjqqiikiIiIl53V6RF4PQ10cJu6AujiR14vfD240FTHHo0BjgJbDWpTUiVQhzdiJiIhIyQ1X/KOYQiF/T10s5s/UlWtSJyLVTYldFfE8BS0RERmfSl38IxAY+9ioFgQiUkhailklolFoaoK2Nv8xGi31iERERPaptkbamZqJi4iMhhqUVwHP85O59IpfDQ3Q0aGZOxEZf6qxQfloVFp8HO+zWIUY33DNxEVEhpItRmrGrgqkSjmnS5VyFhERGU9GW/zD86C93X8stELNsqX2E6ZL7ScUERkpJXZVoJJKOYuISHXLlrgVc9uB1+kRXhsm3h1nx94dxLvjhNeMrGpnqfcTikhlKmpiZ2Y3m9lrZrYl7diBZna/mT2XfDygmGOQyivlLCIi1Slb4uZ5EA772w527PAfw+HCzdwVcpat2vYTisjYKPaM3S3A2QOOfRJ4wDl3JPBA8nspslDI31O3bp3/GCpuv1cREZGC6kvczGNHYztx8/olbsXedlDoWbbQ3BAdKzpYd8E6OlZ0EJqrwCwio1PUdgfOuYfNLDjg8GLgtOTXtwIPAp8o5jjEV4pSziIiIoUQiwHHRqEtDD31UNOFuzdCLBYiECj+toPULFt4TZi6mjoSPYlRz7IFGgOapRORgilFH7vpzrlXAJxzr5jZW0owBhERESkjU6Z7xNvCUBf3/wB7zgozZXorEOjbdhAO+zN1iUThtx2E5oZondU6rqt2ikj1GtcNys1sGbAMYObMmSUejYiIiJTKrpoYDRPrifemtQiYWMeumhjgJ1ihELS2+rN7wWB+SV2ubQw0yyYi41UpqmK+amaHACQfXxvqhc65m5xzzc655oDWEIqIiFSt4LQgTBiw1nJChj1ukz04tN1/zFGqjcGi2xYxY9UMbtxw46jHKyIy1kqR2K0Flia/XgqsKcEYqpLX6dH+UvuISjOLiIiUUi6VJEfSZy69jcHOrp3s7dnLJT+/hBs3KrkTkfJS1KWYZhbFL5RysJm9CHwWuAb4sZmFgW3A+4o5BvFFN0cJrw1TX1NPV08XkcURVeASEZGykm2PW3qCFu/2l2uG14RpndWadelkbHuM2gmD/zl0xf9ewZLZS7TsUkTKRrGrYg6VOSwq5udKfyMNdiIiIuPNUHvcUn3mUnEO9vWZyxbrMrUxyPW9IiLjSSmWYsoYK2RTVRERkfFopH3mAo0Brjv7ukHHe3p7RtyjTkSkFJTYVYFCN1UVEREZb3LZgzeU5c3L+c4532FizUSm1E/J670iIuPFuG53IIVRjKaqIiIi481o+swtP2E5S2YvUY86ESlbSuyqhJqqiohINRhNnzn1qBORcqbEroooYImIiIiIVCbtsRMRERERESlzSuxERERERETKnBI7ERERERGRMqfETkREREREpMwpsRMRERERESlzSuxERERERETKnBI7ERERERGRMqfETkREREREpMwpsRMRERERESlzSuxERERkzHgetLf7jyIiUjhK7ERERGRMRKPQ1ARtbf5jNFrqEYmIVA4ldiIiIlJ0ngfhMMTjsGOH/xgOa+ZORKRQlNiJiIhI0cViUF/f/1hdnX9cRERGT4mdiIiIFF0wCF1d/Y8lEv5xEREZPSV2IiIiJWJmNWa2ycx+lvz+QDO738yeSz4eUOoxFkogAJEINDTA1Kn+YyTiHxcRkdFTYiciIlI6VwBb077/JPCAc+5I4IHk9xUjFIKODli3zn8MhUo9IhGRyqHETkREpATM7HDg/wD/lXZ4MXBr8utbgfPGeFhFFwhAS4tm6kRECk2JnYiISGmsBv4d6E07Nt059wpA8vEtJRiXiIiUoZIldma20syeMrMtZhY1s0mlGouIiMhYMrNzgNeccxtH+P5lZrbBzDZ46hcgIiKUKLEzs8OAjwHNzrm5QA3wwVKMRUREpAROBs41sxjwQ+AMM/s+8KqZHQKQfHwt05udczc555qdc80BrWkUERFKuxSzFmgws1pgMvByCcciIiIyZpxzn3LOHe6cC+Lf2Pylc+58YC2wNPmypcCaEg1RRETKTEkSO+fcS8C1wDbgFWCHc+6+UoxFRERkHLkGaDOz54C25PciIiLDKtVSzAPwK3/NAg4FGs3s/Ayv0x4CERGpaM65B51z5yS/fsM5t8g5d2Ty8a9jMQbPg/Z2/1FERMpTqZZitgLPO+c851wCuBP4h4Ev0h4CERGR4opGoakJ2tr8x2i01CMSEZGRKFVitw04ycwmm5kBi+jfoFVERESKzPMgHIZ4HHbs8B/DYc3ciYiUo1LtsXsMuAN4HNicHMdNpRiLiIhItYrFoL6+/7G6Ov+4iIiUl9pSfbBz7rPAZ8fq8zzPD1TBIGhVp4iIiB8Tu7r6H0sk/OMiIlJeStnuYMxo/4CIiMhggQBEItDQAFOn+o+RiG6AioiUo5LN2I2V9P0D8bh/LByG1lYFLhERkVDIj4la1SIiUt4qPrFL7R9IJXWwb/+AgpeIiIgfDxUTRUTKW8UvxdT+ARERERERqXQVn9hp/4CIiIiIiFS6il+KCdo/ICIiIiIila0qEjvQ/gEREZHxwOv0iG2PEZwWJNCowCwiUigVvxRTRERExofo5ihNq5tou72NptVNRLeo/5CISKEosRMREZGi8zo9wmvDxLvj7Ni7g3h3nPCaMF6nV+qhiYhUBCV2IiIiUnSx7THqa+r7HaurqSO2PVaaAYmIVJiqSey8To/2l9p1Z1BERGSAsYiRwWlBunr69x9K9CQITgsW7TNFRKpJVSR2WtMvIiKS2VjFyEBjgMjiCA21DUydOJWG2gYiiyMqoCIiUiDmnCv1GHLS3NzsNmzYkPf7vE6PptVNxLvjfccaahvoWNGhYCIiMg6Z2UbnXHOpx1EuRhofoTQxUlUxRURGLluMrPgZO63pFxERyawUMTLQGKDlsBYldSIiBVbxiZ3W9IuIiGSmGCkiUjkqPrHTmn4REZHMFCNFRCpHbakHMBZCc0O0zmrVmn4REZEBFCNFRCpDVSR24N+VVLASEREZTDFSRKT8VfxSTBERERERkUqnxE5ERERERKTMKbETEREREREpc0rsREREREREypwSOxERERERkTKnxE5ERERERKTMKbETEREREREpc+acK/UYcmJmHtBR6nEU2MHA66UexBiplmvVdVYWXWdpNDnn1FQtR6OIj+Pt770U9DPw6efg08/Bp5+Db7z+HIaMkWWT2FUiM9vgnGsu9TjGQrVcq66zsug6pZLp710/gxT9HHz6Ofj0c/CV489BSzFFRERERETKnBI7ERERERGRMqfErrRuKvUAxlC1XKuus7LoOqWS6e9dP4MU/Rx8+jn49HPwld3PQXvsREREREREypxm7ERERERERMqcErsiM7NpZnaHmT1jZlvN7O/N7EAzu9/Mnks+HpD2+k+Z2R/N7FkzO6uUY8+Hma00s6fMbIuZRc1sUiVcp5ndbGavmdmWtGN5X5eZnWBmm5PPfdPMbKyvJZshrvPryf9unzSzu8xsWtpzZXmdkPla0577uJk5Mzs47VhZXutQ12lmlyev5Skz+1ra8bK8ThlatcSfbCo1NuWiWuJXNtUU27Kplrg3nKqIi845/SniH+BW4J+TX9cD04CvAZ9MHvsk8NXk10cDvwcmArOAPwE1pb6GHK7xMOB5oCH5/Y+BCyvhOoFTgQXAlrRjeV8XsB74e8CA/wXeVepry+E6zwRqk19/tRKuc6hrTR6fAdyL3w/s4HK/1iH+Tk8H1gETk9+/pdyvU3+y/jdQ8fFnmOuv2NiU4/VXRfwawc+gImNbvj+H5PGKinsj/O+houKiZuyKyMym4v9HFAFwznU557YDi/EDLsnH85JfLwZ+6Jzb65x7HvgjsHAsxzwKtUCDmdUCk4GXqYDrdM49DPx1wOG8rsvMDgGmOud+6/zfCLelvWdcyHSdzrn7nHPdyW9/Bxye/LpsrxOG/DsFWAX8O5C+8bhsr3WI67wUuMY5tzf5mteSx8v2OiWzKos/2VRkbMpFtcSvbKoptmVTLXFvONUQF5XYFdcRgAd8z8w2mdl/mVkjMN059wpA8vEtydcfBryQ9v4Xk8fGNefcS8C1wDbgFWCHc+4+Kuw60+R7XYclvx54vJxcjH9XCirwOs3sXOAl59zvBzxVadf6duAdZvaYmT1kZi3J45V2nVIl8SebKoxNuajG+JVNRce2bKoo7g2nouKiErviqsWf8v22c24+0Im/9GEomdbojvuypck1+ovxp6oPBRrN7Pxsb8lwbNxfZw6Guq6yvl4z+wzQDfwgdSjDy8r2Os1sMvAZ4OpMT2c4VrbXiv876QDgJOBK4MfJvQGVdp1SJfEnG8WmvFTd74BKj23ZVFncG05FxUUldsX1IvCic+6x5Pd34AfaV5NTuSQfX0t7/Yy09x+Ov2xkvGsFnnfOec65BHAn8A9U3nWm5HtdL7JvqUf68XHPzJYC5wAfSi45gMq7zrfi/8Pv92YWwx/342b2d1Tetb4I3Ol864Fe4GAq7zqleuJPNtUWm3JRNfErmyqJbdlUU9wbTkXFRSV2ReSc+wvwgpkdlTy0CHgaWAssTR5bCqxJfr0W+KCZTTSzWcCR+Bs0x7ttwElmNjl5l2MRsJXKu86UvK4rudxlp5mdlPz5fDjtPeOWmZ0NfAI41zm3O+2pirpO59xm59xbnHNB51wQ/5f2guT/vxV1rcDdwBkAZvZ2/IIar1N511n1qij+ZFNtsSkXVRG/sqmW2JZNlcW94dxNJcVFNw4quFTyH2AesAF4Ev8/ngOAg4AHgOeSjwemvf4z+JV3nmUcVdnJ4To/DzwDbAFux68iVPbXCUTx92Yk8H/xhUdyXUBz8mfzJ+AGwEp9bTlc5x/x15c/kfzznXK/zqGudcDzMZLVwcr5Wof4O60Hvp8c9+PAGeV+nfqT9b+Bqog/w/wMKjI25XjtVRG/RvAzqMjYlu/PYcDzFRH3RvjfQ0XFRUsOUERERERERMqUlmKKiIiIiIiUOSV2IiIiIiIiZU6JnYiIiIiISJlTYiciIiIiIlLmlNiJiIiIiIiUOSV2IiIiIiIiZU6JncgYM7MHzay5AOc5zcx+luX5c83skwX4nFvM7B9Hex4REZHhKEaKjFxtqQcgIsXhnFsLrC31OERERMYbxUipRJqxk6piZkEze8bM/svMtpjZD8ys1cx+bWbPmdlCM2s0s5vNrN3MNpnZ4rT3PmJmjyf//EPy+GnJO4x3JM/9AzOzHMcTMrPNybF8Ne34t81sg5k9ZWafTzt+dvIzHgWWDHPuC83shuTXt5jZN83sN2b252x3F813g5k9bWY/B96S9lzMzL5iZr9Njm+Bmd1rZn8ys0tyuWYRERmfFCMVI6W8acZOqtHbgPcBy4B24J+AU4BzgU8DTwO/dM5dbGbTgPVmtg54DWhzzu0xsyOBKJBaLjIfOAZ4Gfg1cDLwaLZBmNmhwFeBE4A3gfvM7Dzn3N3AZ5xzfzWzGuABMzsO+APwXeAM4I/Aj/K87kOS1zkb/y7lHUO87r3AUcCxwHT8n8fNac+/4Jz7ezNbBdySvNZJwFPAd/Ick4iIjC+KkYqRUqY0YyfV6Hnn3GbnXC/+L9oHnHMO2AwEgTOBT5rZE8CD+L+QZwJ1wHfNbDPwP8DRaedc75x7MXnOJ5LnGU4L8KBzznPOdQM/AE5NPvd+M3sc2IQfDI/GDzbPO+eeS473+3le993OuV7n3NP4wWgopwJR51yPc+5l4JcDnk8tXdkMPOac2+mc84A9ySAvIiLlSzFSMVLKlGbspBrtTfu6N+37Xvz/J3qA/+ucezb9TWb2OeBV4Hj8myJ7hjhnD7n9v5VxKYqZzQI+DrQ45940s1vwAyeAy+G8Q0kf43DLYLJ9TvrPa+DPUr9TRETKm2KkYqSUKc3YiQx2L3B5ag+Amc1PHt8feCV5x/ECoGaUn/MY8E4zOzi5nCQEPARMBTqBHWY2HXhX8vXPALPM7K3J70Oj/PyhPAx80MxqzOwQ4PQifY6IiJQfxUjFSBmndOdAZLAvAquBJ5OBKwacA3wL+ImZvQ/4FX5gGTHn3Ctm9qnkuQy4xzm3BsDMNuEvgfkz/n4EkvsWlgE/N7PX8fcnzB3NGIZwF/4ehc34exYeKsJniIhIeVKMVIyUccr8ZcgiIiIiIiJSrrQUU0REREREpMxpKaZIkZjZXcCsAYc/4Zy7t8CfcxFwxYDDv3bOfXSY9x0L3D7g8F7n3ImFHJ+IiMhAipEihaelmCIiIiIiImVOSzFFRERERETKnBI7ERERERGRMqfETkREREREpMwpsRMRERERESlzSuxERERERETK3P8PLWYm3qku/ssAAAAASUVORK5CYII=",
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",
       "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
+       "<Figure size 1080x720 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1264,24 +1228,27 @@
    ],
    "source": [
     "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n",
-    "load_in_dm = pd.read_csv(f\"{OUT_DIR}/load_in_dm.csv\")\n",
-    "jointure = metrics.join(load_in_dm.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n",
+    "load_in_dr = pd.read_csv(f\"{OUT_DIR}/load_in_dr.csv\")\n",
+    "jointure = metrics.join(load_in_dr.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n",
     "j_w_1 = jointure[jointure.window==1]\n",
     "j_w_4 = jointure[jointure.window==4]\n",
+    "colors = ['g', 'r', 'y', 'k']\n",
     "\n",
-    "for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:\n",
-    "    fig, ax = plt.subplots(1, 2)\n",
+    "fig, ax = plt.subplots(2, 2, figsize=[15,10])\n",
+    "for i in range(4):\n",
     "    # Window = 1\n",
-    "    j_w_1[j_w_1.behavior==\"replay_user_rigid\"].plot.scatter(title=\"Window 1 hour\",\n",
-    "        x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Blue\", label=\"replay_user_rigid\", ax=ax[0])\n",
-    "    j_w_1[j_w_1.behavior==behavior].plot.scatter(\n",
-    "        x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Green\", label=behavior, ax=ax[0])\n",
+    "    j_w_1[j_w_1.behavior==\"replay_user_rigid\"].plot.scatter(title=\"\", marker='x',\n",
+    "        x=\"mass_in_dr\", y=\"NRJ_in\", color=\"Blue\", label=\"rigid (window 1)\", ax=ax[i//2][i%2])\n",
+    "    j_w_1[j_w_1.behavior==bvr_orig_name[i]].plot.scatter(marker='x',\n",
+    "        x=\"mass_in_dr\", y=\"NRJ_in\", color=colors[i], label=bvr_name[i] + \" (window 1)\", ax=ax[i//2][i%2])\n",
     "\n",
-    "    # Window = 4\n",
-    "    j_w_4[j_w_4.behavior==\"replay_user_rigid\"].plot.scatter(title=\"Window 4 hour\", \n",
-    "        x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Blue\", label=\"replay_user_rigid\", ax=ax[1])\n",
-    "    j_w_4[j_w_4.behavior==behavior].plot.scatter(\n",
-    "        x=\"mean_load_in_dm\", y=\"NRJ_in\", color=\"Green\", label=behavior, ax=ax[1])"
+    "# fig, ax = plt.subplots(2, 2)\n",
+    "for i in range(4):\n",
+    "    # Window = 1\n",
+    "    j_w_4[j_w_4.behavior==\"replay_user_rigid\"].plot.scatter(title=\"\",\n",
+    "        x=\"mass_in_dr\", y=\"NRJ_in\", color=\"Blue\", label=\"rigid (window 4)\", ax=ax[i//2][i%2])\n",
+    "    j_w_4[j_w_4.behavior==bvr_orig_name[i]].plot.scatter(\n",
+    "        x=\"mass_in_dr\", y=\"NRJ_in\", color=colors[i], label=bvr_name[i] + \" (window 4)\", ax=ax[i//2][i%2])"
    ]
   },
   {
@@ -1450,7 +1417,7 @@
    "source": [
     "for xp in range(nb_exp):\n",
     "    expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n",
-    "    jobs = pandas.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
+    "    jobs = pd.read_csv(f\"{expe_dir}/_jobs.csv\", index_col=\"job_id\", dtype={'profile': 'str'})\n",
     "\n",
     "    for window in [1, 4]:\n",
     "        inf, sup = start_dr, start_dr + window*3600\n",
@@ -1536,9 +1503,11 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "75f04fb7",
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0fd8f2e0",
    "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],