darthmall/README.md

## README.md

      
    Raw
  

              README.md
            
          
    Initial exploration of the NYPhil performance history archive.
The column charts show the number of unique programs, concert dates,
composers, works, and conductors per season. The network shows links
between composers that were programmed together, where the link strength
is based on the pointwise mutual information between the
two composers.

  
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## links.json
[{"source":"Beethoven,  Ludwig  van","target":"Hummel,  Johann","freq":11,"prob":0.0007975059812948597,"pmi":-11.454130570293334},{"source":"Beethoven,  Ludwig  van","target":"Kalliwoda,  Johann  W.","freq":4,"prob":0.0002900021750163126,"pmi":-13.64635692230076},{"source":"Beethoven,  Ludwig  van","target":"Mozart,  Wolfgang  Amadeus","freq":447,"prob":0.03240774305807294,"pmi":-3.7683883814209747},{"source":"Beethoven,  Ludwig  van","target":"Rossini,  Gioachino","freq":101,"prob":0.0073225549191618935,"pmi":-6.406010554992703},{"source":"Beethoven,  Ludwig  van","target":"Weber,  Carl  Maria Von","freq":254,"prob":0.018415138113535852,"pmi":-4.9955073460718475},{"source":"Hummel,  Johann","target":"Kalliwoda,  Johann  W.","freq":4,"prob":0.0002900021750163126,"pmi":-9.326247575284574},{"source":"Hummel,  Johann","target":"Mozart,  Wolfgang  Amadeus","freq":7,"prob":0.000507503806278547,"pmi":-3.6049274799630457},{"source":"Hummel,  Johann","target":"Rossini,  Gioachino","freq":7,"prob":0.000507503806278547,"pmi":-4.755111575762464},{"source":"Hummel,  Johann","target":"Weber,  Carl  Maria Von","freq":15,"prob":0.0010875081563111724,"pmi":-3.5046820649719894},{"source":"Kalliwoda,  Johann  W.","target":"Mozart,  Wolfgang  Amadeus","freq":7,"prob":0.000507503806278547,"pmi":-2.424302039634101},{"source":"Kalliwoda,  Johann  W.","target":"Rossini,  Gioachino","freq":4,"prob":0.0002900021750163126,"pmi":-4.1341019233689416},{"source":"Kalliwoda,  Johann  W.","target":"Weber,  Carl  Maria Von","freq":5,"prob":0.00036250271877039076,"pmi":-3.4226689133111545},{"source":"Mozart,  Wolfgang  Amadeus","target":"Rossini,  Gioachino","freq":75,"prob":0.005437540781555862,"pmi":-6.3646124783386275},{"source":"Mozart,  Wolfgang  Amadeus","target":"Weber,  Carl  Maria Von","freq":134,"prob":0.009715072863046473,"pmi":-5.295971333180449},{"source":"Rossini,  Gioachino","target":"Weber,  Carl  Maria Von","freq":26,"prob":0.001885014137606032,"pmi":-5.78553049931046},{"source":"Beethoven,  Ludwig  van","target":"Bellini,  Vincenzo","freq":8,"prob":0.0005800043500326252,"pmi":-11.025784407359604},{"source":"Beethoven,  Ludwig  van","target":"Romberg,  Bernhard","freq":2,"prob":0.0001450010875081563,"pmi":-15.29501554788814},{"source":"Bellini,  Vincenzo","target":"Hummel,  Johann","freq":2,"prob":0.0001450010875081563,"pmi":-9.58556920956784},{"source":"Bellini,  Vincenzo","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-12.414853275484166},{"source":"Bellini,  Vincenzo","target":"Rossini,  Gioachino","freq":12,"prob":0.0008700065250489379,"pmi":-4.962914969082043},{"source":"Bellini,  Vincenzo","target":"Weber,  Carl  Maria Von","freq":7,"prob":0.000507503806278547,"pmi":-5.013622011071152},{"source":"Hummel,  Johann","target":"Romberg,  Bernhard","freq":2,"prob":0.0001450010875081563,"pmi":-10.974906200871956},{"source":"Romberg,  Bernhard","target":"Rossini,  Gioachino","freq":2,"prob":0.0001450010875081563,"pmi":-3.8717376589014507},{"source":"Romberg,  Bernhard","target":"Weber,  Carl  Maria Von","freq":2,"prob":0.0001450010875081563,"pmi":-3.3834482001578734},{"source":"Beethoven,  Ludwig  van","target":"Herz,  Henri","freq":1,"prob":0.00007250054375407815,"pmi":-16.39362783655625},{"source":"Beethoven,  Ludwig  van","target":"Lindpaintner,  Peter  Von","freq":7,"prob":0.000507503806278547,"pmi":-12.689859769948564},{"source":"Beethoven,  Ludwig  van","target":"Onslow,  George","freq":1,"prob":0.00007250054375407815,"pmi":-16.39362783655625},{"source":"Beethoven,  Ludwig  van","target":"Pacini,  Giovanni","freq":2,"prob":0.0001450010875081563,"pmi":-14.744969210968868},{"source":"Beethoven,  Ludwig  van","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-16.39362783655625},{"source":"Herz,  Henri","target":"Hummel,  Johann","freq":1,"prob":0.00007250054375407815,"pmi":-6.990314502610974},{"source":"Herz,  Henri","target":"Lindpaintner,  Peter  Von","freq":1,"prob":0.00007250054375407815,"pmi":-7.774058578523146},{"source":"Herz,  Henri","target":"Mozart,  Wolfgang  Amadeus","freq":1,"prob":0.00007250054375407815,"pmi":-3.009235635553813},{"source":"Herz,  Henri","target":"Onslow,  George","freq":1,"prob":0.00007250054375407815,"pmi":-9.53191649607552},{"source":"Herz,  Henri","target":"Pacini,  Giovanni","freq":1,"prob":0.00007250054375407815,"pmi":-8.576405051048084},{"source":"Herz,  Henri","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-9.126451387967355},{"source":"Herz,  Henri","target":"Rossini,  Gioachino","freq":1,"prob":0.00007250054375407815,"pmi":-4.159419731353232},{"source":"Herz,  Henri","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-9.53191649607552},{"source":"Herz,  Henri","target":"Weber,  Carl  Maria Von","freq":1,"prob":0.00007250054375407815,"pmi":-3.6711302726096537},{"source":"Hummel,  Johann","target":"Lindpaintner,  Peter  Von","freq":1,"prob":0.00007250054375407815,"pmi":-10.315660571987692},{"source":"Hummel,  Johann","target":"Onslow,  George","freq":1,"prob":0.00007250054375407815,"pmi":-12.073518489540065},{"source":"Hummel,  Johann","target":"Pacini,  Giovanni","freq":1,"prob":0.00007250054375407815,"pmi":-11.118007044512629},{"source":"Hummel,  Johann","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-12.073518489540065},{"source":"Lindpaintner,  Peter  Von","target":"Mozart,  Wolfgang  Amadeus","freq":3,"prob":0.00021750163126223448,"pmi":-3.668481264438077},{"source":"Lindpaintner,  Peter  Von","target":"Onslow,  George","freq":1,"prob":0.00007250054375407815,"pmi":-11.289774413627894},{"source":"Lindpaintner,  Peter  Von","target":"Pacini,  Giovanni","freq":1,"prob":0.00007250054375407815,"pmi":-10.334262968600457},{"source":"Lindpaintner,  Peter  Von","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-10.884309305519729},{"source":"Lindpaintner,  Peter  Von","target":"Rossini,  Gioachino","freq":1,"prob":0.00007250054375407815,"pmi":-5.917277648905605},{"source":"Lindpaintner,  Peter  Von","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-11.289774413627894},{"source":"Lindpaintner,  Peter  Von","target":"Weber,  Carl  Maria Von","freq":6,"prob":0.00043500326252446896,"pmi":-3.6372287209339724},{"source":"Mozart,  Wolfgang  Amadeus","target":"Onslow,  George","freq":1,"prob":0.00007250054375407815,"pmi":-16.054597356597228},{"source":"Mozart,  Wolfgang  Amadeus","target":"Pacini,  Giovanni","freq":3,"prob":0.00021750163126223448,"pmi":-14.00047362290168},{"source":"Mozart,  Wolfgang  Amadeus","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-15.649132248489062},{"source":"Mozart,  Wolfgang  Amadeus","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-16.054597356597228},{"source":"Onslow,  George","target":"Pacini,  Giovanni","freq":1,"prob":0.00007250054375407815,"pmi":-8.576405051048084},{"source":"Onslow,  George","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-9.126451387967355},{"source":"Onslow,  George","target":"Rossini,  Gioachino","freq":1,"prob":0.00007250054375407815,"pmi":-4.159419731353232},{"source":"Onslow,  George","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-9.53191649607552},{"source":"Onslow,  George","target":"Weber,  Carl  Maria Von","freq":1,"prob":0.00007250054375407815,"pmi":-3.6711302726096537},{"source":"Pacini,  Giovanni","target":"Romberg,  Bernhard","freq":1,"prob":0.00007250054375407815,"pmi":-10.081962832994792},{"source":"Pacini,  Giovanni","target":"Rossini,  Gioachino","freq":1,"prob":0.00007250054375407815,"pmi":-5.114931176380668},{"source":"Pacini,  Giovanni","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-10.487427941102956},{"source":"Pacini,  Giovanni","target":"Weber,  Carl  Maria Von","freq":1,"prob":0.00007250054375407815,"pmi":-4.62664171763709},{"source":"Romberg,  Bernhard","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-9.937381604183685},{"source":"Rossini,  Gioachino","target":"Thalberg,  Sigismond","freq":1,"prob":0.00007250054375407815,"pmi":-14.904413260797808},{"source":"Thalberg,  Sigismond","target":"Weber,  Carl  Maria Von","freq":1,"prob":0.00007250054375407815,"pmi":-3.6711302726096537},{"source":"Beethoven,  Ludwig  van","target":"Haydn,  Franz  Joseph","freq":156,"prob":0.011310084825636193,"pmi":-5.817920563143174},{"source":"Beethoven,  Ludwig  van","target":"Mendelssohn,  Felix","freq":288,"prob":0.02088015660117451,"pmi":-4.710129561826615},{"source":"Beethoven,  Ludwig  van","target":"Spohr,  Louis","freq":23,"prob":0.0016675125063437975,"pmi":-10.144618311416727},{"source":"Haydn,  Franz  Joseph","target":"Mendelssohn,  Felix","freq":60,"prob":0.0043500326252446896,"pmi":-4.94288540542327},{"source":"Haydn,  Franz  Joseph","target":"Spohr,  Louis","freq":5,"prob":0.00036250271877039076,"pmi":-10.334814540594584},{"source":"Haydn,  Franz  Joseph","target":"Weber,  Carl  Maria Von","freq":39,"prob":0.002827521206409048,"pmi":-5.533419892643547},{"source":"Mendelssohn,  Felix","target":"Spohr,  Louis","freq":13,"prob":0.000942507068803016,"pmi":-9.873989623997298},{"source":"Mendelssohn,  Felix","target":"Weber,  Carl  Maria Von","freq":134,"prob":0.009715072863046473,"pmi":-4.793828267252432},{"source":"Spohr,  Louis","target":"Weber,  Carl  Maria Von","freq":11,"prob":0.0007975059812948597,"pmi":-4.386750309021658},{"source":"Beethoven,  Ludwig  van","target":"Donizetti,  Gaetano","freq":15,"prob":0.0010875081563111724,"pmi":-9.726671044127043},{"source":"Beethoven,  Ludwig  van","target":"Nini,  Alessandro","freq":1,"prob":0.00007250054375407815,"pmi":-17.309918568430405},{"source":"Donizetti,  Gaetano","target":"Mozart,  Wolfgang  Amadeus","freq":21,"prob":0.0015225114188356413,"pmi":-3.923619789157387},{"source":"Donizetti,  Gaetano","target":"Nini,  Alessandro","freq":1,"prob":0.00007250054375407815,"pmi":-14.407113819276672},{"source":"Donizetti,  Gaetano","target":"Weber,  Carl  Maria Von","freq":13,"prob":0.000942507068803016,"pmi":-5.0650875064751135},{"source":"Mozart,  Wolfgang  Amadeus","target":"Nini,  Alessandro","freq":1,"prob":0.00007250054375407815,"pmi":-16.97088808847138},{"source":"Nini,  Alessandro","target":"Weber,  Carl  Maria Von","freq":1,"prob":0.00007250054375407815,"pmi":-2.754839540735499},{"source":"Bellini,  Vincenzo","target":"Donizetti,  Gaetano","freq":9,"prob":0.0006525048937867034,"pmi":-6.664187214929115},{"source":"Bellini,  Vincenzo","target":"Herold,  Louis  Joseph Ferdinand [Hérold]","freq":1,"prob":0.00007250054375407815,"pmi":-10.979768750194843},{"source":"Bellini,  Vincenzo","target":"Kalliwoda,  Johann  W.","freq":1,"prob":0.00007250054375407815,"pmi":-11.45934183045673},{"source":"Bellini,  Vincenzo","target":"Mozart,  Wolfgang  Amadeus","freq":5,"prob":0.00036250271877039076,"pmi":-4.688199610636524},{"source":"Bellini,  Vincenzo","target":"Reicha,  Antoine(-Joseph)","freq":1,"prob":0.00007250054375407815,"pmi":-12.289690132530161},{"source":"Donizetti,  Gaetano","target":"Herold,  Louis  Joseph Ferdinand [Hérold]","freq":1,"prob":0.00007250054375407815,"pmi":-11.65027345400503},{"source":"Donizetti,  Gaetano","target":"Hummel,  Johann","freq":4,"prob":0.0002900021750163126,"pmi":-9.562926732818081},{"source":"Donizetti,  Gaetano","target":"Kalliwoda,  Johann  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W.","target":"Reicha,  Antoine(-Joseph)","freq":1,"prob":0.00007250054375407815,"pmi":-10.362264798148951},{"source":"Mozart,  Wolfgang  Amadeus","target":"Reicha,  Antoine(-Joseph)","freq":1,"prob":0.00007250054375407815,"pmi":-15.523969105535055},{"source":"Bochsa,  Robert  N. 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C.","target":"Meyerbeer,  Giacomo","freq":1,"prob":0.00007250054375407815,"pmi":-6.7023863974356},{"source":"Bochsa,  Robert  N. 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