glass_ceiling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from contour_classification import run_experiments as re\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CelestialShore_DieForUs\n",
      "HezekiahJones_BorrowedHeart\n",
      "BrandonWebster_YesSirICanFly\n",
      "MusicDelta_Vivaldi\n",
      "Schumann_Mignon\n",
      "TheScarletBrand_LesFleursDuMal\n",
      "MusicDelta_SpeedMetal\n",
      "MusicDelta_ChineseDrama\n",
      "MusicDelta_ModalJazz\n",
      "EthanHein_GirlOnABridge\n",
      "StrandOfOaks_Spacestation\n",
      "LizNelson_Rainfall\n",
      "MusicDelta_Shadows\n",
      "BrandonWebster_DontHearAThing\n",
      "MusicDelta_Beethoven\n",
      "Debussy_LenfantProdigue\n",
      "PurlingHiss_Lolita\n",
      "MusicDelta_Grunge\n",
      "KarimDouaidy_Yatora\n",
      "KarimDouaidy_Hopscotch\n",
      "MusicDelta_FreeJazz\n",
      "SecretMountains_HighHorse\n",
      "ClaraBerryAndWooldog_WaltzForMyVictims\n",
      "AmarLal_SpringDay1\n",
      "AmarLal_Rest\n",
      "ClaraBerryAndWooldog_AirTraffic\n",
      "ClaraBerryAndWooldog_Stella\n",
      "ClaraBerryAndWooldog_TheBadGuys\n",
      "MusicDelta_Beatles\n",
      "AClassicEducation_NightOwl\n",
      "LizNelson_Coldwar\n",
      "FacesOnFilm_WaitingForGa\n",
      "PortStWillow_StayEven\n",
      "ClaraBerryAndWooldog_Boys\n",
      "InvisibleFamiliars_DisturbingWildlife\n",
      "AlexanderRoss_VelvetCurtain\n",
      "AimeeNorwich_Child\n",
      "AlexanderRoss_GoodbyeBolero\n",
      "Auctioneer_OurFutureFaces\n",
      "FamilyBand_Again\n",
      "MusicDelta_Country1\n",
      "MusicDelta_Country2\n",
      "MusicDelta_Gospel\n",
      "Mozart_DiesBildnis\n",
      "MusicDelta_Pachelbel\n",
      "MusicDelta_InTheHalloftheMountainKing\n",
      "Wolf_DieBekherte\n",
      "Mozart_BesterJungling\n",
      "MusicDelta_GriegTrolltog\n",
      "MatthewEntwistle_FairerHopes\n",
      "JoelHelander_Definition\n",
      "MatthewEntwistle_TheFlaxenField\n",
      "MatthewEntwistle_TheArch\n",
      "MatthewEntwistle_ImpressionsOfSaturn\n",
      "Schubert_Erstarrung\n",
      "MatthewEntwistle_Lontano\n",
      "Handel_TornamiAVagheggiar\n",
      "MichaelKropf_AllGoodThings\n",
      "JoelHelander_IntheAtticBedroom\n",
      "JoelHelander_ExcessiveResistancetoChange\n",
      "BigTroubles_Phantom\n",
      "MusicDelta_Reggae\n",
      "TheDistricts_Vermont\n",
      "Meaxic_TakeAStep\n",
      "MusicDelta_Zeppelin\n",
      "Creepoid_OldTree\n",
      "AvaLuna_Waterduct\n",
      "TheSoSoGlos_Emergency\n",
      "MusicDelta_80sRock\n",
      "MusicDelta_Punk\n",
      "MusicDelta_Rock\n",
      "HopAlong_SisterCities\n",
      "MusicDelta_Rockabilly\n",
      "MusicDelta_Hendrix\n",
      "Meaxic_YouListen\n",
      "MusicDelta_ChineseHenan\n",
      "Phoenix_ScotchMorris\n",
      "Phoenix_BrokenPledgeChicagoReel\n",
      "MusicDelta_ChineseYaoZu\n",
      "MusicDelta_ChineseJiangNan\n",
      "Phoenix_ColliersDaughter\n",
      "EthanHein_1930sSynthAndUprightBass\n",
      "ChrisJacoby_PigsFoot\n",
      "LizNelson_ImComingHome\n",
      "Phoenix_ElzicsFarewell\n",
      "Phoenix_SeanCaughlinsTheScartaglen\n",
      "Phoenix_LarkOnTheStrandDrummondCastle\n",
      "ChrisJacoby_BoothShotLincoln\n",
      "MusicDelta_ChineseChaoZhou\n",
      "AimeeNorwich_Flying\n",
      "MusicDelta_ChineseXinJing\n",
      "MusicDelta_SwingJazz\n",
      "CroqueMadame_Pilot\n",
      "MusicDelta_BebopJazz\n",
      "MusicDelta_LatinJazz\n",
      "CroqueMadame_Oil\n",
      "MatthewEntwistle_DontYouEver\n",
      "MusicDelta_FunkJazz\n",
      "MusicDelta_FusionJazz\n",
      "MusicDelta_CoolJazz\n",
      "StevenClark_Bounty\n",
      "MusicDelta_Disco\n",
      "Snowmine_Curfews\n",
      "NightPanther_Fire\n",
      "SweetLights_YouLetMeDown\n",
      "DreamersOfTheGhetto_HeavyLove\n",
      "HeladoNegro_MitadDelMundo\n",
      "MusicDelta_Britpop\n"
     ]
    }
   ],
   "source": [
    "reload(re)\n",
    "results = re.run_glassceiling_experiment(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>108.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.662747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.216549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.050574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.525258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.724875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.834213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.982873</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                0\n",
       "count  108.000000\n",
       "mean     0.662747\n",
       "std      0.216549\n",
       "min      0.050574\n",
       "25%      0.525258\n",
       "50%      0.724875\n",
       "75%      0.834213\n",
       "max      0.982873"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(results.values(), index=results.keys())\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Phoenix_SeanCaughlinsTheScartaglen</th>\n",
       "      <td>0.623886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Handel_TornamiAVagheggiar</th>\n",
       "      <td>0.838831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CroqueMadame_Oil</th>\n",
       "      <td>0.798903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Britpop</th>\n",
       "      <td>0.748686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Punk</th>\n",
       "      <td>0.954638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_LatinJazz</th>\n",
       "      <td>0.662925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_FreeJazz</th>\n",
       "      <td>0.763753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AvaLuna_Waterduct</th>\n",
       "      <td>0.796094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_ChineseJiangNan</th>\n",
       "      <td>0.428367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Rock</th>\n",
       "      <td>0.785352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FamilyBand_Again</th>\n",
       "      <td>0.803187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Rockabilly</th>\n",
       "      <td>0.832968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_ChineseDrama</th>\n",
       "      <td>0.559817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_ChineseYaoZu</th>\n",
       "      <td>0.444537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_FusionJazz</th>\n",
       "      <td>0.392960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MatthewEntwistle_FairerHopes</th>\n",
       "      <td>0.479641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wolf_DieBekherte</th>\n",
       "      <td>0.913756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AlexanderRoss_VelvetCurtain</th>\n",
       "      <td>0.679329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Vivaldi</th>\n",
       "      <td>0.076324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Reggae</th>\n",
       "      <td>0.907279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StrandOfOaks_Spacestation</th>\n",
       "      <td>0.900978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MatthewEntwistle_ImpressionsOfSaturn</th>\n",
       "      <td>0.436811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HezekiahJones_BorrowedHeart</th>\n",
       "      <td>0.514029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Beatles</th>\n",
       "      <td>0.736323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phoenix_ScotchMorris</th>\n",
       "      <td>0.774051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AmarLal_Rest</th>\n",
       "      <td>0.355011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TheScarletBrand_LesFleursDuMal</th>\n",
       "      <td>0.637562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mozart_BesterJungling</th>\n",
       "      <td>0.774308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schubert_Erstarrung</th>\n",
       "      <td>0.632361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JoelHelander_Definition</th>\n",
       "      <td>0.163509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AClassicEducation_NightOwl</th>\n",
       "      <td>0.829190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AmarLal_SpringDay1</th>\n",
       "      <td>0.569271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_Hendrix</th>\n",
       "      <td>0.820423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LizNelson_ImComingHome</th>\n",
       "      <td>0.871983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phoenix_LarkOnTheStrandDrummondCastle</th>\n",
       "      <td>0.682889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChrisJacoby_PigsFoot</th>\n",
       "      <td>0.399317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mozart_DiesBildnis</th>\n",
       "      <td>0.748064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JoelHelander_ExcessiveResistancetoChange</th>\n",
       "      <td>0.446641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PortStWillow_StayEven</th>\n",
       "      <td>0.769943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ClaraBerryAndWooldog_WaltzForMyVictims</th>\n",
       "      <td>0.920594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TheSoSoGlos_Emergency</th>\n",
       "      <td>0.476594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phoenix_BrokenPledgeChicagoReel</th>\n",
       "      <td>0.651191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BrandonWebster_YesSirICanFly</th>\n",
       "      <td>0.751878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ClaraBerryAndWooldog_AirTraffic</th>\n",
       "      <td>0.750174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meaxic_YouListen</th>\n",
       "      <td>0.803822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KarimDouaidy_Hopscotch</th>\n",
       "      <td>0.531984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TheDistricts_Vermont</th>\n",
       "      <td>0.219635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_80sRock</th>\n",
       "      <td>0.916744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_InTheHalloftheMountainKing</th>\n",
       "      <td>0.235934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Snowmine_Curfews</th>\n",
       "      <td>0.741551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Creepoid_OldTree</th>\n",
       "      <td>0.717970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_FunkJazz</th>\n",
       "      <td>0.641468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_SpeedMetal</th>\n",
       "      <td>0.541924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_CoolJazz</th>\n",
       "      <td>0.527074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phoenix_ElzicsFarewell</th>\n",
       "      <td>0.429665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InvisibleFamiliars_DisturbingWildlife</th>\n",
       "      <td>0.863160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JoelHelander_IntheAtticBedroom</th>\n",
       "      <td>0.309796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AimeeNorwich_Flying</th>\n",
       "      <td>0.384666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MusicDelta_ModalJazz</th>\n",
       "      <td>0.794420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CroqueMadame_Pilot</th>\n",
       "      <td>0.877201</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>108 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 0\n",
       "Phoenix_SeanCaughlinsTheScartaglen        0.623886\n",
       "Handel_TornamiAVagheggiar                 0.838831\n",
       "CroqueMadame_Oil                          0.798903\n",
       "MusicDelta_Britpop                        0.748686\n",
       "MusicDelta_Punk                           0.954638\n",
       "MusicDelta_LatinJazz                      0.662925\n",
       "MusicDelta_FreeJazz                       0.763753\n",
       "AvaLuna_Waterduct                         0.796094\n",
       "MusicDelta_ChineseJiangNan                0.428367\n",
       "MusicDelta_Rock                           0.785352\n",
       "FamilyBand_Again                          0.803187\n",
       "MusicDelta_Rockabilly                     0.832968\n",
       "MusicDelta_ChineseDrama                   0.559817\n",
       "MusicDelta_ChineseYaoZu                   0.444537\n",
       "MusicDelta_FusionJazz                     0.392960\n",
       "MatthewEntwistle_FairerHopes              0.479641\n",
       "Wolf_DieBekherte                          0.913756\n",
       "AlexanderRoss_VelvetCurtain               0.679329\n",
       "MusicDelta_Vivaldi                        0.076324\n",
       "MusicDelta_Reggae                         0.907279\n",
       "StrandOfOaks_Spacestation                 0.900978\n",
       "MatthewEntwistle_ImpressionsOfSaturn      0.436811\n",
       "HezekiahJones_BorrowedHeart               0.514029\n",
       "MusicDelta_Beatles                        0.736323\n",
       "Phoenix_ScotchMorris                      0.774051\n",
       "AmarLal_Rest                              0.355011\n",
       "TheScarletBrand_LesFleursDuMal            0.637562\n",
       "Mozart_BesterJungling                     0.774308\n",
       "Schubert_Erstarrung                       0.632361\n",
       "JoelHelander_Definition                   0.163509\n",
       "...                                            ...\n",
       "AClassicEducation_NightOwl                0.829190\n",
       "AmarLal_SpringDay1                        0.569271\n",
       "MusicDelta_Hendrix                        0.820423\n",
       "LizNelson_ImComingHome                    0.871983\n",
       "Phoenix_LarkOnTheStrandDrummondCastle     0.682889\n",
       "ChrisJacoby_PigsFoot                      0.399317\n",
       "Mozart_DiesBildnis                        0.748064\n",
       "JoelHelander_ExcessiveResistancetoChange  0.446641\n",
       "PortStWillow_StayEven                     0.769943\n",
       "ClaraBerryAndWooldog_WaltzForMyVictims    0.920594\n",
       "TheSoSoGlos_Emergency                     0.476594\n",
       "Phoenix_BrokenPledgeChicagoReel           0.651191\n",
       "BrandonWebster_YesSirICanFly              0.751878\n",
       "ClaraBerryAndWooldog_AirTraffic           0.750174\n",
       "Meaxic_YouListen                          0.803822\n",
       "KarimDouaidy_Hopscotch                    0.531984\n",
       "TheDistricts_Vermont                      0.219635\n",
       "MusicDelta_80sRock                        0.916744\n",
       "MusicDelta_InTheHalloftheMountainKing     0.235934\n",
       "Snowmine_Curfews                          0.741551\n",
       "Creepoid_OldTree                          0.717970\n",
       "MusicDelta_FunkJazz                       0.641468\n",
       "MusicDelta_SpeedMetal                     0.541924\n",
       "MusicDelta_CoolJazz                       0.527074\n",
       "Phoenix_ElzicsFarewell                    0.429665\n",
       "InvisibleFamiliars_DisturbingWildlife     0.863160\n",
       "JoelHelander_IntheAtticBedroom            0.309796\n",
       "AimeeNorwich_Flying                       0.384666\n",
       "MusicDelta_ModalJazz                      0.794420\n",
       "CroqueMadame_Pilot                        0.877201\n",
       "\n",
       "[108 rows x 1 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "with open(\"experiment_splits.json\", 'r') as fhandle:\n",
    "    splits = json.load(fhandle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test_avg = {}\n",
    "for split in splits.keys():\n",
    "    test_avg[split] = np.mean([results[k] for k in splits[split]['test']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.66658352955237388"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(test_avg.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CelestialShore_DieForUs\n",
      "HezekiahJones_BorrowedHeart\n",
      "BrandonWebster_YesSirICanFly\n",
      "MusicDelta_Vivaldi\n",
      "Schumann_Mignon\n",
      "TheScarletBrand_LesFleursDuMal\n",
      "MusicDelta_SpeedMetal\n",
      "MusicDelta_ChineseDrama\n",
      "MusicDelta_ModalJazz\n",
      "EthanHein_GirlOnABridge\n",
      "StrandOfOaks_Spacestation\n",
      "LizNelson_Rainfall\n",
      "MusicDelta_Shadows\n",
      "BrandonWebster_DontHearAThing\n",
      "MusicDelta_Beethoven\n",
      "Debussy_LenfantProdigue\n",
      "PurlingHiss_Lolita\n",
      "MusicDelta_Grunge\n",
      "KarimDouaidy_Yatora\n",
      "KarimDouaidy_Hopscotch\n",
      "MusicDelta_FreeJazz\n",
      "SecretMountains_HighHorse\n",
      "ClaraBerryAndWooldog_WaltzForMyVictims\n",
      "AmarLal_SpringDay1\n",
      "AmarLal_Rest\n",
      "ClaraBerryAndWooldog_AirTraffic\n",
      "ClaraBerryAndWooldog_Stella\n",
      "ClaraBerryAndWooldog_TheBadGuys\n",
      "MusicDelta_Beatles\n",
      "AClassicEducation_NightOwl\n",
      "LizNelson_Coldwar\n",
      "FacesOnFilm_WaitingForGa\n",
      "PortStWillow_StayEven\n",
      "ClaraBerryAndWooldog_Boys\n",
      "InvisibleFamiliars_DisturbingWildlife\n",
      "AlexanderRoss_VelvetCurtain\n",
      "AimeeNorwich_Child\n",
      "AlexanderRoss_GoodbyeBolero\n",
      "Auctioneer_OurFutureFaces\n",
      "FamilyBand_Again\n",
      "MusicDelta_Country1\n",
      "MusicDelta_Country2\n",
      "MusicDelta_Gospel\n",
      "Mozart_DiesBildnis\n",
      "MusicDelta_Pachelbel\n",
      "MusicDelta_InTheHalloftheMountainKing\n",
      "Wolf_DieBekherte\n",
      "Mozart_BesterJungling\n",
      "MusicDelta_GriegTrolltog\n",
      "MatthewEntwistle_FairerHopes\n",
      "JoelHelander_Definition\n",
      "MatthewEntwistle_TheFlaxenField\n",
      "MatthewEntwistle_TheArch\n",
      "MatthewEntwistle_ImpressionsOfSaturn\n",
      "Schubert_Erstarrung\n",
      "MatthewEntwistle_Lontano\n",
      "Handel_TornamiAVagheggiar\n",
      "MichaelKropf_AllGoodThings\n",
      "JoelHelander_IntheAtticBedroom\n",
      "JoelHelander_ExcessiveResistancetoChange\n",
      "BigTroubles_Phantom\n",
      "MusicDelta_Reggae\n",
      "TheDistricts_Vermont\n",
      "Meaxic_TakeAStep\n",
      "MusicDelta_Zeppelin\n",
      "Creepoid_OldTree\n",
      "AvaLuna_Waterduct\n",
      "TheSoSoGlos_Emergency\n",
      "MusicDelta_80sRock\n",
      "MusicDelta_Punk\n",
      "MusicDelta_Rock\n",
      "HopAlong_SisterCities\n",
      "MusicDelta_Rockabilly\n",
      "MusicDelta_Hendrix\n",
      "Meaxic_YouListen\n",
      "MusicDelta_ChineseHenan\n",
      "Phoenix_ScotchMorris\n",
      "Phoenix_BrokenPledgeChicagoReel\n",
      "MusicDelta_ChineseYaoZu\n",
      "MusicDelta_ChineseJiangNan\n",
      "Phoenix_ColliersDaughter\n",
      "EthanHein_1930sSynthAndUprightBass\n",
      "ChrisJacoby_PigsFoot\n",
      "LizNelson_ImComingHome\n",
      "Phoenix_ElzicsFarewell\n",
      "Phoenix_SeanCaughlinsTheScartaglen\n",
      "Phoenix_LarkOnTheStrandDrummondCastle\n",
      "ChrisJacoby_BoothShotLincoln\n",
      "MusicDelta_ChineseChaoZhou\n",
      "AimeeNorwich_Flying\n",
      "MusicDelta_ChineseXinJing\n",
      "MusicDelta_SwingJazz\n",
      "CroqueMadame_Pilot\n",
      "MusicDelta_BebopJazz\n",
      "MusicDelta_LatinJazz\n",
      "CroqueMadame_Oil\n",
      "MatthewEntwistle_DontYouEver\n",
      "MusicDelta_FunkJazz\n",
      "MusicDelta_FusionJazz\n",
      "MusicDelta_CoolJazz\n",
      "StevenClark_Bounty\n",
      "MusicDelta_Disco\n",
      "Snowmine_Curfews\n",
      "NightPanther_Fire\n",
      "SweetLights_YouLetMeDown\n",
      "DreamersOfTheGhetto_HeavyLove\n",
      "HeladoNegro_MitadDelMundo\n",
      "MusicDelta_Britpop\n"
     ]
    }
   ],
   "source": [
    "results2 = re.run_glassceiling_experiment(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>108.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.641235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.196990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.050574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.513645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.674001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.786097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
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       "                0\n",
       "count  108.000000\n",
       "mean     0.641235\n",
       "std      0.196990\n",
       "min      0.050574\n",
       "25%      0.513645\n",
       "50%      0.674001\n",
       "75%      0.786097\n",
       "max      0.982873"
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df2 = pd.DataFrame(results2.values(), index=results2.keys())\n",
    "df2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
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