diff --git a/analyse_campaign.ipynb b/analyse_campaign.ipynb index 18444fac52eb5da1ba5b3392b0e56d660efa277c..f4372d3e1c5825ddb9b05aa675e0d4448ef8db2b 100644 --- a/analyse_campaign.ipynb +++ b/analyse_campaign.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "id": "yellow-parking", "metadata": {}, "outputs": [], @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "51bac175", "metadata": {}, "outputs": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "assumed-saver", "metadata": {}, "outputs": [], @@ -162,24 +162,24 @@ " res[\"mean_corrected_wtime\"] = pct_change(control[\"mean_waiting_time\"], current[\"mean_corrected_wtime\"])\n", " return res\n", "\n", - "metrics = pd.DataFrame()\n", - "metrics_relative = pd.DataFrame()\n", + "metrics = []\n", + "metrics_relative = []\n", "\n", "for xp in range(nb_exp):\n", " for window_size in [1, 4]:\n", " # Baseline expe\n", " behavior, window = \"replay_user_rigid\", 1\n", " control_exp_metrics = compute_metrics(xp, behavior, window, window_size)\n", - " metrics = metrics.append(control_exp_metrics, ignore_index=True)\n", + " metrics.append(control_exp_metrics)\n", "\n", " # Other expe\n", " for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renounce\", \"dm_user_delay\"]:\n", " current_exp_metrics = compute_metrics(xp, behavior, window_size)\n", - " metrics = metrics.append(current_exp_metrics, ignore_index=True)\n", - " metrics_relative = metrics_relative.append(compute_metrics_relative(control_exp_metrics, current_exp_metrics), ignore_index=True)\n", + " metrics.append(current_exp_metrics)\n", + " metrics_relative.append(compute_metrics_relative(control_exp_metrics, current_exp_metrics))\n", " \n", - "metrics.to_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", - "metrics_relative.to_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")" + "pd.DataFrame.from_records(metrics).to_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", + "pd.DataFrame.from_records(metrics_relative).to_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")" ] }, { @@ -192,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "extended-minutes", "metadata": { "collapsed": true @@ -233,22 +233,22 @@ " <th>max_waiting_time</th>\n", " <th>mean_slowdown</th>\n", " <th>max_slowdown</th>\n", - " <th>max_corrected_sdown</th>\n", + " <th>mean_corrected_wtime</th>\n", " <th>max_corrected_wtime</th>\n", " <th>mean_corrected_sdown</th>\n", - " <th>mean_corrected_wtime</th>\n", + " <th>max_corrected_sdown</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", - " <td>0.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>0</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe0/...</td>\n", " <td>replay_user_rigid</td>\n", - " <td>1.0</td>\n", + " <td>1</td>\n", " <td>192701.0</td>\n", - " <td>4525.0</td>\n", + " <td>4525</td>\n", " <td>330.632095</td>\n", " <td>15.958916</td>\n", " <td>379.095561</td>\n", @@ -264,12 +264,12 @@ " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", - " <td>0.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>0</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe0/...</td>\n", " <td>dm_user_reconfig</td>\n", - " <td>1.0</td>\n", + " <td>1</td>\n", " <td>192701.0</td>\n", - " <td>4525.0</td>\n", + " <td>4525</td>\n", " <td>330.632095</td>\n", " <td>15.835053</td>\n", " <td>379.716607</td>\n", @@ -285,12 +285,12 @@ " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", - " <td>0.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>0</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe0/...</td>\n", " <td>dm_user_degrad</td>\n", - " <td>1.0</td>\n", + " <td>1</td>\n", " <td>192701.0</td>\n", - " <td>4525.0</td>\n", + " <td>4525</td>\n", " <td>330.632095</td>\n", " <td>15.835053</td>\n", " <td>378.211812</td>\n", @@ -306,12 +306,12 @@ " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", - " <td>0.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", - " <td>dm_user_renonce</td>\n", - " <td>1.0</td>\n", + " <td>0</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe0/...</td>\n", + " <td>dm_user_renounce</td>\n", + " <td>1</td>\n", " <td>192701.0</td>\n", - " <td>4353.0</td>\n", + " <td>4353</td>\n", " <td>330.632095</td>\n", " <td>15.574638</td>\n", " <td>369.414075</td>\n", @@ -327,12 +327,12 @@ " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", - " <td>0.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>0</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe0/...</td>\n", " <td>dm_user_delay</td>\n", - " <td>1.0</td>\n", + " <td>1</td>\n", " <td>192701.0</td>\n", - " <td>4525.0</td>\n", + " <td>4525</td>\n", " <td>330.632095</td>\n", " <td>15.576238</td>\n", " <td>376.966849</td>\n", @@ -340,10 +340,10 @@ " <td>3577.000000</td>\n", " <td>4.532490</td>\n", " <td>333.40</td>\n", - " <td>333.400000</td>\n", + " <td>642.518674</td>\n", " <td>3577.0</td>\n", " <td>8.043834</td>\n", - " <td>642.518674</td>\n", + " <td>333.400000</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", @@ -369,12 +369,12 @@ " <tr>\n", " <th>1045</th>\n", " <td>1045</td>\n", - " <td>104.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>104</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe10...</td>\n", " <td>replay_user_rigid</td>\n", - " <td>4.0</td>\n", + " <td>4</td>\n", " <td>193569.0</td>\n", - " <td>19011.0</td>\n", + " <td>19011</td>\n", " <td>665.809533</td>\n", " <td>90.272213</td>\n", " <td>426.434174</td>\n", @@ -390,12 +390,12 @@ " <tr>\n", " <th>1046</th>\n", " <td>1046</td>\n", - " <td>104.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>104</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe10...</td>\n", " <td>dm_user_reconfig</td>\n", - " <td>4.0</td>\n", + " <td>4</td>\n", " <td>193569.0</td>\n", - " <td>19011.0</td>\n", + " <td>19011</td>\n", " <td>665.809533</td>\n", " <td>90.272213</td>\n", " <td>427.765204</td>\n", @@ -411,12 +411,12 @@ " <tr>\n", " <th>1047</th>\n", " <td>1047</td>\n", - " <td>104.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>104</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe10...</td>\n", " <td>dm_user_degrad</td>\n", - " <td>4.0</td>\n", + " <td>4</td>\n", " <td>193569.0</td>\n", - " <td>19011.0</td>\n", + " <td>19011</td>\n", " <td>665.809533</td>\n", " <td>90.272373</td>\n", " <td>403.122903</td>\n", @@ -432,12 +432,12 @@ " <tr>\n", " <th>1048</th>\n", " <td>1048</td>\n", - " <td>104.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", - " <td>dm_user_renonce</td>\n", - " <td>4.0</td>\n", + " <td>104</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe10...</td>\n", + " <td>dm_user_renounce</td>\n", + " <td>4</td>\n", " <td>193569.0</td>\n", - " <td>17610.0</td>\n", + " <td>17610</td>\n", " <td>665.809533</td>\n", " <td>83.480785</td>\n", " <td>380.231158</td>\n", @@ -453,12 +453,12 @@ " <tr>\n", " <th>1049</th>\n", " <td>1049</td>\n", - " <td>104.0</td>\n", - " <td>/home/mael/big_files/demand-response-user/out/...</td>\n", + " <td>104</td>\n", + " <td>/home/mael/git/demand-response-user/out/expe10...</td>\n", " <td>dm_user_delay</td>\n", - " <td>4.0</td>\n", + " <td>4</td>\n", " <td>193569.0</td>\n", - " <td>19011.0</td>\n", + " <td>19011</td>\n", " <td>665.809533</td>\n", " <td>83.482133</td>\n", " <td>430.269170</td>\n", @@ -466,10 +466,10 @@ " <td>16030.000000</td>\n", " <td>2.320387</td>\n", " <td>660.55</td>\n", - " <td>1417.200001</td>\n", + " <td>908.682816</td>\n", " <td>25712.0</td>\n", " <td>7.803630</td>\n", - " <td>908.682816</td>\n", + " <td>1417.200001</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -477,31 +477,31 @@ "</div>" ], "text/plain": [ - " Unnamed: 0 XP dir \\\n", - "0 0 0.0 /home/mael/big_files/demand-response-user/out/... \n", - "1 1 0.0 /home/mael/big_files/demand-response-user/out/... \n", - "2 2 0.0 /home/mael/big_files/demand-response-user/out/... \n", - "3 3 0.0 /home/mael/big_files/demand-response-user/out/... \n", - "4 4 0.0 /home/mael/big_files/demand-response-user/out/... \n", - "... ... ... ... \n", - "1045 1045 104.0 /home/mael/big_files/demand-response-user/out/... \n", - "1046 1046 104.0 /home/mael/big_files/demand-response-user/out/... \n", - "1047 1047 104.0 /home/mael/big_files/demand-response-user/out/... \n", - "1048 1048 104.0 /home/mael/big_files/demand-response-user/out/... \n", - "1049 1049 104.0 /home/mael/big_files/demand-response-user/out/... \n", + " Unnamed: 0 XP dir \\\n", + "0 0 0 /home/mael/git/demand-response-user/out/expe0/... \n", + "1 1 0 /home/mael/git/demand-response-user/out/expe0/... \n", + "2 2 0 /home/mael/git/demand-response-user/out/expe0/... \n", + "3 3 0 /home/mael/git/demand-response-user/out/expe0/... \n", + "4 4 0 /home/mael/git/demand-response-user/out/expe0/... \n", + "... ... ... ... \n", + "1045 1045 104 /home/mael/git/demand-response-user/out/expe10... \n", + "1046 1046 104 /home/mael/git/demand-response-user/out/expe10... \n", + "1047 1047 104 /home/mael/git/demand-response-user/out/expe10... \n", + "1048 1048 104 /home/mael/git/demand-response-user/out/expe10... \n", + "1049 1049 104 /home/mael/git/demand-response-user/out/expe10... \n", "\n", - " behavior window makespan #jobs NRJ_before NRJ_in \\\n", - "0 replay_user_rigid 1.0 192701.0 4525.0 330.632095 15.958916 \n", - "1 dm_user_reconfig 1.0 192701.0 4525.0 330.632095 15.835053 \n", - "2 dm_user_degrad 1.0 192701.0 4525.0 330.632095 15.835053 \n", - "3 dm_user_renonce 1.0 192701.0 4353.0 330.632095 15.574638 \n", - "4 dm_user_delay 1.0 192701.0 4525.0 330.632095 15.576238 \n", - "... ... ... ... ... ... ... \n", - "1045 replay_user_rigid 4.0 193569.0 19011.0 665.809533 90.272213 \n", - "1046 dm_user_reconfig 4.0 193569.0 19011.0 665.809533 90.272213 \n", - "1047 dm_user_degrad 4.0 193569.0 19011.0 665.809533 90.272373 \n", - "1048 dm_user_renonce 4.0 193569.0 17610.0 665.809533 83.480785 \n", - "1049 dm_user_delay 4.0 193569.0 19011.0 665.809533 83.482133 \n", + " behavior window makespan #jobs NRJ_before NRJ_in \\\n", + "0 replay_user_rigid 1 192701.0 4525 330.632095 15.958916 \n", + "1 dm_user_reconfig 1 192701.0 4525 330.632095 15.835053 \n", + "2 dm_user_degrad 1 192701.0 4525 330.632095 15.835053 \n", + "3 dm_user_renounce 1 192701.0 4353 330.632095 15.574638 \n", + "4 dm_user_delay 1 192701.0 4525 330.632095 15.576238 \n", + "... ... ... ... ... ... ... \n", + "1045 replay_user_rigid 4 193569.0 19011 665.809533 90.272213 \n", + "1046 dm_user_reconfig 4 193569.0 19011 665.809533 90.272213 \n", + "1047 dm_user_degrad 4 193569.0 19011 665.809533 90.272373 \n", + "1048 dm_user_renounce 4 193569.0 17610 665.809533 83.480785 \n", + "1049 dm_user_delay 4 193569.0 19011 665.809533 83.482133 \n", "\n", " NRJ_after mean_waiting_time max_waiting_time mean_slowdown \\\n", "0 379.095561 571.630939 5734.000000 4.561806 \n", @@ -516,36 +516,36 @@ "1048 380.231158 8.203975 2622.000000 1.022170 \n", "1049 430.269170 374.382884 16030.000000 2.320387 \n", "\n", - " max_slowdown max_corrected_sdown max_corrected_wtime \\\n", - "0 331.20 NaN NaN \n", - "1 352.80 NaN NaN \n", - "2 352.80 NaN NaN \n", - "3 329.80 NaN NaN \n", - "4 333.40 333.400000 3577.0 \n", - "... ... ... ... \n", - "1045 2095.20 NaN NaN \n", - "1046 1573.70 NaN NaN \n", - "1047 1533.60 NaN NaN \n", - "1048 16.00 NaN NaN \n", - "1049 660.55 1417.200001 25712.0 \n", + " max_slowdown mean_corrected_wtime max_corrected_wtime \\\n", + "0 331.20 NaN NaN \n", + "1 352.80 NaN NaN \n", + "2 352.80 NaN NaN \n", + "3 329.80 NaN NaN \n", + "4 333.40 642.518674 3577.0 \n", + "... ... ... ... \n", + "1045 2095.20 NaN NaN \n", + "1046 1573.70 NaN NaN \n", + "1047 1533.60 NaN NaN \n", + "1048 16.00 NaN NaN \n", + "1049 660.55 908.682816 25712.0 \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", - "... ... ... \n", - "1045 NaN NaN \n", - "1046 NaN NaN \n", - "1047 NaN NaN \n", - "1048 NaN NaN \n", - "1049 7.803630 908.682816 \n", + " mean_corrected_sdown max_corrected_sdown \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 8.043834 333.400000 \n", + "... ... ... \n", + "1045 NaN NaN \n", + "1046 NaN NaN \n", + "1047 NaN NaN \n", + "1048 NaN NaN \n", + "1049 7.803630 1417.200001 \n", "\n", "[1050 rows x 18 columns]" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -557,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "id": "bottom-moore", "metadata": { "collapsed": true @@ -604,8 +604,8 @@ " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", - " <td>0.0</td>\n", - " <td>1.0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", " <td>dm_user_reconfig</td>\n", " <td>0.000000</td>\n", " <td>-0.776135</td>\n", @@ -621,8 +621,8 @@ " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", - " <td>0.0</td>\n", - " <td>1.0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", " <td>dm_user_degrad</td>\n", " <td>0.000000</td>\n", " <td>-0.776135</td>\n", @@ -638,9 +638,9 @@ " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", - " <td>0.0</td>\n", - " <td>1.0</td>\n", - " <td>dm_user_renonce</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>dm_user_renounce</td>\n", " <td>-3.801105</td>\n", " <td>-2.407925</td>\n", " <td>-2.553838</td>\n", @@ -655,8 +655,8 @@ " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", - " <td>0.0</td>\n", - " <td>1.0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", " <td>dm_user_delay</td>\n", " <td>0.000000</td>\n", " <td>-2.397893</td>\n", @@ -672,8 +672,8 @@ " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", - " <td>0.0</td>\n", - " <td>4.0</td>\n", + " <td>0</td>\n", + " <td>4</td>\n", " <td>dm_user_reconfig</td>\n", " <td>0.000000</td>\n", " <td>-1.622897</td>\n", @@ -706,8 +706,8 @@ " <tr>\n", " <th>835</th>\n", " <td>835</td>\n", - " <td>104.0</td>\n", - " <td>1.0</td>\n", + " <td>104</td>\n", + " <td>1</td>\n", " <td>dm_user_delay</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", @@ -723,8 +723,8 @@ " <tr>\n", " <th>836</th>\n", " <td>836</td>\n", - " <td>104.0</td>\n", - " <td>4.0</td>\n", + " <td>104</td>\n", + " <td>4</td>\n", " <td>dm_user_reconfig</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", @@ -740,8 +740,8 @@ " <tr>\n", " <th>837</th>\n", " <td>837</td>\n", - " <td>104.0</td>\n", - " <td>4.0</td>\n", + " <td>104</td>\n", + " <td>4</td>\n", " <td>dm_user_degrad</td>\n", " <td>0.000000</td>\n", " <td>0.000177</td>\n", @@ -757,9 +757,9 @@ " <tr>\n", " <th>838</th>\n", " <td>838</td>\n", - " <td>104.0</td>\n", - " <td>4.0</td>\n", - " <td>dm_user_renonce</td>\n", + " <td>104</td>\n", + " <td>4</td>\n", + " <td>dm_user_renounce</td>\n", " <td>-7.369418</td>\n", " <td>-7.523277</td>\n", " <td>-10.834736</td>\n", @@ -774,8 +774,8 @@ " <tr>\n", " <th>839</th>\n", " <td>839</td>\n", - " <td>104.0</td>\n", - " <td>4.0</td>\n", + " <td>104</td>\n", + " <td>4</td>\n", " <td>dm_user_delay</td>\n", " <td>0.000000</td>\n", " <td>-7.521783</td>\n", @@ -794,62 +794,49 @@ "</div>" ], "text/plain": [ - " Unnamed: 0 XP window behavior #jobs NRJ_in \\\n", - "0 0 0.0 1.0 dm_user_reconfig 0.000000 -0.776135 \n", - "1 1 0.0 1.0 dm_user_degrad 0.000000 -0.776135 \n", - "2 2 0.0 1.0 dm_user_renonce -3.801105 -2.407925 \n", - "3 3 0.0 1.0 dm_user_delay 0.000000 -2.397893 \n", - "4 4 0.0 4.0 dm_user_reconfig 0.000000 -1.622897 \n", - ".. ... ... ... ... ... ... \n", - "835 835 104.0 1.0 dm_user_delay 0.000000 0.000000 \n", - "836 836 104.0 4.0 dm_user_reconfig 0.000000 0.000000 \n", - "837 837 104.0 4.0 dm_user_degrad 0.000000 0.000177 \n", - "838 838 104.0 4.0 dm_user_renonce -7.369418 -7.523277 \n", - "839 839 104.0 4.0 dm_user_delay 0.000000 -7.521783 \n", - "\n", - " NRJ_after max_slowdown max_waiting_time mean_slowdown \\\n", - "0 0.163823 6.521739 0.523195 0.685023 \n", - "1 -0.233120 6.521739 -23.055459 0.861357 \n", - "2 -2.553838 -0.422705 0.087199 -0.174995 \n", - "3 -0.561524 0.664251 -37.617719 -0.642645 \n", - "4 -0.404668 1.147343 3.714684 -4.288879 \n", - ".. ... ... ... ... \n", - "835 -0.443901 2.061856 -0.214264 -0.707816 \n", - "836 0.312130 -24.890225 -17.932572 -22.024497 \n", - "837 -5.466558 -26.804124 -29.717084 -54.861535 \n", - "838 -10.834736 -99.236350 -88.534698 -91.451801 \n", - "839 0.899317 -68.473177 -29.905112 -80.595080 \n", + " Unnamed: 0 XP window behavior #jobs NRJ_in NRJ_after \\\n", + "0 0 0 1 dm_user_reconfig 0.000000 -0.776135 0.163823 \n", + "1 1 0 1 dm_user_degrad 0.000000 -0.776135 -0.233120 \n", + "2 2 0 1 dm_user_renounce -3.801105 -2.407925 -2.553838 \n", + "3 3 0 1 dm_user_delay 0.000000 -2.397893 -0.561524 \n", + "4 4 0 4 dm_user_reconfig 0.000000 -1.622897 -0.404668 \n", + ".. ... ... ... ... ... ... ... \n", + "835 835 104 1 dm_user_delay 0.000000 0.000000 -0.443901 \n", + "836 836 104 4 dm_user_reconfig 0.000000 0.000000 0.312130 \n", + "837 837 104 4 dm_user_degrad 0.000000 0.000177 -5.466558 \n", + "838 838 104 4 dm_user_renounce -7.369418 -7.523277 -10.834736 \n", + "839 839 104 4 dm_user_delay 0.000000 -7.521783 0.899317 \n", "\n", - " mean_waiting_time NRJ_in + NRJ_after mean_corrected_sdown \\\n", - "0 0.535484 0.125852 NaN \n", - "1 0.915090 -0.255056 NaN \n", - "2 5.942770 -2.547943 NaN \n", - "3 1.450188 -0.635707 76.330013 \n", - "4 4.290989 -0.556696 NaN \n", - ".. ... ... ... \n", - "835 -1.700333 -0.424512 1.978273 \n", - "836 5.252431 0.257599 NaN \n", - "837 -45.995550 -4.511481 NaN \n", - "838 -99.066741 -10.256201 NaN \n", - "839 -57.411376 -0.571908 -34.739861 \n", + " max_slowdown max_waiting_time mean_slowdown mean_waiting_time \\\n", + "0 6.521739 0.523195 0.685023 0.535484 \n", + "1 6.521739 -23.055459 0.861357 0.915090 \n", + "2 -0.422705 0.087199 -0.174995 5.942770 \n", + "3 0.664251 -37.617719 -0.642645 1.450188 \n", + "4 1.147343 3.714684 -4.288879 4.290989 \n", + ".. ... ... ... ... \n", + "835 2.061856 -0.214264 -0.707816 -1.700333 \n", + "836 -24.890225 -17.932572 -22.024497 5.252431 \n", + "837 -26.804124 -29.717084 -54.861535 -45.995550 \n", + "838 -99.236350 -88.534698 -91.451801 -99.066741 \n", + "839 -68.473177 -29.905112 -80.595080 -57.411376 \n", "\n", - " mean_corrected_wtime \n", - "0 NaN \n", - "1 NaN \n", - "2 NaN \n", - "3 12.400962 \n", - "4 NaN \n", - ".. ... \n", - "835 1.517787 \n", - "836 NaN \n", - "837 NaN \n", - "838 NaN \n", - "839 3.368911 \n", + " NRJ_in + NRJ_after mean_corrected_sdown mean_corrected_wtime \n", + "0 0.125852 NaN NaN \n", + "1 -0.255056 NaN NaN \n", + "2 -2.547943 NaN NaN \n", + "3 -0.635707 76.330013 12.400962 \n", + "4 -0.556696 NaN NaN \n", + ".. ... ... ... \n", + "835 -0.424512 1.978273 1.517787 \n", + "836 0.257599 NaN NaN \n", + "837 -4.511481 NaN NaN \n", + "838 -10.256201 NaN NaN \n", + "839 -0.571908 -34.739861 3.368911 \n", "\n", "[840 rows x 14 columns]" ] }, - "execution_count": 14, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1778,7 +1765,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.10.12" } }, "nbformat": 4,