diff --git a/analyse_campaign.ipynb b/analyse_campaign.ipynb index 28122d78d2b648afa5ebc9b70799afa77a9b74f2..53601babd90ed88f5a9071ad0149232050ee081a 100644 --- a/analyse_campaign.ipynb +++ b/analyse_campaign.ipynb @@ -16,19 +16,19 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 1, "id": "f6e8d9df", "metadata": {}, "outputs": [], "source": [ "from scripts.util import ROOT_DIR\n", - "RAW_DATA_DIR = f\"{ROOT_DIR}/out\" # where the raw simulation data are\n", "OUT_DIR = f\"{ROOT_DIR}/out\" # where the computed stats are\n", - "FIG_DIR = f\"{ROOT_DIR}/out\" # to save a PDF copy of the figures\n", + "metrics_path = f\"{OUT_DIR}/metrics_fullexpe.csv\"\n", + "rel_metrics_path = f\"{OUT_DIR}/metrics_relative_fullexpe.csv\"\n", + "FIG_DIR = f\"{ROOT_DIR}/out\" # to save a PDF copy of the figures\n", "\n", - "nb_days=3\n", - "nb_replicat = 1\n", - "save_number=0 # when several expe campaigns, default: leave 0\n", + "nb_replicat = 30\n", + "save_number=1 # when several expe campaigns, default: leave 0\n", "\n", "time_origin_energy = \"Jan 1 00:00:00 2019\"" ] @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 2, "id": "yellow-parking", "metadata": {}, "outputs": [ @@ -52,7 +52,7 @@ "output_type": "stream", "text": [ "Expe start timestamp: 1401573600.0\n", - "{0: {'_simu_solar_wind': [[86400, 104400], [151200, 194400]]}} {0: {'_simu_solar_wind': [[104401, 108000], [234000, 237600]]}}\n" + "{0: {'_simu_solar_wind': [[86400, 104400], [151200, 194400], [237601, 277200], [324000, 367200], [410401, 453600], [496801, 543600], [583201, 622800], [666001, 712800], [756001, 799200], [842401, 889200], [928801, 968400], [1015201, 1062000], [1101601, 1141200], [1188000, 1227600], [1274401, 1317600], [1360801, 1400400], [1447201, 1490400], [1530001, 1573200], [1620001, 1663200], [1706401, 1746000], [1792801, 1832400], [1879200, 1918800], [1969201, 2005200], [2055601, 2091600], [2142001, 2178000], [2224801, 2264400], [2311201, 2350800], [2397601, 2437200], [2484000, 2527200], [2570401, 2610000], [2613601, 2617200], [2656801, 2696400], [2743200, 2786400], [2829601, 2876400], [2912401, 2955600], [3002401, 3042000], [3092401, 3128400], [3178801, 3218400], [3265201, 3301200], [3351601, 3387600], [3438001, 3477600], [3520800, 3564000], [3603600, 3650400], [3697201, 3733200], [3780001, 3823200], [3870001, 3909600], [3952800, 3999600], [4035601, 4082400], [4122001, 4168800], [4212001, 4255200], [4302001, 4341600], [4384800, 4428000], [4471201, 4514400], [4557600, 4600800], [4644001, 4687200], [4730401, 4773600], [4816800, 4860000], [4903200, 4946400], [4989600, 5032800], [5076000, 5119200], [5162401, 5205600], [5248800, 5292000], [5335200, 5378400], [5421600, 5464800], [5508001, 5551200], [5594401, 5637600], [5680801, 5724000], [5767200, 5810400], [5853601, 5896800], [5940001, 5983200], [6026400, 6069600], [6112801, 6156000], [6199201, 6242400], [6285601, 6328800], [6372001, 6415200], [6458401, 6501600], [6541201, 6588000], [6631201, 6674400], [6717601, 6764400], [6804001, 6847200], [6890401, 6933600], [6976801, 7020000], [7063201, 7106400], [7149601, 7192800], [7236001, 7282800], [7322401, 7365600], [7408801, 7452000], [7495201, 7538400], [7581601, 7624800], [7668001, 7711200], [7754401, 7812000], [7833601, 7884000], [7923601, 7974000], [8010001, 8056800], [8100001, 8143200], [8182800, 8229600], [8269200, 8316000], [8359201, 8402400], [8445601, 8488800], [8528400, 8578800], [8614801, 8661600], [8701201, 8748000], [8787600, 8838000], [8874001, 8924400], [8960401, 9007200], [9046800, 9097200], [9133200, 9180000], [9219600, 9270000], [9306000, 9356400], [9392401, 9442800], [9478801, 9529200], [9565201, 9615600], [9648001, 9702000], [9738001, 9788400], [9824401, 9874800], [9907200, 9964800], [9993601, 10047600], [10080000, 10134000], [10166401, 10220400], [10252801, 10306800], [10339201, 10393200], [10422001, 10483200], [10515601, 10566000], [10598400, 10652400], [10688401, 10746000], [10767601, 10832400], [10836001, 10911600], [10933201, 10936800], [10940401, 11005200], [11030401, 11084400], [11116801, 11174400], [11199601, 11257200], [11289601, 11343600], [11376000, 11430000], [11462401, 11520000], [11548801, 11606400], [11635201, 11692800], [11721600, 11775600], [11808001, 11862000], [11894401, 11955600], [11980801, 12038400], [12067201, 12121200], [12153600, 12207600], [12240000, 12294000], [12326401, 12387600], [12405601, 12466800], [12499201, 12556800], [12564001, 12567600], [12578401, 12646800], [12668401, 12726000], [12758401, 12816000], [12841201, 12902400], [12931201, 12988800], [13017601, 13075200], [13100401, 13158000], [13190401, 13244400], [13276801, 13330800], [13363201, 13420800], [13449601, 13503600], [13536001, 13600800], [13611601, 13680000], [13705201, 13766400], [13795201, 13852800], [13878001, 13960800], [13964401, 14025600], [14050801, 14112000]]}} {0: {'_simu_solar_wind': [[104401, 108000], [234000, 237600], [277201, 280800], [396000, 403200], [406800, 410400], [453601, 457200], [493200, 496800], [543601, 547200], [579600, 583200], [622801, 630000], [662400, 666000], [712801, 716400], [752400, 756000], [838800, 842400], [889201, 892800], [925200, 928800], [968401, 972000], [1011600, 1015200], [1062001, 1069200], [1090800, 1101600], [1141201, 1144800], [1227601, 1231200], [1270800, 1274400], [1317601, 1321200], [1357200, 1360800], [1400401, 1404000], [1443600, 1447200], [1526400, 1530000], [1573201, 1576800], [1616400, 1620000], [1702800, 1706400], [1746001, 1749600], [1789200, 1792800], [1832401, 1836000], [1918801, 1922400], [1965600, 1969200], [2005201, 2008800], [2052000, 2055600], [2091601, 2095200], [2138400, 2142000], [2178001, 2181600], [2221200, 2224800], [2264401, 2268000], [2307600, 2311200], [2350801, 2354400], [2394000, 2397600], [2437201, 2440800], [2527201, 2530800], [2566800, 2570400], [2610001, 2613600], [2617201, 2624400], [2653200, 2656800], [2696401, 2700000], [2826000, 2829600], [2876401, 2880000], [2908800, 2912400], [2955601, 2959200], [2998800, 3002400], [3042001, 3045600], [3088800, 3092400], [3128401, 3132000], [3175200, 3178800], [3218401, 3225600], [3261600, 3265200], [3301201, 3304800], [3348000, 3351600], [3387601, 3391200], [3434400, 3438000], [3564001, 3567600], [3650401, 3654000], [3693600, 3697200], [3733201, 3736800], [3776400, 3780000], [3866400, 3870000], [3999601, 4003200], [4032000, 4035600], [4082401, 4086000], [4118400, 4122000], [4168801, 4172400], [4204800, 4212000], [4298400, 4302000], [4467600, 4471200], [4600801, 4604400], [4640400, 4644000], [4726800, 4730400], [4773601, 4777200], [4946401, 4950000], [5119201, 5126400], [5158800, 5162400], [5205601, 5209200], [5464801, 5468400], [5504400, 5508000], [5551201, 5554800], [5587200, 5594400], [5677200, 5680800], [5724001, 5727600], [5810401, 5814000], [5850000, 5853600], [5936400, 5940000], [6069601, 6073200], [6109200, 6112800], [6156001, 6159600], [6195600, 6199200], [6242401, 6246000], [6282000, 6285600], [6328801, 6332400], [6368400, 6372000], [6415201, 6418800], [6444000, 6447600], [6454800, 6458400], [6501601, 6508800], [6534000, 6541200], [6588001, 6591600], [6627600, 6631200], [6674401, 6678000], [6714000, 6717600], [6764401, 6768000], [6800400, 6804000], [6847201, 6850800], [6886800, 6890400], [6933601, 6937200], [6973200, 6976800], [7020001, 7023600], [7059600, 7063200], [7106401, 7110000], [7146000, 7149600], [7192801, 7196400], [7232400, 7236000], [7282801, 7286400], [7318800, 7322400], [7365601, 7369200], [7405200, 7408800], [7452001, 7455600], [7491600, 7495200], [7538401, 7542000], [7578000, 7581600], [7624801, 7632000], [7664400, 7668000], [7711201, 7714800], [7750800, 7754400], [7812001, 7833600], [7884001, 7887600], [7920000, 7923600], [7974001, 7977600], [8006400, 8010000], [8056801, 8060400], [8096400, 8100000], [8143201, 8146800], [8229601, 8233200], [8316001, 8319600], [8355600, 8359200], [8402401, 8406000], [8442000, 8445600], [8488801, 8492400], [8578801, 8586000], [8611200, 8614800], [8661601, 8665200], [8697600, 8701200], [8748001, 8751600], [8838001, 8841600], [8848800, 8852400], [8870400, 8874000], [8924401, 8928000], [8956800, 8960400], [9007201, 9010800], [9180001, 9183600], [9388800, 9392400], [9475200, 9478800], [9561600, 9565200], [9615601, 9619200], [9633600, 9637200], [9644400, 9648000], [9702001, 9709200], [9734400, 9738000], [9788401, 9792000], [9820800, 9824400], [9874801, 9882000], [9964801, 9968400], [9990000, 9993600], [10134001, 10137600], [10162800, 10166400], [10220401, 10227600], [10249200, 10252800], [10306801, 10310400], [10332000, 10339200], [10393201, 10396800], [10407600, 10411200], [10414800, 10422000], [10483201, 10486800], [10512000, 10515600], [10566001, 10569600], [10684800, 10688400], [10746001, 10753200], [10760400, 10767600], [10832401, 10836000], [10911601, 10915200], [10929600, 10933200], [10936801, 10940400], [11005201, 11008800], [11026800, 11030400], [11084401, 11088000], [11113200, 11116800], [11174401, 11178000], [11196000, 11199600], [11257201, 11260800], [11286000, 11289600], [11343601, 11347200], [11430001, 11433600], [11458800, 11462400], [11520001, 11527200], [11545200, 11548800], [11631600, 11635200], [11692801, 11696400], [11775601, 11782800], [11804400, 11808000], [11862001, 11865600], [11883600, 11894400], [11955601, 11962800], [11977200, 11980800], [12038401, 12042000], [12060000, 12067200], [12121201, 12124800], [12207601, 12211200], [12294001, 12297600], [12322800, 12326400], [12387601, 12394800], [12398400, 12405600], [12466801, 12470400], [12495600, 12499200], [12556801, 12564000], [12567601, 12578400], [12646801, 12668400], [12726001, 12729600], [12754800, 12758400], [12816001, 12819600], [12837600, 12841200], [12902401, 12906000], [12927600, 12931200], [12988801, 12992400], [13014000, 13017600], [13075201, 13082400], [13093200, 13100400], [13158001, 13161600], [13186800, 13190400], [13244401, 13248000], [13273200, 13276800], [13330801, 13334400], [13359600, 13363200], [13446000, 13449600], [13503601, 13507200], [13532400, 13536000], [13600801, 13611600], [13680001, 13683600], [13701600, 13705200], [13791600, 13795200], [13852801, 13856400], [13870800, 13878000], [13960801, 13964400], [14047200, 14050800], [14112001, 14115600]]}}\n" ] } ], @@ -77,6 +77,7 @@ " yellow_windows_dict = windows_dict[\"yellow_windows\"]\n", "red_windows_dict = {int(k): v for k,v in red_windows_dict.items()}\n", "yellow_windows_dict = {int(k) : v for k,v in yellow_windows_dict.items()}\n", + "red_windows,yellow_windows = red_windows_dict[0][\"_simu_solar_wind\"],yellow_windows_dict[0][\"_simu_solar_wind\"]\n", "print(red_windows_dict,yellow_windows_dict)\n", "\n", "def confi_interval(group):\n", @@ -95,14 +96,14 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_26783/2940534072.py:36: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/tmp/ipykernel_46880/2940534072.py:36: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels([beg_short, end_short])\n" ] }, @@ -168,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 4, "id": "ae2e08ba", "metadata": {}, "outputs": [ @@ -178,26 +179,33 @@ "text": [ "Distribution analysis of state length (in hours):\n", "Yellow state:\n", - "1 2\n", + "1 225\n", + "2 29\n", + "3 4\n", + "6 2\n", "dtype: int64\n", "Red state:\n", - "5 1\n", - "12 1\n", + "12 53\n", + "11 19\n", + "13 19\n", + "15 18\n", + "16 17\n", + "14 14\n", + "17 8\n", + "10 7\n", + "1 3\n", + "18 3\n", + "19 2\n", + "5 1\n", + "21 1\n", + "23 1\n", "dtype: int64\n", "Quantiles red state:\n", - " 0\n", - "0.10 5.70\n", - "0.25 6.75\n", - "0.75 10.25\n", - "0.90 11.30\n", - "\n", - "Max length of windows (in hours) : \n", - " Yellow state: 1\n", - " Red state: 12\n", - "\n", - "Total window duration (in hours) :\n", - " Yellow state: 2\n", - " Red state: 17\n" + " 0\n", + "0.10 11.0\n", + "0.25 12.0\n", + "0.75 15.0\n", + "0.90 16.0\n" ] } ], @@ -218,8 +226,31 @@ "print(\"Red state:\")\n", "print(red_windows_length_df.value_counts())\n", "print(\"Quantiles red state:\")\n", - "print(red_windows_length_df.quantile([0.1,0.25,0.75,0.9]))\n", - "\n", + "print(red_windows_length_df.quantile([0.1,0.25,0.75,0.9]))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "14d4cf9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Max length of windows (in hours) : \n", + " Yellow state: 6\n", + " Red state: 23\n", + "\n", + "Total window duration (in hours) :\n", + " Yellow state: 307\n", + " Red state: 2180\n" + ] + } + ], + "source": [ "print(\"\\nMax length of windows (in hours) : \")\n", "print(f\" Yellow state: {yellow_windows_length_df.max()[0]}\")\n", "print(f\" Red state: {red_windows_length_df.max()[0]}\")\n", @@ -241,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 6, "id": "a3b32d9b", "metadata": {}, "outputs": [ @@ -250,26 +281,38 @@ "output_type": "stream", "text": [ " hour red yellow green\n", - "0 0 2 0 160.0\n", - "1 1 2 0 160.0\n", - "2 2 2 0 160.0\n", - "3 3 2 0 160.0\n", - "4 4 2 0 160.0\n", - "5 5 1 1 160.0\n", - "6 18 1 0 161.0\n", - "7 19 1 0 161.0\n", - "8 20 1 0 161.0\n", - "9 21 1 0 161.0\n", - "10 22 1 0 161.0\n", - "11 23 1 0 161.0\n", - "<BarContainer object of 12 artists>\n", - "<BarContainer object of 12 artists>\n", - "<BarContainer object of 12 artists>\n" + "0 0 162 0 0\n", + "1 1 162 0 0\n", + "2 2 162 0 0\n", + "3 3 162 0 0\n", + "4 4 162 0 0\n", + "5 5 137 25 0\n", + "6 6 65 53 44\n", + "7 7 17 43 102\n", + "8 8 9 16 137\n", + "9 9 2 10 150\n", + "10 10 3 8 151\n", + "11 11 2 6 154\n", + "12 12 3 9 150\n", + "13 13 3 14 145\n", + "14 14 10 21 131\n", + "15 15 24 22 116\n", + "16 16 49 23 90\n", + "17 17 77 56 29\n", + "18 18 151 12 0\n", + "19 19 162 1 0\n", + "20 20 162 1 0\n", + "21 21 162 1 0\n", + "22 22 162 1 0\n", + "23 23 162 1 0\n", + "<BarContainer object of 24 artists>\n", + "<BarContainer object of 24 artists>\n", + "<BarContainer object of 24 artists>\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 600x300 with 1 Axes>" ] @@ -368,12 +411,12 @@ "source": [ "## Metrics of all experiments\n", "\n", - "Let's see what does this file look like:\n" + "Let's see what does this file look like:" ] }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 7, "id": "extended-minutes", "metadata": { "scrolled": true @@ -428,182 +471,254 @@ " <th>0</th>\n", " <td>0</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", - " <td>dm_user_multi_behavior_degrad</td>\n", - " <td>4340</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_big_effort</td>\n", + " <td>570005</td>\n", " <td>0</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.195050e+08</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.702822e+10</td>\n", " <td>...</td>\n", - " <td>2123.070664</td>\n", - " <td>26357.999999</td>\n", - " <td>47.209005</td>\n", - " <td>2636.3</td>\n", - " <td>2123.070664</td>\n", - " <td>26357.999999</td>\n", - " <td>47.209005</td>\n", - " <td>2636.3</td>\n", - " <td>1.409717e-11</td>\n", - " <td>5.000000e-07</td>\n", + " <td>11996.698248</td>\n", + " <td>646009.222222</td>\n", + " <td>117.792405</td>\n", + " <td>57064.700000</td>\n", + " <td>11996.698089</td>\n", + " <td>646012.222222</td>\n", + " <td>118.494916</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000001</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", - " <td>dm_user_multi_behavior_low_effort</td>\n", - " <td>4333</td>\n", - " <td>0</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.215497e+08</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_big_effort</td>\n", + " <td>569774</td>\n", + " <td>1</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.704235e+10</td>\n", " <td>...</td>\n", - " <td>2188.410334</td>\n", - " <td>25188.999999</td>\n", - " <td>46.235277</td>\n", - " <td>2519.4</td>\n", - " <td>2188.410334</td>\n", - " <td>25188.999999</td>\n", - " <td>46.235277</td>\n", - " <td>2519.4</td>\n", - " <td>1.364242e-11</td>\n", - " <td>5.499375e-06</td>\n", + " <td>10570.916222</td>\n", + " <td>676850.000000</td>\n", + " <td>105.654509</td>\n", + " <td>60437.200000</td>\n", + " <td>10570.909743</td>\n", + " <td>676853.000000</td>\n", + " <td>106.356916</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000002</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", - " <td>dm_user_multi_behavior_low_effort_yellow</td>\n", - " <td>4334</td>\n", - " <td>16384</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.221193e+08</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_big_effort</td>\n", + " <td>569912</td>\n", + " <td>2</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.701490e+10</td>\n", " <td>...</td>\n", - " <td>2139.437485</td>\n", - " <td>26357.999999</td>\n", - " <td>47.459667</td>\n", - " <td>2636.3</td>\n", - " <td>2139.437485</td>\n", - " <td>26357.999999</td>\n", - " <td>47.459667</td>\n", - " <td>2636.3</td>\n", - " <td>1.136868e-11</td>\n", - " <td>5.000000e-07</td>\n", + " <td>9431.066887</td>\n", + " <td>689055.000000</td>\n", + " <td>107.903784</td>\n", + " <td>60362.100000</td>\n", + " <td>9431.074915</td>\n", + " <td>689058.000000</td>\n", + " <td>108.606393</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000001</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", - " <td>dm_user_multi_behavior_max_effort</td>\n", - " <td>4307</td>\n", - " <td>65536</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.184338e+08</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_big_effort</td>\n", + " <td>569662</td>\n", + " <td>3</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.698951e+10</td>\n", " <td>...</td>\n", - " <td>2185.078373</td>\n", - " <td>26357.999999</td>\n", - " <td>48.430111</td>\n", - " <td>2636.3</td>\n", - " <td>2185.078373</td>\n", - " <td>26357.999999</td>\n", - " <td>48.430111</td>\n", - " <td>2636.3</td>\n", - " <td>1.364242e-11</td>\n", - " <td>5.000000e-07</td>\n", + " <td>10328.101735</td>\n", + " <td>657852.999999</td>\n", + " <td>110.939163</td>\n", + " <td>58697.700000</td>\n", + " <td>10328.103641</td>\n", + " <td>657855.999999</td>\n", + " <td>111.641875</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000000</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", - " <td>dm_user_multi_behavior_max_effort_yellow</td>\n", - " <td>4307</td>\n", - " <td>81920</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.177787e+08</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_big_effort</td>\n", + " <td>569360</td>\n", + " <td>4</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.697545e+10</td>\n", + " <td>...</td>\n", + " <td>12648.252150</td>\n", + " <td>642279.000003</td>\n", + " <td>112.736757</td>\n", + " <td>60636.400003</td>\n", + " <td>12648.256066</td>\n", + " <td>642283.000003</td>\n", + " <td>113.440009</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000002</td>\n", + " <td>400000.000008</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>239</th>\n", + " <td>239</td>\n", + " <td>0</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_medium_effort_yellow</td>\n", + " <td>600961</td>\n", + " <td>213020</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.816022e+10</td>\n", " <td>...</td>\n", - " <td>2219.074216</td>\n", - " <td>25188.999999</td>\n", - " <td>47.228718</td>\n", - " <td>2519.4</td>\n", - " <td>2219.074216</td>\n", - " <td>25188.999999</td>\n", - " <td>47.228718</td>\n", - " <td>2519.4</td>\n", - " <td>1.364242e-11</td>\n", - " <td>5.000000e-07</td>\n", + " <td>12093.643089</td>\n", + " <td>663619.000001</td>\n", + " <td>104.806675</td>\n", + " <td>57903.000000</td>\n", + " <td>12093.651372</td>\n", + " <td>663615.000001</td>\n", + " <td>105.473008</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000000</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", - " <th>5</th>\n", - " <td>5</td>\n", + " <th>240</th>\n", + " <td>240</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", + " <td>dm_user_multi_behavior_medium_effort_yellow</td>\n", + " <td>601277</td>\n", + " <td>213021</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.811065e+10</td>\n", + " <td>...</td>\n", + " <td>9831.591329</td>\n", + " <td>613274.999999</td>\n", + " <td>114.816868</td>\n", + " <td>61327.700000</td>\n", + " <td>9831.603488</td>\n", + " <td>613273.999999</td>\n", + " <td>115.482646</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000000</td>\n", + " <td>400000.000008</td>\n", + " </tr>\n", + " <tr>\n", + " <th>241</th>\n", + " <td>241</td>\n", + " <td>0</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", " <td>dm_user_multi_behavior_reconfig</td>\n", - " <td>4340</td>\n", + " <td>649480</td>\n", " <td>0</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.238996e+08</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>3.040103e+10</td>\n", " <td>...</td>\n", - " <td>2218.972286</td>\n", - " <td>25188.999999</td>\n", - " <td>46.399918</td>\n", - " <td>2519.4</td>\n", - " <td>2218.972286</td>\n", - " <td>25188.999999</td>\n", - " <td>46.399918</td>\n", - " <td>2519.4</td>\n", - " <td>1.364242e-11</td>\n", - " <td>5.499375e-06</td>\n", + " <td>10949.847486</td>\n", + " <td>672882.000001</td>\n", + " <td>114.230228</td>\n", + " <td>64106.600000</td>\n", + " <td>10949.866090</td>\n", + " <td>672877.000001</td>\n", + " <td>114.846750</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000000</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", - " <th>6</th>\n", - " <td>6</td>\n", + " <th>242</th>\n", + " <td>242</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/d...</td>\n", " <td>dm_user_multi_behavior_renonce</td>\n", - " <td>4243</td>\n", + " <td>394094</td>\n", " <td>0</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.103276e+08</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>2.023153e+10</td>\n", " <td>...</td>\n", - " <td>2213.194510</td>\n", - " <td>26357.999999</td>\n", - " <td>48.524500</td>\n", - " <td>2636.3</td>\n", - " <td>2213.194510</td>\n", - " <td>26357.999999</td>\n", - " <td>48.524500</td>\n", - " <td>2636.3</td>\n", - " <td>1.364242e-11</td>\n", - " <td>5.000000e-07</td>\n", + " <td>14796.787936</td>\n", + " <td>604086.000000</td>\n", + " <td>94.857235</td>\n", + " <td>55251.500000</td>\n", + " <td>14796.751217</td>\n", + " <td>604086.000000</td>\n", + " <td>95.872650</td>\n", + " <td>400001.000008</td>\n", + " <td>50.000000</td>\n", + " <td>400000.000008</td>\n", " </tr>\n", " <tr>\n", - " <th>7</th>\n", - " <td>7</td>\n", + " <th>243</th>\n", + " <td>243</td>\n", " <td>0</td>\n", - " <td>/home/mmadon/sufficient-behaviors-with-renewab...</td>\n", + " <td>/home/jogatt/stage-jolyne/save-dir/out/expe0/r...</td>\n", " <td>replay_user_rigid</td>\n", - " <td>4340</td>\n", + " <td>649480</td>\n", " <td>0</td>\n", - " <td>61200</td>\n", - " <td>7199</td>\n", - " <td>86400</td>\n", - " <td>1.239831e+08</td>\n", + " <td>7847870</td>\n", + " <td>1105066</td>\n", + " <td>13996800</td>\n", + " <td>3.044820e+10</td>\n", " <td>...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -618,81 +733,102 @@ " </tr>\n", " </tbody>\n", "</table>\n", - "<p>8 rows × 54 columns</p>\n", + "<p>244 rows × 54 columns</p>\n", "</div>" ], "text/plain": [ - " Unnamed: 0 XP dir \\\n", - "0 0 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "1 1 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "2 2 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "3 3 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "4 4 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "5 5 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "6 6 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", - "7 7 0 /home/mmadon/sufficient-behaviors-with-renewab... \n", + " Unnamed: 0 XP dir \\\n", + "0 0 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "1 1 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "2 2 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "3 3 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "4 4 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + ".. ... .. ... \n", + "239 239 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "240 240 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "241 241 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "242 242 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/d... \n", + "243 243 0 /home/jogatt/stage-jolyne/save-dir/out/expe0/r... \n", "\n", - " behavior #jobs seed \\\n", - "0 dm_user_multi_behavior_degrad 4340 0 \n", - "1 dm_user_multi_behavior_low_effort 4333 0 \n", - "2 dm_user_multi_behavior_low_effort_yellow 4334 16384 \n", - "3 dm_user_multi_behavior_max_effort 4307 65536 \n", - "4 dm_user_multi_behavior_max_effort_yellow 4307 81920 \n", - "5 dm_user_multi_behavior_reconfig 4340 0 \n", - "6 dm_user_multi_behavior_renonce 4243 0 \n", - "7 replay_user_rigid 4340 0 \n", + " behavior #jobs seed \\\n", + "0 dm_user_multi_behavior_big_effort 570005 0 \n", + "1 dm_user_multi_behavior_big_effort 569774 1 \n", + "2 dm_user_multi_behavior_big_effort 569912 2 \n", + "3 dm_user_multi_behavior_big_effort 569662 3 \n", + "4 dm_user_multi_behavior_big_effort 569360 4 \n", + ".. ... ... ... \n", + "239 dm_user_multi_behavior_medium_effort_yellow 600961 213020 \n", + "240 dm_user_multi_behavior_medium_effort_yellow 601277 213021 \n", + "241 dm_user_multi_behavior_reconfig 649480 0 \n", + "242 dm_user_multi_behavior_renonce 394094 0 \n", + "243 replay_user_rigid 649480 0 \n", "\n", - " Duration_red (seconds) Duration_yellow (seconds) \\\n", - "0 61200 7199 \n", - "1 61200 7199 \n", - "2 61200 7199 \n", - "3 61200 7199 \n", - "4 61200 7199 \n", - "5 61200 7199 \n", - "6 61200 7199 \n", - "7 61200 7199 \n", + " Duration_red (seconds) Duration_yellow (seconds) \\\n", + "0 7847870 1105066 \n", + "1 7847870 1105066 \n", + "2 7847870 1105066 \n", + "3 7847870 1105066 \n", + "4 7847870 1105066 \n", + ".. ... ... \n", + "239 7847870 1105066 \n", + "240 7847870 1105066 \n", + "241 7847870 1105066 \n", + "242 7847870 1105066 \n", + "243 7847870 1105066 \n", "\n", - " Duration_total (seconds) NRJ_red (Joules) ... mean_corrected_wtime \\\n", - "0 86400 1.195050e+08 ... 2123.070664 \n", - "1 86400 1.215497e+08 ... 2188.410334 \n", - "2 86400 1.221193e+08 ... 2139.437485 \n", - "3 86400 1.184338e+08 ... 2185.078373 \n", - "4 86400 1.177787e+08 ... 2219.074216 \n", - "5 86400 1.238996e+08 ... 2218.972286 \n", - "6 86400 1.103276e+08 ... 2213.194510 \n", - "7 86400 1.239831e+08 ... NaN \n", + " Duration_total (seconds) NRJ_red (Joules) ... mean_corrected_wtime \\\n", + "0 13996800 2.702822e+10 ... 11996.698248 \n", + "1 13996800 2.704235e+10 ... 10570.916222 \n", + "2 13996800 2.701490e+10 ... 9431.066887 \n", + "3 13996800 2.698951e+10 ... 10328.101735 \n", + "4 13996800 2.697545e+10 ... 12648.252150 \n", + ".. ... ... ... ... \n", + "239 13996800 2.816022e+10 ... 12093.643089 \n", + "240 13996800 2.811065e+10 ... 9831.591329 \n", + "241 13996800 3.040103e+10 ... 10949.847486 \n", + "242 13996800 2.023153e+10 ... 14796.787936 \n", + "243 13996800 3.044820e+10 ... NaN \n", "\n", - " max_corrected_wtime mean_corrected_sdown max_corrected_sdown \\\n", - "0 26357.999999 47.209005 2636.3 \n", - "1 25188.999999 46.235277 2519.4 \n", - "2 26357.999999 47.459667 2636.3 \n", - "3 26357.999999 48.430111 2636.3 \n", - "4 25188.999999 47.228718 2519.4 \n", - "5 25188.999999 46.399918 2519.4 \n", - "6 26357.999999 48.524500 2636.3 \n", - "7 NaN NaN NaN \n", + " max_corrected_wtime mean_corrected_sdown max_corrected_sdown \\\n", + "0 646009.222222 117.792405 57064.700000 \n", + "1 676850.000000 105.654509 60437.200000 \n", + "2 689055.000000 107.903784 60362.100000 \n", + "3 657852.999999 110.939163 58697.700000 \n", + "4 642279.000003 112.736757 60636.400003 \n", + ".. ... ... ... \n", + "239 663619.000001 104.806675 57903.000000 \n", + "240 613274.999999 114.816868 61327.700000 \n", + "241 672882.000001 114.230228 64106.600000 \n", + "242 604086.000000 94.857235 55251.500000 \n", + "243 NaN NaN NaN \n", "\n", - " mean_corrected_wtime_2 max_corrected_wtime_2 mean_corrected_sdown_2 \\\n", - "0 2123.070664 26357.999999 47.209005 \n", - "1 2188.410334 25188.999999 46.235277 \n", - "2 2139.437485 26357.999999 47.459667 \n", - "3 2185.078373 26357.999999 48.430111 \n", - "4 2219.074216 25188.999999 47.228718 \n", - "5 2218.972286 25188.999999 46.399918 \n", - "6 2213.194510 26357.999999 48.524500 \n", - "7 NaN NaN NaN \n", + " mean_corrected_wtime_2 max_corrected_wtime_2 mean_corrected_sdown_2 \\\n", + "0 11996.698089 646012.222222 118.494916 \n", + "1 10570.909743 676853.000000 106.356916 \n", + "2 9431.074915 689058.000000 108.606393 \n", + "3 10328.103641 657855.999999 111.641875 \n", + "4 12648.256066 642283.000003 113.440009 \n", + ".. ... ... ... \n", + "239 12093.651372 663615.000001 105.473008 \n", + "240 9831.603488 613273.999999 115.482646 \n", + "241 10949.866090 672877.000001 114.846750 \n", + "242 14796.751217 604086.000000 95.872650 \n", + "243 NaN NaN NaN \n", "\n", - " max_corrected_sdown_2 max_diff_wtime_sanity max_diff_sdown_sanity \n", - "0 2636.3 1.409717e-11 5.000000e-07 \n", - "1 2519.4 1.364242e-11 5.499375e-06 \n", - "2 2636.3 1.136868e-11 5.000000e-07 \n", - "3 2636.3 1.364242e-11 5.000000e-07 \n", - "4 2519.4 1.364242e-11 5.000000e-07 \n", - "5 2519.4 1.364242e-11 5.499375e-06 \n", - "6 2636.3 1.364242e-11 5.000000e-07 \n", - "7 NaN NaN NaN \n", + " max_corrected_sdown_2 max_diff_wtime_sanity max_diff_sdown_sanity \n", + "0 400001.000008 50.000001 400000.000008 \n", + "1 400001.000008 50.000002 400000.000008 \n", + "2 400001.000008 50.000001 400000.000008 \n", + "3 400001.000008 50.000000 400000.000008 \n", + "4 400001.000008 50.000002 400000.000008 \n", + ".. ... ... ... \n", + "239 400001.000008 50.000000 400000.000008 \n", + "240 400001.000008 50.000000 400000.000008 \n", + "241 400001.000008 50.000000 400000.000008 \n", + "242 400001.000008 50.000000 400000.000008 \n", + "243 NaN NaN NaN \n", "\n", - "[8 rows x 54 columns]" + "[244 rows x 54 columns]" ] }, "metadata": {}, @@ -700,13 +836,22 @@ } ], "source": [ - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign_0.csv\")\n", + "metrics = pd.read_csv(metrics_path)\n", "display(metrics)" ] }, + { + "cell_type": "markdown", + "id": "3ee2d399", + "metadata": {}, + "source": [ + "### Mean user effort metrics\n", + "Relatively to the control experiment." + ] + }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 8, "id": "bottom-moore", "metadata": { "scrolled": true @@ -1065,19 +1210,16 @@ " dm_user_multi_behavior_medium_effort_yellow 0 0.013159 " ] }, - "execution_count": 129, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# analyze metrics relative to the control XP\n", - "import math\n", - "expe_filename = f\"{OUT_DIR}/metrics_relative_campaign_big.csv\"\n", - "metrics_relative = pd.read_csv(expe_filename)\n", + "metrics_relative = pd.read_csv(rel_metrics_path)\n", "aggregated_behavior_mean = metrics_relative.groupby([\"window_type\",\"behavior\",\"XP\"]).mean()\n", "aggregated_behavior_mean = aggregated_behavior_mean.add_suffix(\"_mean\")\n", - "aggregated_behavior_accuracy = 3 * metrics_relative.groupby([\"window_type\",\"behavior\",\"XP\"]).std() / math.sqrt(nb_replicat)\n", + "aggregated_behavior_accuracy = confi_interval(metrics_relative.groupby([\"window_type\",\"behavior\",\"XP\"]))\n", "aggregated_behavior_accuracy = aggregated_behavior_accuracy.add_suffix(\"_accuracy\")\n", "aggregated_behavior_mean_accuracy = pd.concat([aggregated_behavior_mean,aggregated_behavior_accuracy],axis=1)\n", "columns_list = [\"true_rigid_jobs\", \"renonce_jobs\", \"consider_degrad_jobs\",\"reconfig_jobs\",'C_you_later_jobs']\n", @@ -1092,12 +1234,13 @@ "collapsed": false }, "source": [ - "Let's compute the metrics of energy in KwH and the accuracy using standard deviation." + "### Mean energy metrics\n", + "In kWh, with confidence interval 99.7% using standard deviation ($3\\sigma / \\sqrt n$)." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "id": "02310919", "metadata": {}, "outputs": [ @@ -1478,13 +1621,13 @@ " dm_user_multi_behavior_medium_effort_yellow 0 4.0 " ] }, - "execution_count": 3, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign_big.csv\")\n", + "metrics = pd.read_csv(metrics_path)\n", "#Convert energy to kwh for better view\n", "metrics[\"NRJ_red (kwh)\"] = metrics[\"NRJ_red (Joules)\"]/3600/1000\n", "metrics[\"NRJ_total (kwh)\"] = metrics[\"NRJ_total (Joules)\"]/3600/1000\n", @@ -1494,7 +1637,7 @@ "aggregated_energy_mean = metrics.groupby([\"window_type\",\"behavior\",\"XP\"]).mean()\n", "aggregated_energy_mean = aggregated_energy_mean.add_suffix(\"_mean\")\n", "# accuracy is round up to integer to ease reading\n", - "aggregated_energy_accuracy = (3 * metrics.groupby([\"window_type\",\"behavior\",\"XP\"]).std() / math.sqrt(nb_replicat)).apply(np.ceil)\n", + "aggregated_energy_accuracy = confi_interval(metrics.groupby([\"window_type\",\"behavior\",\"XP\"])).apply(np.ceil)\n", "aggregated_energy_accuracy = aggregated_energy_accuracy.add_suffix(\"_accuracy\")\n", "aggregated_energy_mean_accuracy = pd.concat([aggregated_energy_mean,aggregated_energy_accuracy],axis=1)\n", "columns_list = [\"NRJ_red (kwh)\", \"NRJ_yellow (kwh)\", \"NRJ_total (kwh)\",\"energy underproduced (kwh)\",'energy overproduced (kwh)']\n", @@ -1512,7 +1655,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "id": "1854d2a3", "metadata": {}, "outputs": [ @@ -1540,7 +1683,7 @@ " if \"max_\" in behavior :\n", " return 1\n", "\n", - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign_big.csv\")\n", + "metrics = pd.read_csv(metrics_path)\n", "metrics[\"alpha\"]=metrics[\"behavior\"].apply(lambda x : behavior_to_alpha(x))\n", "alpha = metrics[\"alpha\"]\n", "underprod = metrics[\"energy underproduced (Joules)\"]\n", @@ -1571,7 +1714,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 11, "id": "e1f48289", "metadata": { "scrolled": true @@ -1590,7 +1733,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 600x500 with 1 Axes>" ] @@ -1675,7 +1818,7 @@ " ax.set_ylim(bottom=ybot)\n", " return ax\n", "\n", - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign_big.csv\")\n", + "metrics = pd.read_csv(metrics_path)\n", "\n", "total_jobs = metrics[metrics.behavior==\"replay_user_rigid\"][\"#jobs\"].values[0]\n", "# metrics = metrics[metrics.behavior!='dm_user_multi_behavior_degrad']\n", @@ -1724,12 +1867,20 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mael/.local/lib/python3.10/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " scatter = ax.scatter(\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 600x200 with 1 Axes>" ] @@ -1791,7 +1942,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 13, "id": "5ee97fe1", "metadata": {}, "outputs": [ @@ -1926,7 +2077,7 @@ " \"renounce\": 4/4\n", "}\n", "\n", - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign_big.csv\")\n", + "metrics = pd.read_csv(metrics_path)\n", "# Sort out the experiments we don't need\n", "# metrics = metrics[metrics.behavior!='dm_user_multi_behavior_degrad']\n", "# metrics = metrics[metrics.behavior!='dm_user_multi_behavior_reconfig']\n", @@ -1949,7 +2100,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1967,7 +2118,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 600x500 with 1 Axes>" ] @@ -2008,12 +2159,20 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mael/.local/lib/python3.10/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " scatter = ax.scatter(\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 600x200 with 1 Axes>" ] @@ -2061,7 +2220,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "id": "68091693", "metadata": {}, "outputs": [ @@ -2094,14 +2253,6 @@ "print(f\"Pearson correlation coefficients:\")\n", "print(f\"alpha/w_effort: {alpha.corr(w_effort)}\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d394c86", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {