Loading the data
<- readr:: read_csv ("music.csv" , col_names = TRUE ) %>% filter (song.hotttnesss >= 0 )
Rows: 10000 Columns: 35
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (4): artist.id, artist.name, artist.terms, song.id
dbl (31): artist.familiarity, artist.hotttnesss, artist.latitude, artist.loc...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
<- music %>% filter (song.year == 0 )<- music %>% filter (song.year != 0 )<- music %>% filter (artist.latitude != 0 & artist.longitude != 0 ) %>% mutate (continent = case_when (<= 83 ) & (artist.latitude >= 7 ) & (artist.longitude <= - 29 ) & (artist.longitude >= - 172 )) ~ "NoAM" ,<= 12 ) & (artist.latitude >= - 55 ) & (artist.longitude <= - 34 ) & (artist.longitude >= - 81 )) ~ "SoAM" ,<= 80 ) & (artist.latitude >= 10 ) & (artist.longitude <= 25 ) & (artist.longitude >= - 170 )) ~ "Asia" ,<= 72 ) & (artist.latitude >= 35 ) & (artist.longitude <= 65 ) & (artist.longitude >= - 25 )) ~ "Europe" ,<= 37 ) & (artist.latitude >= - 35 ) & (artist.longitude <= 51 ) & (artist.longitude >= - 17 )) ~ "Africa" ,TRUE ~ "Other" ))
NoAm is North America SoAm is South America etc
#taking a glimpse of the dataset |> head (10 )
# A tibble: 10 × 35
artist.familiarity artist.hotttnesss artist.id artist.latitude
<dbl> <dbl> <chr> <dbl>
1 0.582 0.402 ARD7TVE1187B99BFB1 0
2 0.651 0.402 ARXR32B1187FB57099 0
3 0.427 0.332 AR8ZCNI1187B9A069B 0
4 0.360 0.296 ARGSJW91187B9B1D6B 35.2
5 0.545 0.352 ARC43071187B990240 0
6 0.578 0.379 ARL7K851187B99ACD2 0
7 0.0855 0.252 ARHHO3O1187B989413 0
8 0.636 0.448 ARD842G1187B997376 43.6
9 0.420 0.331 ARIG6O41187B988BDD 37.2
10 0.707 0.513 ARYKCQI1187FB3B18F 0
# ℹ 31 more variables: artist.location <dbl>, artist.longitude <dbl>,
# artist.name <chr>, artist.similar <dbl>, artist.terms <chr>,
# artist.terms_freq <dbl>, release.id <dbl>, release.name <dbl>,
# song.artist_mbtags <dbl>, song.artist_mbtags_count <dbl>,
# song.bars_confidence <dbl>, song.bars_start <dbl>,
# song.beats_confidence <dbl>, song.beats_start <dbl>, song.duration <dbl>,
# song.end_of_fade_in <dbl>, song.hotttnesss <dbl>, song.id <chr>, …
Simple linear models of artist centric vars
Dependent vars is song.hotness a measure of how popular the song is
Simplest model
<- lm (song.hotttnesss ~ artist.familiarity + artist.hotttnesss, data = music)summary (modSim)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss,
data = music)
Residuals:
Min 1Q Median 3Q Max
-0.59767 -0.15988 0.02211 0.15071 0.67059
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.18766 0.01100 -17.06 <2e-16 ***
artist.familiarity 0.57516 0.03015 19.08 <2e-16 ***
artist.hotttnesss 0.46836 0.03566 13.13 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2044 on 5646 degrees of freedom
Multiple R-squared: 0.3169, Adjusted R-squared: 0.3166
F-statistic: 1309 on 2 and 5646 DF, p-value: < 2.2e-16
All artist vars
Using filtered and non filtered datasets
<- lm (song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year + artist.terms_freq + artist.terms, data = music)summary (modFull)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.terms_freq + artist.terms, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.66115 -0.11810 0.01084 0.12242 0.68079
Coefficients:
Estimate Std. Error
(Intercept) 2.241e-01 1.974e-01
artist.familiarity 3.932e-01 3.222e-02
artist.hotttnesss 4.024e-01 3.703e-02
song.year 6.134e-05 2.830e-06
artist.terms_freq -1.251e-01 7.032e-02
artist.termsafrobeat -1.666e-01 2.020e-01
artist.termsall-female 1.345e-01 2.258e-01
artist.termsalternative -2.192e-01 2.020e-01
artist.termsalternative country 5.498e-02 2.257e-01
artist.termsalternative dance -2.254e-01 1.876e-01
artist.termsalternative hip hop -2.763e-01 1.972e-01
artist.termsalternative metal -1.565e-01 1.860e-01
artist.termsalternative rap -1.075e-01 2.607e-01
artist.termsalternative rock -2.511e-01 1.886e-01
artist.termsambient black metal -4.498e-01 2.609e-01
artist.termsamericana -2.438e-01 2.259e-01
artist.termsarabesque -3.361e-01 2.061e-01
artist.termsart rock -6.133e-02 1.901e-01
artist.termsavantgarde metal -4.792e-01 2.608e-01
artist.termsbachata -2.813e-01 1.991e-01
artist.termsballad -2.847e-01 1.876e-01
artist.termsballet 1.706e-02 2.607e-01
artist.termsbanda -3.570e-02 2.613e-01
artist.termsbass music -2.920e-01 1.920e-01
artist.termsbatucada -5.354e-02 2.609e-01
artist.termsbeat -2.154e-01 2.130e-01
artist.termsbebop -2.967e-01 2.020e-01
artist.termsbel canto -9.538e-02 2.258e-01
artist.termsbhangra -2.988e-01 1.897e-01
artist.termsbig band -1.515e-01 2.617e-01
artist.termsbig beat -1.033e-01 1.894e-01
artist.termsblack metal -1.247e-01 1.873e-01
artist.termsblackened death metal -9.986e-02 2.128e-01
artist.termsblue-eyed soul -2.104e-01 1.880e-01
artist.termsbluegrass -2.215e-01 1.870e-01
artist.termsblues -2.748e-01 1.870e-01
artist.termsblues-rock -1.851e-01 1.847e-01
artist.termsboogaloo 7.769e-02 2.611e-01
artist.termsbossa nova -3.637e-01 1.925e-01
artist.termsbrazil -3.847e-01 2.258e-01
artist.termsbrazilian jazz -2.068e-01 1.918e-01
artist.termsbrazilian pop music -2.063e-01 1.886e-01
artist.termsbreakbeat -1.443e-01 1.889e-01
artist.termsbreakcore -2.390e-01 1.925e-01
artist.termsbrill building pop -2.685e-01 1.881e-01
artist.termsbritish blues -1.040e-01 1.991e-01
artist.termsbritish invasion -2.634e-01 2.061e-01
artist.termsbritish pop -1.991e-01 1.875e-01
artist.termsbroken beat -2.315e-01 2.128e-01
artist.termsbrutal death metal -2.061e-01 2.129e-01
artist.termsbulerias -4.233e-01 2.258e-01
artist.termscabaret -4.453e-01 1.919e-01
artist.termscalypso -3.929e-01 2.259e-01
artist.termscanadian -1.783e-01 2.260e-01
artist.termscantonese pop -1.534e-01 2.129e-01
artist.termsccm -3.009e-01 1.848e-01
artist.termsceltic -2.580e-01 1.891e-01
artist.termsceltic fusion 3.009e-02 2.258e-01
artist.termsceltic punk -1.192e-01 1.992e-01
artist.termsceltic rock -1.499e-01 1.955e-01
artist.termschamber jazz -2.845e-01 1.869e-01
artist.termschamber pop -1.682e-01 2.019e-01
artist.termschanson -2.707e-01 1.853e-01
artist.termschanson francaise -2.216e-01 2.130e-01
artist.termscharanga -3.402e-01 1.933e-01
artist.termschicago blues -2.421e-01 1.913e-01
artist.termschicago house -4.065e-01 2.607e-01
artist.termschicago soul -2.930e-01 1.881e-01
artist.termschill-out -2.387e-01 1.859e-01
artist.termschinese music -2.142e-01 1.913e-01
artist.termschoro -2.177e-01 2.130e-01
artist.termschorus -4.712e-01 2.607e-01
artist.termschristian hardcore -1.838e-01 2.259e-01
artist.termschristian metal -1.397e-01 2.061e-01
artist.termschristian music -4.493e-01 2.061e-01
artist.termschristian rock -1.722e-01 1.955e-01
artist.termsclassic country -3.988e-01 1.925e-01
artist.termsclassic female blues -4.535e-01 2.607e-01
artist.termsclassic rock -1.510e-01 1.991e-01
artist.termsclassical -4.063e-01 2.607e-01
artist.termsclose harmony -4.439e-01 2.609e-01
artist.termsclub -1.960e-01 2.608e-01
artist.termscomedy -2.563e-01 1.874e-01
artist.termscomedy rap -3.709e-03 2.130e-01
artist.termscomedy rock -2.302e-01 2.128e-01
artist.termscongo -3.435e-02 2.061e-01
artist.termscool jazz -3.051e-01 1.992e-01
artist.termscountry -2.511e-01 1.876e-01
artist.termscountry blues -1.564e-01 1.900e-01
artist.termscountry gospel -2.812e-01 1.869e-01
artist.termscountry music -3.955e-01 2.612e-01
artist.termscountry rock -2.589e-01 1.853e-01
artist.termscrunk -3.417e-01 1.972e-01
artist.termscumbia -2.745e-01 1.880e-01
artist.termsdance pop -2.172e-01 1.855e-01
artist.termsdance rock -2.126e-01 1.865e-01
artist.termsdance-punk -2.524e-01 1.933e-01
artist.termsdancehall -3.947e-01 1.860e-01
artist.termsdark ambient -3.550e-01 2.061e-01
artist.termsdark wave -4.074e-02 2.020e-01
artist.termsdeath core -1.270e-01 1.883e-01
artist.termsdeath metal -1.218e-01 1.925e-01
artist.termsdeathrock -2.092e-01 1.973e-01
artist.termsdeep house -2.354e-01 1.904e-01
artist.termsdelta blues -3.439e-01 1.881e-01
artist.termsdetroit techno -3.864e-01 2.258e-01
artist.termsdigital hardcore -2.218e-01 1.955e-01
artist.termsdirty rap -3.296e-01 1.971e-01
artist.termsdirty south rap -2.342e-01 1.896e-01
artist.termsdisco -2.630e-01 1.877e-01
artist.termsdisco house -3.143e-01 2.258e-01
artist.termsdoo-wop -2.978e-01 1.908e-01
artist.termsdoom metal -1.331e-01 1.933e-01
artist.termsdowntempo -2.373e-01 1.891e-01
artist.termsdream pop -2.138e-01 1.970e-01
artist.termsdub -1.468e-01 1.918e-01
artist.termsdubstep -1.716e-01 1.880e-01
artist.termsdubtronica -1.819e-01 2.611e-01
artist.termsearly music -9.037e-02 2.129e-01
artist.termseast coast hip hop -7.347e-02 2.606e-01
artist.termseasy listening -2.631e-01 1.872e-01
artist.termselectric blues -3.602e-01 1.991e-01
artist.termselectro -3.680e-01 2.019e-01
artist.termselectro rock -1.310e-01 2.258e-01
artist.termselectroclash -1.677e-01 2.607e-01
artist.termselectronic -1.631e-01 1.919e-01
artist.termselectronica -2.319e-01 1.918e-01
artist.termselectropop -4.974e-02 2.607e-01
artist.termsemo -2.575e-01 1.933e-01
artist.termsethnic -1.408e-01 2.262e-01
artist.termseurodance -2.170e-01 1.955e-01
artist.termseuropop -1.242e-01 1.895e-01
artist.termsexotica -1.819e-02 2.062e-01
artist.termsexperimental pop -1.332e-01 1.934e-01
artist.termsexperimental rock -1.353e-01 1.875e-01
artist.termsfemale vocalist -1.881e-01 2.060e-01
artist.termsfilk -3.728e-01 2.128e-01
artist.termsflamenco -2.154e-01 1.879e-01
artist.termsfolk -1.689e-01 1.955e-01
artist.termsfolk metal -1.469e-01 1.933e-01
artist.termsfolk punk -1.266e-02 2.607e-01
artist.termsfolk rock -2.674e-01 1.868e-01
artist.termsfolk-pop -2.113e-01 1.865e-01
artist.termsfolktronica -5.140e-02 2.020e-01
artist.termsfreakbeat -1.400e-01 2.019e-01
artist.termsfree improvisation -2.627e-01 1.956e-01
artist.termsfree jazz -2.069e-01 1.891e-01
artist.termsfree music -3.408e-01 2.021e-01
artist.termsfreestyle -2.884e-01 1.898e-01
artist.termsfrench pop -1.122e-01 1.993e-01
artist.termsfrevo -3.196e-01 2.061e-01
artist.termsfunk -2.506e-01 1.934e-01
artist.termsfunk metal -1.312e-01 1.971e-01
artist.termsfunk rock -1.815e-01 1.991e-01
artist.termsfunky house 1.345e-01 2.607e-01
artist.termsfunny -1.630e-01 2.613e-01
artist.termsfusion -3.338e-01 2.607e-01
artist.termsfuture jazz -2.990e-01 1.891e-01
artist.termsgabba -2.252e-01 1.918e-01
artist.termsgaita -2.808e-01 1.919e-01
artist.termsgangster rap -2.489e-01 1.855e-01
artist.termsgarage rock -1.449e-01 1.912e-01
artist.termsgerman -4.570e-01 2.607e-01
artist.termsgerman pop -2.558e-01 1.943e-01
artist.termsghetto tech -2.743e-01 1.972e-01
artist.termsglam -2.775e-01 2.610e-01
artist.termsglam metal -1.072e-01 1.914e-01
artist.termsglam rock -3.119e-01 1.885e-01
artist.termsglitch -2.699e-01 1.992e-01
artist.termsgoregrind -6.600e-02 1.991e-01
artist.termsgospel -3.083e-01 1.904e-01
artist.termsgothic metal -1.254e-01 2.257e-01
artist.termsgothic rock -1.807e-01 2.262e-01
artist.termsgreek -9.053e-02 2.130e-01
artist.termsgrime -9.270e-02 1.943e-01
artist.termsgrindcore -2.650e-01 1.913e-01
artist.termsgroove metal -1.251e-01 1.991e-01
artist.termsgrunge -8.121e-02 1.871e-01
artist.termsguitarist -6.663e-02 2.700e-01
artist.termsgypsy jazz -1.781e-01 1.991e-01
artist.termshappy hardcore -2.414e-01 1.919e-01
artist.termshard bop -2.539e-01 1.913e-01
artist.termshard house -2.526e-01 1.897e-01
artist.termshard rock -2.024e-01 1.866e-01
artist.termshard trance -3.212e-01 1.904e-01
artist.termshardcore hip hop -2.021e-01 2.129e-01
artist.termshardcore metal -1.402e-01 2.260e-01
artist.termshardcore punk -1.569e-01 1.858e-01
artist.termshardcore techno 2.170e-02 2.061e-01
artist.termshardstyle -1.226e-01 2.062e-01
artist.termsharmonica blues -3.019e-01 2.060e-01
artist.termsheartland rock -2.849e-01 1.885e-01
artist.termsheavy metal -1.802e-01 1.857e-01
artist.termship hop -2.179e-01 1.848e-01
artist.termship house -3.433e-01 1.991e-01
artist.termshonky tonk -2.857e-01 1.874e-01
artist.termshorror punk -2.017e-01 1.944e-01
artist.termshumppa -1.615e-01 1.971e-01
artist.termshyphy -4.693e-01 2.260e-01
artist.termsillbient -1.116e-01 1.934e-01
artist.termsindie -4.111e-01 2.607e-01
artist.termsindie pop -1.352e-02 2.128e-01
artist.termsindie rock -1.198e-01 1.874e-01
artist.termsindietronica -1.776e-01 1.956e-01
artist.termsindustrial dance -6.650e-02 2.260e-01
artist.termsindustrial metal -1.523e-01 1.933e-01
artist.termsindustrial rock 3.317e-03 1.992e-01
artist.termsinstrumental pop -2.690e-01 1.889e-01
artist.termsinstrumental rock -1.651e-01 1.903e-01
artist.termsirish -2.576e-01 2.608e-01
artist.termsirish folk -1.827e-01 1.869e-01
artist.termsisland music -6.066e-01 2.606e-01
artist.termsitalian disco -9.495e-02 2.609e-01
artist.termsj pop -3.250e-01 2.259e-01
artist.termsjam band 3.902e-02 2.257e-01
artist.termsjangle pop -1.611e-01 1.991e-01
artist.termsjapanese 1.012e-01 2.259e-01
artist.termsjazz -2.605e-01 1.925e-01
artist.termsjazz blues -4.840e-01 2.258e-01
artist.termsjazz funk -2.200e-01 1.860e-01
artist.termsjazz fusion -2.208e-01 1.889e-01
artist.termsjazz rap -9.553e-02 1.925e-01
artist.termsjug band -2.563e-01 2.258e-01
artist.termsjump blues -2.711e-01 1.919e-01
artist.termsjungle music -2.787e-01 1.908e-01
artist.termskizomba -1.147e-01 2.607e-01
artist.termsklezmer -5.486e-02 2.258e-01
artist.termskraut rock -2.952e-01 1.973e-01
artist.termslatin -3.229e-02 2.019e-01
artist.termslatin jazz -2.722e-01 1.854e-01
artist.termslatin pop -2.282e-01 1.919e-01
artist.termslo-fi -1.950e-01 2.608e-01
artist.termslos angeles -2.399e-01 1.926e-01
artist.termslouisiana blues -2.401e-01 2.128e-01
artist.termslounge music 2.373e-01 2.608e-01
artist.termslovers rock -2.675e-01 1.870e-01
artist.termslullaby -3.457e-01 1.908e-01
artist.termsmale vocalist -2.610e-01 1.971e-01
artist.termsmambo -3.574e-01 2.129e-01
artist.termsmanouche -5.018e-01 2.610e-01
artist.termsmariachi -4.541e-01 2.061e-01
artist.termsmarimba -2.537e-03 2.608e-01
artist.termsmarrabenta -3.295e-01 2.260e-01
artist.termsmath rock -1.955e-01 2.021e-01
artist.termsmath-core -1.829e-01 1.943e-01
artist.termsmeditation -2.231e-01 1.870e-01
artist.termsmelbourne -3.178e-01 2.062e-01
artist.termsmelodic death metal -5.584e-01 2.257e-01
artist.termsmelodic hardcore -1.965e-01 1.908e-01
artist.termsmelodic metalcore -8.055e-02 2.608e-01
artist.termsmerengue -1.943e-01 1.971e-01
artist.termsmerseybeat -1.512e-01 2.609e-01
artist.termsmexico -2.537e-01 2.130e-01
artist.termsmiami bass -2.686e-01 1.991e-01
artist.termsmodern rock -2.251e-01 1.887e-01
artist.termsmotown -1.501e-01 1.933e-01
artist.termsmusette -1.844e-01 2.020e-01
artist.termsmusica 2.703e-03 2.607e-01
artist.termsneo soul -1.566e-01 1.913e-01
artist.termsneo-progressive -3.471e-01 2.060e-01
artist.termsneoclassical -3.629e-02 2.257e-01
artist.termsneofolk -3.041e-01 2.019e-01
artist.termsneue deutsche welle -4.351e-01 2.131e-01
artist.termsnew age -3.931e-01 1.934e-01
artist.termsnew beat -2.942e-01 1.971e-01
artist.termsnew jack swing -1.459e-01 1.971e-01
artist.termsnew orleans blues -2.232e-01 2.258e-01
artist.termsnew orleans jazz -1.644e-01 2.258e-01
artist.termsnew romantic -4.513e-01 1.994e-01
artist.termsnew wave -2.336e-01 1.888e-01
artist.termsno wave -1.584e-01 2.020e-01
artist.termsnoise pop 2.773e-02 2.258e-01
artist.termsnoise rock -1.618e-01 1.943e-01
artist.termsnorthern soul -1.254e-01 1.991e-01
artist.termsnu jazz -2.101e-01 1.943e-01
artist.termsnu metal -3.677e-02 1.943e-01
artist.termsnu-soul -4.796e-01 2.608e-01
artist.termsoi -1.986e-01 1.888e-01
artist.termsoldies -2.899e-01 2.257e-01
artist.termsopera -1.912e-01 2.061e-01
artist.termsorchestra -3.122e-01 1.904e-01
artist.termsoutlaw country -2.262e-01 2.259e-01
artist.termsparody -2.056e-01 1.908e-01
artist.termspatriotic -1.861e-01 1.956e-01
artist.termspeace punk 6.392e-02 2.130e-01
artist.termspiano blues -2.872e-01 1.913e-01
artist.termspiano rock -2.445e-01 1.946e-01
artist.termspiedmont blues -3.541e-01 1.991e-01
artist.termspinoy rock -2.008e-01 2.607e-01
artist.termspolka -3.244e-01 2.128e-01
artist.termspop -9.007e-02 1.918e-01
artist.termspop folk -4.084e-01 1.955e-01
artist.termspop punk -1.040e-01 1.883e-01
artist.termspop rap -2.737e-01 1.867e-01
artist.termspop rock -1.819e-01 1.855e-01
artist.termspost rock -1.563e-01 2.128e-01
artist.termspost-grunge -1.725e-01 1.851e-01
artist.termspost-hardcore -1.331e-01 1.860e-01
artist.termspower electronics -2.653e-02 2.257e-01
artist.termspower metal -8.331e-02 1.955e-01
artist.termspower pop -1.978e-01 1.856e-01
artist.termsprogressive bluegrass -3.481e-01 2.257e-01
artist.termsprogressive house -2.270e-01 1.860e-01
artist.termsprogressive metal -1.264e-01 1.970e-01
artist.termsprogressive rock -8.662e-02 1.955e-01
artist.termsprogressive trance -3.780e-01 1.970e-01
artist.termsprotopunk -4.273e-01 2.259e-01
artist.termspsychedelic rock -1.476e-01 2.607e-01
artist.termspsychobilly -2.374e-01 2.062e-01
artist.termspunk -1.628e-01 1.913e-01
artist.termspunk blues -4.953e-02 2.607e-01
artist.termsqueercore -8.134e-02 2.610e-01
artist.termsquiet storm -2.493e-01 2.019e-01
artist.termsr&b -2.938e-01 1.920e-01
artist.termsragtime -2.477e-01 1.991e-01
artist.termsranchera -2.473e-01 1.971e-01
artist.termsrap -1.962e-01 1.885e-01
artist.termsrap metal -1.218e-01 1.914e-01
artist.termsrap rock -1.142e-02 1.943e-01
artist.termsrapcore -2.446e-01 1.956e-01
artist.termsrare groove 1.006e-01 2.608e-01
artist.termsreggae -3.202e-01 1.878e-01
artist.termsreggaeton -1.800e-01 1.894e-01
artist.termsreligious music -3.055e-01 1.934e-01
artist.termsrequiem -7.064e-04 2.021e-01
artist.termsrock -1.689e-01 1.862e-01
artist.termsrock 'n roll -2.677e-01 1.894e-01
artist.termsrock steady -2.350e-01 1.955e-01
artist.termsrockabilly -3.895e-01 1.925e-01
artist.termsroots reggae -2.807e-01 1.857e-01
artist.termsroots rock -2.101e-01 1.878e-01
artist.termsrumba -2.966e-01 1.908e-01
artist.termsRussian Easter Festival_ Overture_ Op.36 2.801e+05 1.575e+05
artist.termssalsa -1.845e-01 1.863e-01
artist.termssamba -1.779e-01 1.900e-01
artist.termsscreamo -2.276e-01 1.918e-01
artist.termsserialism -3.424e-01 2.259e-01
artist.termsshock rock -2.324e-01 1.933e-01
artist.termsshoegaze -5.682e-02 1.970e-01
artist.termsshow tunes -3.768e-03 2.259e-01
artist.termssinger-songwriter -2.580e-01 1.876e-01
artist.termsska -2.478e-01 1.933e-01
artist.termsska punk -2.000e-01 1.880e-01
artist.termsskate punk -1.837e-01 2.258e-01
artist.termsslack key guitar -2.503e-01 2.609e-01
artist.termsslow core -1.326e-01 2.607e-01
artist.termssludge metal -5.292e-02 1.908e-01
artist.termssmooth jazz -2.402e-01 1.865e-01
artist.termssoft rock -1.826e-01 1.868e-01
artist.termssoukous -2.985e-01 1.918e-01
artist.termssoul -2.545e-01 2.609e-01
artist.termssoul blues -3.892e-01 1.955e-01
artist.termssoul jazz -2.240e-01 1.891e-01
artist.termssoul music -2.310e-01 2.609e-01
artist.termssoundtrack -2.494e-01 1.881e-01
artist.termssouthern gospel -2.479e-01 1.889e-01
artist.termssouthern rock -2.341e-01 1.889e-01
artist.termssouthern soul 1.648e-01 2.607e-01
artist.termsspace age pop -2.685e-01 1.914e-01
artist.termsspace music 6.293e-02 2.066e-01
artist.termsspace rock 4.088e-02 2.606e-01
artist.termsspeed metal -5.999e-02 2.128e-01
artist.termsspeedcore -3.231e-01 2.061e-01
artist.termsstand-up comedy -1.399e-01 1.937e-01
artist.termsstoner metal -1.375e-01 1.896e-01
artist.termsstoner rock -9.058e-02 1.971e-01
artist.termsstraight edge -1.199e-01 1.955e-01
artist.termssuomi rock -3.782e-01 2.258e-01
artist.termssurf music -1.482e-01 2.608e-01
artist.termsswamp rock -9.695e-02 2.129e-01
artist.termsswedish 1.210e-01 2.131e-01
artist.termsswiss -3.891e-01 2.609e-01
artist.termssympho black metal -3.780e-02 1.908e-01
artist.termssymphonic rock -1.860e-01 2.609e-01
artist.termssymphony -3.504e-01 2.062e-01
artist.termssynth punk -3.836e-01 2.607e-01
artist.termstango -3.581e-01 1.891e-01
artist.termstech house -2.809e-01 1.867e-01
artist.termstechno -5.187e-02 1.912e-01
artist.termsteen pop -2.414e-01 1.919e-01
artist.termstejano -4.001e-01 1.879e-01
artist.termstexas blues -1.986e-01 1.881e-01
artist.termsthrash core -2.525e-01 1.973e-01
artist.termstrance -2.827e-01 1.991e-01
artist.termstribal house -1.905e-01 2.062e-01
artist.termstrip hop -1.773e-01 1.864e-01
artist.termstrip rock -1.986e-01 2.129e-01
artist.termsturnablism -1.885e-01 1.955e-01
artist.termstwee pop -1.560e-01 1.894e-01
artist.termsuk garage -3.461e-01 1.971e-01
artist.termsunderground rap -2.228e-01 2.028e-01
artist.termsurban -1.470e-01 2.129e-01
artist.termsurban folk -3.347e-01 1.956e-01
artist.termsvallenato -1.988e-01 1.955e-01
artist.termsvaudeville -2.770e-01 1.943e-01
artist.termsvideo game music -2.240e-01 2.061e-01
artist.termsviking metal -5.525e-02 1.925e-01
artist.termsvisual kei -1.815e-01 2.258e-01
artist.termsvocal house -2.642e-01 1.991e-01
artist.termsvocal jazz -2.190e-01 1.912e-01
artist.termswestern swing -2.385e-01 1.876e-01
artist.termsworld beat -3.086e-01 1.919e-01
artist.termsworld fusion -3.635e-01 2.607e-01
artist.termszouk -3.489e-01 1.918e-01
artist.termszouklove -2.629e-01 2.606e-01
artist.termszydeco -2.068e-01 1.877e-01
t value Pr(>|t|)
(Intercept) 1.135 0.2564
artist.familiarity 12.201 <2e-16 ***
artist.hotttnesss 10.866 <2e-16 ***
song.year 21.680 <2e-16 ***
artist.terms_freq -1.779 0.0753 .
artist.termsafrobeat -0.825 0.4093
artist.termsall-female 0.596 0.5514
artist.termsalternative -1.085 0.2779
artist.termsalternative country 0.244 0.8076
artist.termsalternative dance -1.202 0.2296
artist.termsalternative hip hop -1.401 0.1611
artist.termsalternative metal -0.842 0.4001
artist.termsalternative rap -0.412 0.6802
artist.termsalternative rock -1.331 0.1832
artist.termsambient black metal -1.724 0.0848 .
artist.termsamericana -1.080 0.2804
artist.termsarabesque -1.631 0.1029
artist.termsart rock -0.323 0.7470
artist.termsavantgarde metal -1.838 0.0662 .
artist.termsbachata -1.413 0.1578
artist.termsballad -1.518 0.1290
artist.termsballet 0.065 0.9478
artist.termsbanda -0.137 0.8913
artist.termsbass music -1.521 0.1284
artist.termsbatucada -0.205 0.8374
artist.termsbeat -1.011 0.3121
artist.termsbebop -1.469 0.1419
artist.termsbel canto -0.422 0.6727
artist.termsbhangra -1.575 0.1152
artist.termsbig band -0.579 0.5627
artist.termsbig beat -0.546 0.5854
artist.termsblack metal -0.666 0.5056
artist.termsblackened death metal -0.469 0.6389
artist.termsblue-eyed soul -1.119 0.2631
artist.termsbluegrass -1.185 0.2362
artist.termsblues -1.470 0.1418
artist.termsblues-rock -1.002 0.3163
artist.termsboogaloo 0.298 0.7661
artist.termsbossa nova -1.889 0.0589 .
artist.termsbrazil -1.704 0.0884 .
artist.termsbrazilian jazz -1.078 0.2810
artist.termsbrazilian pop music -1.094 0.2742
artist.termsbreakbeat -0.764 0.4450
artist.termsbreakcore -1.242 0.2144
artist.termsbrill building pop -1.427 0.1535
artist.termsbritish blues -0.522 0.6015
artist.termsbritish invasion -1.278 0.2013
artist.termsbritish pop -1.062 0.2883
artist.termsbroken beat -1.088 0.2767
artist.termsbrutal death metal -0.968 0.3331
artist.termsbulerias -1.875 0.0609 .
artist.termscabaret -2.321 0.0203 *
artist.termscalypso -1.739 0.0821 .
artist.termscanadian -0.789 0.4301
artist.termscantonese pop -0.721 0.4711
artist.termsccm -1.628 0.1036
artist.termsceltic -1.364 0.1726
artist.termsceltic fusion 0.133 0.8940
artist.termsceltic punk -0.599 0.5494
artist.termsceltic rock -0.767 0.4432
artist.termschamber jazz -1.522 0.1281
artist.termschamber pop -0.833 0.4047
artist.termschanson -1.461 0.1442
artist.termschanson francaise -1.040 0.2982
artist.termscharanga -1.759 0.0786 .
artist.termschicago blues -1.266 0.2057
artist.termschicago house -1.559 0.1190
artist.termschicago soul -1.557 0.1195
artist.termschill-out -1.284 0.1992
artist.termschinese music -1.119 0.2630
artist.termschoro -1.022 0.3068
artist.termschorus -1.808 0.0707 .
artist.termschristian hardcore -0.814 0.4159
artist.termschristian metal -0.678 0.4980
artist.termschristian music -2.180 0.0293 *
artist.termschristian rock -0.881 0.3785
artist.termsclassic country -2.071 0.0384 *
artist.termsclassic female blues -1.740 0.0819 .
artist.termsclassic rock -0.759 0.4481
artist.termsclassical -1.559 0.1191
artist.termsclose harmony -1.702 0.0889 .
artist.termsclub -0.752 0.4523
artist.termscomedy -1.368 0.1714
artist.termscomedy rap -0.017 0.9861
artist.termscomedy rock -1.082 0.2794
artist.termscongo -0.167 0.8676
artist.termscool jazz -1.532 0.1256
artist.termscountry -1.339 0.1808
artist.termscountry blues -0.823 0.4104
artist.termscountry gospel -1.505 0.1324
artist.termscountry music -1.514 0.1300
artist.termscountry rock -1.397 0.1623
artist.termscrunk -1.733 0.0831 .
artist.termscumbia -1.460 0.1444
artist.termsdance pop -1.171 0.2417
artist.termsdance rock -1.140 0.2545
artist.termsdance-punk -1.305 0.1918
artist.termsdancehall -2.122 0.0339 *
artist.termsdark ambient -1.722 0.0851 .
artist.termsdark wave -0.202 0.8402
artist.termsdeath core -0.675 0.5000
artist.termsdeath metal -0.633 0.5268
artist.termsdeathrock -1.061 0.2889
artist.termsdeep house -1.237 0.2163
artist.termsdelta blues -1.828 0.0676 .
artist.termsdetroit techno -1.711 0.0871 .
artist.termsdigital hardcore -1.134 0.2567
artist.termsdirty rap -1.672 0.0945 .
artist.termsdirty south rap -1.235 0.2170
artist.termsdisco -1.401 0.1612
artist.termsdisco house -1.392 0.1640
artist.termsdoo-wop -1.561 0.1186
artist.termsdoom metal -0.688 0.4912
artist.termsdowntempo -1.255 0.2096
artist.termsdream pop -1.085 0.2780
artist.termsdub -0.766 0.4440
artist.termsdubstep -0.913 0.3613
artist.termsdubtronica -0.697 0.4860
artist.termsearly music -0.424 0.6712
artist.termseast coast hip hop -0.282 0.7780
artist.termseasy listening -1.405 0.1600
artist.termselectric blues -1.809 0.0705 .
artist.termselectro -1.823 0.0684 .
artist.termselectro rock -0.580 0.5619
artist.termselectroclash -0.643 0.5201
artist.termselectronic -0.850 0.3952
artist.termselectronica -1.209 0.2269
artist.termselectropop -0.191 0.8487
artist.termsemo -1.332 0.1830
artist.termsethnic -0.623 0.5336
artist.termseurodance -1.110 0.2671
artist.termseuropop -0.655 0.5123
artist.termsexotica -0.088 0.9297
artist.termsexperimental pop -0.688 0.4912
artist.termsexperimental rock -0.721 0.4707
artist.termsfemale vocalist -0.913 0.3612
artist.termsfilk -1.752 0.0799 .
artist.termsflamenco -1.146 0.2518
artist.termsfolk -0.864 0.3875
artist.termsfolk metal -0.760 0.4472
artist.termsfolk punk -0.049 0.9613
artist.termsfolk rock -1.431 0.1524
artist.termsfolk-pop -1.133 0.2574
artist.termsfolktronica -0.254 0.7991
artist.termsfreakbeat -0.693 0.4880
artist.termsfree improvisation -1.343 0.1795
artist.termsfree jazz -1.094 0.2740
artist.termsfree music -1.687 0.0917 .
artist.termsfreestyle -1.520 0.1286
artist.termsfrench pop -0.563 0.5734
artist.termsfrevo -1.551 0.1210
artist.termsfunk -1.296 0.1950
artist.termsfunk metal -0.665 0.5058
artist.termsfunk rock -0.912 0.3620
artist.termsfunky house 0.516 0.6059
artist.termsfunny -0.624 0.5329
artist.termsfusion -1.280 0.2005
artist.termsfuture jazz -1.581 0.1140
artist.termsgabba -1.174 0.2405
artist.termsgaita -1.463 0.1435
artist.termsgangster rap -1.342 0.1798
artist.termsgarage rock -0.758 0.4486
artist.termsgerman -1.753 0.0796 .
artist.termsgerman pop -1.317 0.1880
artist.termsghetto tech -1.391 0.1643
artist.termsglam -1.064 0.2876
artist.termsglam metal -0.560 0.5756
artist.termsglam rock -1.655 0.0980 .
artist.termsglitch -1.355 0.1754
artist.termsgoregrind -0.332 0.7402
artist.termsgospel -1.619 0.1055
artist.termsgothic metal -0.555 0.5786
artist.termsgothic rock -0.799 0.4243
artist.termsgreek -0.425 0.6708
artist.termsgrime -0.477 0.6334
artist.termsgrindcore -1.386 0.1659
artist.termsgroove metal -0.629 0.5296
artist.termsgrunge -0.434 0.6642
artist.termsguitarist -0.247 0.8051
artist.termsgypsy jazz -0.895 0.3710
artist.termshappy hardcore -1.258 0.2084
artist.termshard bop -1.327 0.1844
artist.termshard house -1.332 0.1830
artist.termshard rock -1.085 0.2782
artist.termshard trance -1.687 0.0916 .
artist.termshardcore hip hop -0.949 0.3424
artist.termshardcore metal -0.620 0.5350
artist.termshardcore punk -0.844 0.3986
artist.termshardcore techno 0.105 0.9162
artist.termshardstyle -0.595 0.5522
artist.termsharmonica blues -1.465 0.1429
artist.termsheartland rock -1.511 0.1308
artist.termsheavy metal -0.971 0.3318
artist.termship hop -1.179 0.2383
artist.termship house -1.724 0.0848 .
artist.termshonky tonk -1.525 0.1273
artist.termshorror punk -1.038 0.2995
artist.termshumppa -0.819 0.4127
artist.termshyphy -2.076 0.0379 *
artist.termsillbient -0.577 0.5639
artist.termsindie -1.577 0.1149
artist.termsindie pop -0.064 0.9493
artist.termsindie rock -0.639 0.5229
artist.termsindietronica -0.908 0.3638
artist.termsindustrial dance -0.294 0.7686
artist.termsindustrial metal -0.788 0.4307
artist.termsindustrial rock 0.017 0.9867
artist.termsinstrumental pop -1.424 0.1544
artist.termsinstrumental rock -0.868 0.3857
artist.termsirish -0.988 0.3234
artist.termsirish folk -0.977 0.3285
artist.termsisland music -2.328 0.0200 *
artist.termsitalian disco -0.364 0.7160
artist.termsj pop -1.439 0.1502
artist.termsjam band 0.173 0.8628
artist.termsjangle pop -0.809 0.4183
artist.termsjapanese 0.448 0.6543
artist.termsjazz -1.353 0.1762
artist.termsjazz blues -2.144 0.0321 *
artist.termsjazz funk -1.183 0.2369
artist.termsjazz fusion -1.169 0.2425
artist.termsjazz rap -0.496 0.6197
artist.termsjug band -1.135 0.2563
artist.termsjump blues -1.413 0.1576
artist.termsjungle music -1.461 0.1442
artist.termskizomba -0.440 0.6599
artist.termsklezmer -0.243 0.8080
artist.termskraut rock -1.497 0.1346
artist.termslatin -0.160 0.8729
artist.termslatin jazz -1.468 0.1421
artist.termslatin pop -1.189 0.2345
artist.termslo-fi -0.748 0.4547
artist.termslos angeles -1.246 0.2130
artist.termslouisiana blues -1.128 0.2592
artist.termslounge music 0.910 0.3631
artist.termslovers rock -1.430 0.1528
artist.termslullaby -1.812 0.0701 .
artist.termsmale vocalist -1.324 0.1856
artist.termsmambo -1.679 0.0933 .
artist.termsmanouche -1.922 0.0546 .
artist.termsmariachi -2.204 0.0276 *
artist.termsmarimba -0.010 0.9922
artist.termsmarrabenta -1.458 0.1450
artist.termsmath rock -0.968 0.3332
artist.termsmath-core -0.941 0.3465
artist.termsmeditation -1.193 0.2329
artist.termsmelbourne -1.541 0.1233
artist.termsmelodic death metal -2.474 0.0134 *
artist.termsmelodic hardcore -1.030 0.3031
artist.termsmelodic metalcore -0.309 0.7574
artist.termsmerengue -0.986 0.3243
artist.termsmerseybeat -0.580 0.5622
artist.termsmexico -1.191 0.2336
artist.termsmiami bass -1.349 0.1773
artist.termsmodern rock -1.193 0.2328
artist.termsmotown -0.777 0.4373
artist.termsmusette -0.913 0.3613
artist.termsmusica 0.010 0.9917
artist.termsneo soul -0.819 0.4128
artist.termsneo-progressive -1.685 0.0921 .
artist.termsneoclassical -0.161 0.8723
artist.termsneofolk -1.506 0.1321
artist.termsneue deutsche welle -2.042 0.0413 *
artist.termsnew age -2.032 0.0422 *
artist.termsnew beat -1.493 0.1355
artist.termsnew jack swing -0.740 0.4592
artist.termsnew orleans blues -0.989 0.3228
artist.termsnew orleans jazz -0.728 0.4666
artist.termsnew romantic -2.263 0.0237 *
artist.termsnew wave -1.237 0.2162
artist.termsno wave -0.784 0.4332
artist.termsnoise pop 0.123 0.9023
artist.termsnoise rock -0.833 0.4049
artist.termsnorthern soul -0.630 0.5286
artist.termsnu jazz -1.081 0.2797
artist.termsnu metal -0.189 0.8499
artist.termsnu-soul -1.839 0.0660 .
artist.termsoi -1.052 0.2929
artist.termsoldies -1.284 0.1991
artist.termsopera -0.927 0.3538
artist.termsorchestra -1.640 0.1011
artist.termsoutlaw country -1.002 0.3166
artist.termsparody -1.078 0.2812
artist.termspatriotic -0.952 0.3413
artist.termspeace punk 0.300 0.7641
artist.termspiano blues -1.501 0.1333
artist.termspiano rock -1.256 0.2091
artist.termspiedmont blues -1.778 0.0754 .
artist.termspinoy rock -0.770 0.4411
artist.termspolka -1.524 0.1275
artist.termspop -0.470 0.6387
artist.termspop folk -2.089 0.0367 *
artist.termspop punk -0.552 0.5810
artist.termspop rap -1.466 0.1426
artist.termspop rock -0.981 0.3268
artist.termspost rock -0.734 0.4627
artist.termspost-grunge -0.932 0.3514
artist.termspost-hardcore -0.716 0.4743
artist.termspower electronics -0.118 0.9064
artist.termspower metal -0.426 0.6700
artist.termspower pop -1.066 0.2866
artist.termsprogressive bluegrass -1.542 0.1231
artist.termsprogressive house -1.221 0.2223
artist.termsprogressive metal -0.641 0.5214
artist.termsprogressive rock -0.443 0.6577
artist.termsprogressive trance -1.918 0.0551 .
artist.termsprotopunk -1.892 0.0585 .
artist.termspsychedelic rock -0.566 0.5713
artist.termspsychobilly -1.151 0.2496
artist.termspunk -0.851 0.3946
artist.termspunk blues -0.190 0.8493
artist.termsqueercore -0.312 0.7553
artist.termsquiet storm -1.235 0.2168
artist.termsr&b -1.531 0.1259
artist.termsragtime -1.244 0.2137
artist.termsranchera -1.255 0.2095
artist.termsrap -1.041 0.2978
artist.termsrap metal -0.637 0.5244
artist.termsrap rock -0.059 0.9532
artist.termsrapcore -1.251 0.2110
artist.termsrare groove 0.386 0.6997
artist.termsreggae -1.705 0.0883 .
artist.termsreggaeton -0.951 0.3419
artist.termsreligious music -1.580 0.1142
artist.termsrequiem -0.003 0.9972
artist.termsrock -0.907 0.3643
artist.termsrock 'n roll -1.413 0.1576
artist.termsrock steady -1.202 0.2295
artist.termsrockabilly -2.023 0.0431 *
artist.termsroots reggae -1.511 0.1308
artist.termsroots rock -1.119 0.2633
artist.termsrumba -1.555 0.1200
artist.termsRussian Easter Festival_ Overture_ Op.36 1.779 0.0753 .
artist.termssalsa -0.990 0.3221
artist.termssamba -0.937 0.3490
artist.termsscreamo -1.186 0.2356
artist.termsserialism -1.516 0.1297
artist.termsshock rock -1.202 0.2293
artist.termsshoegaze -0.288 0.7731
artist.termsshow tunes -0.017 0.9867
artist.termssinger-songwriter -1.376 0.1690
artist.termsska -1.282 0.2000
artist.termsska punk -1.064 0.2873
artist.termsskate punk -0.814 0.4158
artist.termsslack key guitar -0.959 0.3375
artist.termsslow core -0.508 0.6111
artist.termssludge metal -0.277 0.7815
artist.termssmooth jazz -1.288 0.1978
artist.termssoft rock -0.978 0.3282
artist.termssoukous -1.556 0.1198
artist.termssoul -0.976 0.3293
artist.termssoul blues -1.991 0.0465 *
artist.termssoul jazz -1.184 0.2363
artist.termssoul music -0.885 0.3760
artist.termssoundtrack -1.326 0.1849
artist.termssouthern gospel -1.312 0.1894
artist.termssouthern rock -1.239 0.2153
artist.termssouthern soul 0.632 0.5273
artist.termsspace age pop -1.403 0.1607
artist.termsspace music 0.305 0.7607
artist.termsspace rock 0.157 0.8754
artist.termsspeed metal -0.282 0.7781
artist.termsspeedcore -1.568 0.1169
artist.termsstand-up comedy -0.722 0.4701
artist.termsstoner metal -0.725 0.4685
artist.termsstoner rock -0.460 0.6458
artist.termsstraight edge -0.613 0.5396
artist.termssuomi rock -1.675 0.0939 .
artist.termssurf music -0.568 0.5700
artist.termsswamp rock -0.455 0.6489
artist.termsswedish 0.568 0.5702
artist.termsswiss -1.491 0.1359
artist.termssympho black metal -0.198 0.8429
artist.termssymphonic rock -0.713 0.4759
artist.termssymphony -1.699 0.0893 .
artist.termssynth punk -1.472 0.1412
artist.termstango -1.894 0.0583 .
artist.termstech house -1.505 0.1325
artist.termstechno -0.271 0.7862
artist.termsteen pop -1.258 0.2083
artist.termstejano -2.130 0.0332 *
artist.termstexas blues -1.056 0.2911
artist.termsthrash core -1.280 0.2006
artist.termstrance -1.420 0.1556
artist.termstribal house -0.924 0.3556
artist.termstrip hop -0.951 0.3416
artist.termstrip rock -0.933 0.3510
artist.termsturnablism -0.964 0.3350
artist.termstwee pop -0.824 0.4101
artist.termsuk garage -1.756 0.0792 .
artist.termsunderground rap -1.099 0.2720
artist.termsurban -0.690 0.4900
artist.termsurban folk -1.711 0.0871 .
artist.termsvallenato -1.017 0.3091
artist.termsvaudeville -1.426 0.1541
artist.termsvideo game music -1.087 0.2770
artist.termsviking metal -0.287 0.7741
artist.termsvisual kei -0.804 0.4216
artist.termsvocal house -1.327 0.1846
artist.termsvocal jazz -1.145 0.2521
artist.termswestern swing -1.271 0.2037
artist.termsworld beat -1.608 0.1079
artist.termsworld fusion -1.394 0.1633
artist.termszouk -1.818 0.0690 .
artist.termszouklove -1.009 0.3132
artist.termszydeco -1.102 0.2707
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1843 on 5240 degrees of freedom
(3 observations deleted due to missingness)
Multiple R-squared: 0.4841, Adjusted R-squared: 0.4442
F-statistic: 12.14 on 405 and 5240 DF, p-value: < 2.2e-16
<- lm (song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year + artist.terms_freq, data = musicNotMissingYear)summary (modFull2)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.terms_freq, data = musicNotMissingYear)
Residuals:
Min 1Q Median 3Q Max
-0.65401 -0.10428 0.02552 0.12789 0.57667
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.8700580 0.6728486 -1.293 0.19608
artist.familiarity 0.6186688 0.0417230 14.828 < 2e-16 ***
artist.hotttnesss 0.3890255 0.0482634 8.060 1.08e-15 ***
song.year 0.0004885 0.0003353 1.457 0.14525
artist.terms_freq -0.2359951 0.0743958 -3.172 0.00153 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1871 on 3059 degrees of freedom
Multiple R-squared: 0.2933, Adjusted R-squared: 0.2924
F-statistic: 317.4 on 4 and 3059 DF, p-value: < 2.2e-16
<- lm (song.hotttnesss ~ artist.familiarity + artist.hotttnesss + artist.terms_freq, data = musicMissingYear)summary (modFull3)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
artist.terms_freq, data = musicMissingYear)
Residuals:
Min 1Q Median 3Q Max
-0.40934 -0.18493 0.00659 0.14361 0.71102
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -1.023e-01 1.427e-02 -7.166 1e-12 ***
artist.familiarity 3.389e-01 3.975e-02 8.526 <2e-16 ***
artist.hotttnesss 3.934e-01 4.734e-02 8.311 <2e-16 ***
artist.terms_freq -5.744e-08 8.833e-08 -0.650 0.516
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1976 on 2581 degrees of freedom
Multiple R-squared: 0.1903, Adjusted R-squared: 0.1893
F-statistic: 202.1 on 3 and 2581 DF, p-value: < 2.2e-16
Location
<- lm (song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year + artist.latitude + artist.longitude + artist.terms_freq + artist.terms + continent, data = musicNotMissingLoc)summary (modFull4)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.latitude + artist.longitude + artist.terms_freq +
artist.terms + continent, data = musicNotMissingLoc)
Residuals:
Min 1Q Median 3Q Max
-0.60922 -0.11002 0.00006 0.11406 0.68459
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 6.891e-02 2.188e-01 0.315 0.75278
artist.familiarity 4.463e-01 5.928e-02 7.529 7.80e-14 ***
artist.hotttnesss 4.161e-01 7.042e-02 5.909 4.05e-09 ***
song.year 5.403e-05 4.626e-06 11.680 < 2e-16 ***
artist.latitude 1.078e-03 6.214e-04 1.734 0.08300 .
artist.longitude -5.248e-04 2.774e-04 -1.892 0.05866 .
artist.terms_freq 1.165e-01 1.286e-01 0.906 0.36504
artist.termsalternative country -4.596e-02 2.217e-01 -0.207 0.83579
artist.termsalternative dance -4.936e-01 1.892e-01 -2.608 0.00917 **
artist.termsalternative hip hop -5.560e-01 2.564e-01 -2.169 0.03021 *
artist.termsalternative metal -3.662e-01 1.854e-01 -1.975 0.04844 *
artist.termsalternative rock -3.829e-01 1.960e-01 -1.954 0.05087 .
artist.termsambient black metal -5.183e-01 2.561e-01 -2.024 0.04311 *
artist.termsart rock -1.950e-01 1.886e-01 -1.034 0.30138
artist.termsavantgarde metal -5.828e-01 2.558e-01 -2.279 0.02280 *
artist.termsballad -3.342e-01 1.868e-01 -1.789 0.07373 .
artist.termsbass music -2.489e-01 2.026e-01 -1.228 0.21944
artist.termsbebop -3.855e-01 2.026e-01 -1.903 0.05721 .
artist.termsbhangra -3.561e-01 2.021e-01 -1.762 0.07823 .
artist.termsbig band -1.824e-01 2.577e-01 -0.708 0.47919
artist.termsbig beat -2.509e-01 1.953e-01 -1.285 0.19907
artist.termsblack metal -2.073e-01 1.875e-01 -1.106 0.26898
artist.termsblackened death metal -2.113e-01 2.561e-01 -0.825 0.40950
artist.termsblue-eyed soul -3.259e-01 1.863e-01 -1.749 0.08041 .
artist.termsbluegrass -3.619e-01 1.904e-01 -1.901 0.05743 .
artist.termsblues -3.073e-01 1.863e-01 -1.650 0.09921 .
artist.termsblues-rock -3.442e-01 1.819e-01 -1.893 0.05854 .
artist.termsboogaloo -1.367e-02 2.578e-01 -0.053 0.95773
artist.termsbossa nova -4.690e-01 2.028e-01 -2.313 0.02082 *
artist.termsbrazilian jazz -4.427e-01 1.999e-01 -2.214 0.02691 *
artist.termsbrazilian pop music -1.891e-01 2.603e-01 -0.726 0.46762
artist.termsbreakbeat -2.606e-01 1.911e-01 -1.364 0.17282
artist.termsbreakcore -3.988e-01 1.984e-01 -2.011 0.04450 *
artist.termsbrill building pop -3.521e-01 1.861e-01 -1.892 0.05860 .
artist.termsbritish blues -2.120e-01 1.954e-01 -1.085 0.27787
artist.termsbritish invasion -3.547e-01 2.213e-01 -1.603 0.10916
artist.termsbritish pop -4.750e-01 1.932e-01 -2.459 0.01402 *
artist.termsbroken beat -9.844e-02 2.604e-01 -0.378 0.70547
artist.termsbrutal death metal -3.171e-01 2.096e-01 -1.513 0.13051
artist.termscabaret -6.011e-01 1.937e-01 -3.104 0.00194 **
artist.termsccm -4.209e-01 1.832e-01 -2.297 0.02170 *
artist.termsceltic -3.426e-01 1.881e-01 -1.822 0.06868 .
artist.termsceltic fusion -1.000e-01 2.222e-01 -0.450 0.65265
artist.termschamber jazz -3.020e-01 1.936e-01 -1.560 0.11894
artist.termschamber pop -1.926e-01 2.221e-01 -0.867 0.38593
artist.termschanson -4.049e-01 1.834e-01 -2.208 0.02738 *
artist.termscharanga -3.503e-01 2.222e-01 -1.577 0.11504
artist.termschicago blues -3.253e-01 1.902e-01 -1.711 0.08727 .
artist.termschicago soul -3.643e-01 1.868e-01 -1.950 0.05133 .
artist.termschill-out -2.661e-01 1.850e-01 -1.439 0.15035
artist.termschinese music -3.191e-01 1.985e-01 -1.608 0.10810
artist.termschristian hardcore -2.018e-01 2.558e-01 -0.789 0.43033
artist.termschristian metal -8.257e-02 2.218e-01 -0.372 0.70969
artist.termschristian music -5.550e-01 2.030e-01 -2.734 0.00632 **
artist.termschristian rock -4.109e-01 2.031e-01 -2.023 0.04322 *
artist.termsclassic country -4.949e-01 1.894e-01 -2.614 0.00903 **
artist.termsclassic female blues -5.575e-01 2.561e-01 -2.176 0.02964 *
artist.termsclassic rock -1.483e-01 2.224e-01 -0.667 0.50496
artist.termsclose harmony -5.278e-01 2.561e-01 -2.061 0.03943 *
artist.termscomedy -3.075e-01 1.899e-01 -1.619 0.10556
artist.termscool jazz -2.188e-01 2.216e-01 -0.987 0.32356
artist.termscountry -4.022e-01 1.985e-01 -2.026 0.04294 *
artist.termscountry blues -2.978e-01 1.894e-01 -1.572 0.11604
artist.termscountry gospel -4.355e-01 1.872e-01 -2.326 0.02012 *
artist.termscountry rock -3.581e-01 1.827e-01 -1.960 0.05019 .
artist.termscrunk -5.041e-01 2.215e-01 -2.276 0.02298 *
artist.termscumbia -3.475e-01 2.017e-01 -1.723 0.08497 .
artist.termsdance pop -3.553e-01 1.838e-01 -1.933 0.05338 .
artist.termsdance rock -3.387e-01 1.855e-01 -1.826 0.06802 .
artist.termsdance-punk -3.770e-01 2.086e-01 -1.807 0.07086 .
artist.termsdancehall -3.905e-01 2.028e-01 -1.926 0.05425 .
artist.termsdark ambient -5.457e-01 2.072e-01 -2.633 0.00853 **
artist.termsdark wave -1.474e-01 2.088e-01 -0.706 0.48049
artist.termsdeath core -2.018e-01 1.958e-01 -1.031 0.30271
artist.termsdeath metal -1.844e-01 1.958e-01 -0.942 0.34643
artist.termsdeep house -4.397e-01 1.983e-01 -2.218 0.02667 *
artist.termsdelta blues -4.760e-01 1.855e-01 -2.565 0.01038 *
artist.termsdirty south rap -3.141e-01 1.891e-01 -1.661 0.09691 .
artist.termsdisco -3.149e-01 1.877e-01 -1.677 0.09362 .
artist.termsdisco house -4.126e-01 2.221e-01 -1.858 0.06329 .
artist.termsdoo-wop -3.951e-01 1.881e-01 -2.101 0.03580 *
artist.termsdoom metal -2.572e-01 2.005e-01 -1.283 0.19978
artist.termsdowntempo -4.495e-01 1.984e-01 -2.266 0.02359 *
artist.termsdream pop -4.096e-01 1.981e-01 -2.067 0.03883 *
artist.termsdub -2.840e-01 2.095e-01 -1.356 0.17537
artist.termsdubstep -1.359e-01 1.909e-01 -0.712 0.47661
artist.termsearly music -2.073e-01 2.219e-01 -0.934 0.35033
artist.termseasy listening -4.108e-01 1.853e-01 -2.217 0.02672 *
artist.termselectric blues -4.489e-01 1.956e-01 -2.295 0.02187 *
artist.termselectronic -3.449e-01 2.218e-01 -1.555 0.12006
artist.termselectronica -4.301e-01 1.941e-01 -2.216 0.02682 *
artist.termseurodance -5.153e-01 2.216e-01 -2.326 0.02014 *
artist.termseuropop -1.545e-01 2.040e-01 -0.757 0.44897
artist.termsexperimental pop -1.843e-01 2.561e-01 -0.720 0.47180
artist.termsexperimental rock -2.150e-01 1.921e-01 -1.119 0.26321
artist.termsfemale vocalist -2.807e-01 2.028e-01 -1.384 0.16648
artist.termsfilk -4.682e-01 2.094e-01 -2.236 0.02546 *
artist.termsflamenco -3.111e-01 2.024e-01 -1.537 0.12438
artist.termsfolk -1.340e-01 2.080e-01 -0.644 0.51936
artist.termsfolk metal -2.591e-01 1.986e-01 -1.304 0.19233
artist.termsfolk rock -4.164e-01 1.919e-01 -2.170 0.03012 *
artist.termsfolk-pop -3.319e-01 1.852e-01 -1.792 0.07325 .
artist.termsfreakbeat -1.752e-01 2.086e-01 -0.840 0.40101
artist.termsfree improvisation -3.978e-01 2.217e-01 -1.794 0.07301 .
artist.termsfree jazz -3.260e-01 1.875e-01 -1.739 0.08221 .
artist.termsfree music -4.194e-01 2.217e-01 -1.891 0.05875 .
artist.termsfreestyle -3.884e-01 2.022e-01 -1.921 0.05485 .
artist.termsfunk -3.865e-01 1.929e-01 -2.004 0.04526 *
artist.termsfunk metal -4.061e-01 2.218e-01 -1.831 0.06718 .
artist.termsfunk rock -3.941e-01 2.218e-01 -1.777 0.07575 .
artist.termsfuture jazz -3.627e-01 1.896e-01 -1.913 0.05584 .
artist.termsgabba -3.762e-01 2.217e-01 -1.697 0.08986 .
artist.termsgangster rap -4.029e-01 1.910e-01 -2.110 0.03500 *
artist.termsgarage rock -2.519e-01 2.092e-01 -1.204 0.22865
artist.termsgerman pop -4.813e-01 2.092e-01 -2.301 0.02150 *
artist.termsglam metal -2.440e-01 2.091e-01 -1.167 0.24333
artist.termsglam rock -4.096e-01 1.882e-01 -2.176 0.02967 *
artist.termsgospel -4.765e-01 1.961e-01 -2.429 0.01521 *
artist.termsgothic metal -2.288e-01 2.218e-01 -1.031 0.30256
artist.termsgrime -1.893e-01 2.019e-01 -0.937 0.34869
artist.termsgrindcore -3.324e-01 2.220e-01 -1.497 0.13458
artist.termsgroove metal -2.384e-01 2.091e-01 -1.140 0.25444
artist.termsgrunge -2.255e-01 1.871e-01 -1.205 0.22844
artist.termshappy hardcore -4.298e-01 2.092e-01 -2.054 0.04008 *
artist.termshard bop -4.618e-01 1.937e-01 -2.384 0.01724 *
artist.termshard house -3.289e-01 2.026e-01 -1.624 0.10458
artist.termshard rock -4.194e-01 1.883e-01 -2.226 0.02610 *
artist.termshard trance -5.418e-01 1.960e-01 -2.764 0.00576 **
artist.termshardcore hip hop -3.349e-01 2.214e-01 -1.513 0.13054
artist.termshardcore metal -2.153e-01 2.221e-01 -0.969 0.33251
artist.termshardcore punk -2.721e-01 1.838e-01 -1.481 0.13888
artist.termsharmonica blues -3.952e-01 2.026e-01 -1.950 0.05128 .
artist.termsheartland rock -4.475e-01 1.924e-01 -2.326 0.02012 *
artist.termsheavy metal -2.921e-01 1.861e-01 -1.569 0.11674
artist.termship hop -2.761e-01 1.830e-01 -1.509 0.13146
artist.termshonky tonk -3.844e-01 1.913e-01 -2.009 0.04466 *
artist.termshorror punk -3.986e-01 2.561e-01 -1.557 0.11975
artist.termshyphy -5.753e-01 2.223e-01 -2.587 0.00974 **
artist.termsindie pop -3.704e-01 2.558e-01 -1.448 0.14769
artist.termsindie rock -1.839e-01 1.887e-01 -0.975 0.32992
artist.termsindustrial metal -2.612e-01 1.939e-01 -1.347 0.17799
artist.termsindustrial rock -3.035e-01 2.220e-01 -1.368 0.17160
artist.termsinstrumental pop -5.722e-01 1.932e-01 -2.962 0.00309 **
artist.termsinstrumental rock -2.300e-01 1.921e-01 -1.197 0.23133
artist.termsirish folk -2.723e-01 1.870e-01 -1.456 0.14559
artist.termsisland music -6.676e-01 2.563e-01 -2.605 0.00926 **
artist.termsitalian disco -1.808e-01 2.564e-01 -0.705 0.48080
artist.termsj pop -5.993e-01 2.555e-01 -2.346 0.01908 *
artist.termsjazz -2.695e-01 1.970e-01 -1.368 0.17148
artist.termsjazz blues -5.863e-01 2.219e-01 -2.642 0.00831 **
artist.termsjazz funk -3.294e-01 1.842e-01 -1.788 0.07393 .
artist.termsjazz fusion -3.387e-01 1.871e-01 -1.810 0.07040 .
artist.termsjazz rap -1.774e-01 2.559e-01 -0.693 0.48827
artist.termsjug band -4.928e-01 2.562e-01 -1.923 0.05460 .
artist.termsjump blues -4.320e-01 1.957e-01 -2.207 0.02740 *
artist.termsjungle music -3.117e-01 2.020e-01 -1.543 0.12292
artist.termslatin jazz -3.870e-01 1.830e-01 -2.115 0.03455 *
artist.termslatin pop -4.491e-01 2.213e-01 -2.029 0.04256 *
artist.termslos angeles -3.418e-01 2.087e-01 -1.637 0.10173
artist.termslouisiana blues -3.322e-01 2.091e-01 -1.589 0.11231
artist.termslovers rock -3.867e-01 1.885e-01 -2.051 0.04037 *
artist.termslullaby -3.186e-01 2.223e-01 -1.433 0.15205
artist.termsmale vocalist -5.535e-01 2.562e-01 -2.160 0.03091 *
artist.termsmambo -4.293e-01 2.098e-01 -2.046 0.04087 *
artist.termsmath rock -3.615e-01 2.225e-01 -1.625 0.10436
artist.termsmath-core -1.868e-01 1.988e-01 -0.940 0.34728
artist.termsmeditation -3.610e-01 1.863e-01 -1.937 0.05286 .
artist.termsmelodic hardcore -2.700e-01 1.941e-01 -1.391 0.16431
artist.termsmerengue -2.578e-01 2.223e-01 -1.160 0.24630
artist.termsmerseybeat -2.666e-01 2.564e-01 -1.040 0.29864
artist.termsmodern rock -3.185e-01 1.860e-01 -1.713 0.08693 .
artist.termsmotown -1.679e-01 2.026e-01 -0.829 0.40738
artist.termsneo soul -1.997e-01 1.941e-01 -1.029 0.30376
artist.termsneo-progressive -6.773e-01 2.555e-01 -2.651 0.00809 **
artist.termsneofolk -6.058e-01 2.559e-01 -2.367 0.01801 *
artist.termsnew age -4.813e-01 1.897e-01 -2.537 0.01125 *
artist.termsnew beat -5.073e-01 2.618e-01 -1.938 0.05279 .
artist.termsnew jack swing -1.680e-01 2.026e-01 -0.829 0.40694
artist.termsnew orleans blues -3.199e-01 2.220e-01 -1.441 0.14972
artist.termsnew romantic -4.907e-01 1.981e-01 -2.477 0.01333 *
artist.termsnew wave -2.209e-01 1.954e-01 -1.130 0.25843
artist.termsno wave -3.564e-01 2.101e-01 -1.697 0.08991 .
artist.termsnoise rock -1.744e-01 2.031e-01 -0.859 0.39054
artist.termsnorthern soul -2.178e-01 1.959e-01 -1.112 0.26619
artist.termsnu jazz -3.065e-01 2.221e-01 -1.380 0.16784
artist.termsoi -3.792e-01 1.981e-01 -1.914 0.05576 .
artist.termsopera -3.824e-01 2.559e-01 -1.494 0.13526
artist.termsorchestra -4.192e-01 2.089e-01 -2.006 0.04495 *
artist.termsparody -4.026e-01 1.940e-01 -2.076 0.03806 *
artist.termspiano blues -3.609e-01 1.912e-01 -1.887 0.05926 .
artist.termspiano rock -2.769e-01 2.094e-01 -1.322 0.18630
artist.termspiedmont blues -3.534e-01 2.096e-01 -1.686 0.09189 .
artist.termspinoy rock -3.291e-01 2.595e-01 -1.268 0.20501
artist.termspolka -3.953e-01 2.146e-01 -1.842 0.06557 .
artist.termspop folk -7.024e-01 2.559e-01 -2.745 0.00611 **
artist.termspop punk -1.731e-01 1.939e-01 -0.893 0.37215
artist.termspop rap -4.484e-01 1.880e-01 -2.385 0.01719 *
artist.termspop rock -2.572e-01 1.844e-01 -1.395 0.16324
artist.termspost-grunge -2.951e-01 1.838e-01 -1.606 0.10850
artist.termspost-hardcore -2.896e-01 1.877e-01 -1.543 0.12302
artist.termspower pop -3.195e-01 1.833e-01 -1.743 0.08156 .
artist.termsprogressive bluegrass -4.355e-01 2.218e-01 -1.964 0.04973 *
artist.termsprogressive house -3.837e-01 1.869e-01 -2.053 0.04017 *
artist.termsprogressive metal -2.254e-01 2.563e-01 -0.879 0.37938
artist.termsprogressive rock -1.656e-01 1.938e-01 -0.855 0.39284
artist.termsprogressive trance -4.499e-01 2.012e-01 -2.236 0.02546 *
artist.termspsychedelic rock -2.354e-01 2.554e-01 -0.922 0.35686
artist.termspsychobilly -5.480e-01 2.555e-01 -2.145 0.03208 *
artist.termspunk -2.296e-01 2.562e-01 -0.896 0.37016
artist.termspunk blues -1.323e-01 2.559e-01 -0.517 0.60525
artist.termsqueercore -1.394e-01 2.562e-01 -0.544 0.58642
artist.termsquiet storm -2.198e-01 2.120e-01 -1.037 0.30002
artist.termsr&b -5.278e-01 2.092e-01 -2.523 0.01173 *
artist.termsragtime -3.077e-01 2.223e-01 -1.384 0.16657
artist.termsrap -2.409e-01 1.938e-01 -1.243 0.21393
artist.termsrap metal -2.447e-01 1.925e-01 -1.271 0.20395
artist.termsrapcore -2.129e-01 2.027e-01 -1.050 0.29374
artist.termsrare groove 1.478e-02 2.559e-01 0.058 0.95396
artist.termsreggae -3.646e-01 1.896e-01 -1.923 0.05457 .
artist.termsreggaeton -3.310e-01 1.926e-01 -1.719 0.08576 .
artist.termsreligious music -4.600e-01 2.090e-01 -2.201 0.02787 *
artist.termsrock -2.605e-01 1.891e-01 -1.378 0.16849
artist.termsrock 'n roll -3.303e-01 1.909e-01 -1.730 0.08371 .
artist.termsrock steady -2.966e-01 1.922e-01 -1.543 0.12298
artist.termsrockabilly -5.237e-01 1.941e-01 -2.699 0.00702 **
artist.termsroots reggae -3.352e-01 1.855e-01 -1.807 0.07088 .
artist.termsroots rock -2.876e-01 1.864e-01 -1.543 0.12305
artist.termsrumba -3.203e-01 2.562e-01 -1.250 0.21135
artist.termssalsa -1.271e-01 1.912e-01 -0.665 0.50611
artist.termssamba -2.789e-01 1.980e-01 -1.409 0.15904
artist.termsscreamo -4.054e-01 2.029e-01 -1.998 0.04588 *
artist.termsshock rock -3.633e-01 1.959e-01 -1.855 0.06374 .
artist.termsshoegaze -1.118e-01 1.957e-01 -0.571 0.56789
artist.termsshow tunes -6.227e-02 2.217e-01 -0.281 0.77884
artist.termssinger-songwriter -3.410e-01 1.872e-01 -1.822 0.06863 .
artist.termsska -3.568e-01 1.980e-01 -1.802 0.07171 .
artist.termsska punk -2.957e-01 1.963e-01 -1.507 0.13199
artist.termssludge metal -1.648e-01 2.021e-01 -0.815 0.41499
artist.termssmooth jazz -4.641e-01 1.868e-01 -2.484 0.01308 *
artist.termssoft rock -2.696e-01 1.910e-01 -1.411 0.15828
artist.termssoukous -4.031e-01 2.087e-01 -1.931 0.05360 .
artist.termssoul blues -4.593e-01 1.959e-01 -2.345 0.01913 *
artist.termssoul jazz -3.043e-01 1.873e-01 -1.625 0.10433
artist.termssoundtrack -5.321e-01 2.559e-01 -2.080 0.03769 *
artist.termssouthern gospel -3.403e-01 1.942e-01 -1.753 0.07979 .
artist.termssouthern rock -2.466e-01 1.917e-01 -1.287 0.19832
artist.termssouthern soul 6.851e-02 2.560e-01 0.268 0.78903
artist.termsspace age pop -4.704e-01 2.560e-01 -1.838 0.06627 .
artist.termsspace music 8.545e-02 2.221e-01 0.385 0.70043
artist.termsspeedcore -3.692e-01 2.117e-01 -1.744 0.08139 .
artist.termsstoner metal -2.318e-01 2.029e-01 -1.142 0.25350
artist.termsstoner rock -2.373e-01 2.094e-01 -1.133 0.25719
artist.termsstraight edge -1.819e-01 1.955e-01 -0.931 0.35206
artist.termssympho black metal -1.723e-01 1.942e-01 -0.887 0.37529
artist.termstango -4.353e-01 1.955e-01 -2.226 0.02611 *
artist.termstech house -3.908e-01 1.876e-01 -2.083 0.03741 *
artist.termstechno -1.555e-01 1.899e-01 -0.819 0.41299
artist.termsteen pop -3.649e-01 1.960e-01 -1.861 0.06283 .
artist.termstejano -5.077e-01 1.876e-01 -2.707 0.00686 **
artist.termstexas blues -3.067e-01 1.861e-01 -1.647 0.09963 .
artist.termstribal house -2.652e-01 2.218e-01 -1.196 0.23194
artist.termstrip hop -3.028e-01 1.886e-01 -1.606 0.10847
artist.termsturnablism -2.550e-01 2.029e-01 -1.257 0.20895
artist.termstwee pop -2.892e-01 1.909e-01 -1.515 0.13001
artist.termsuk garage -4.788e-01 2.027e-01 -2.362 0.01827 *
artist.termsurban folk -4.406e-01 2.028e-01 -2.173 0.02991 *
artist.termsvaudeville -3.772e-01 1.952e-01 -1.932 0.05347 .
artist.termsviking metal -1.391e-01 1.935e-01 -0.719 0.47227
artist.termsvocal house -3.210e-01 2.022e-01 -1.587 0.11257
artist.termsvocal jazz -3.732e-01 2.026e-01 -1.842 0.06559 .
artist.termswestern swing -3.402e-01 1.860e-01 -1.829 0.06757 .
artist.termsworld beat -4.875e-01 2.218e-01 -2.197 0.02811 *
artist.termszouk -2.399e-01 2.218e-01 -1.082 0.27940
artist.termszydeco -3.639e-01 1.890e-01 -1.926 0.05427 .
continentAsia -5.522e-02 5.771e-02 -0.957 0.33882
continentEurope -2.039e-02 8.686e-02 -0.235 0.81442
continentNoAM -9.431e-02 6.123e-02 -1.540 0.12366
continentOther 6.049e-02 6.735e-02 0.898 0.36924
continentSoAM -3.233e-02 6.912e-02 -0.468 0.64000
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1805 on 1931 degrees of freedom
Multiple R-squared: 0.5095, Adjusted R-squared: 0.4389
F-statistic: 7.214 on 278 and 1931 DF, p-value: < 2.2e-16
Trying what I think is best
<- lm (song.hotttnesss ~ artist.familiarity * song.year + artist.hotttnesss * song.year + continent, data = musicNotMissingLoc)summary (modPersonal)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity * song.year +
artist.hotttnesss * song.year + continent, data = musicNotMissingLoc)
Residuals:
Min 1Q Median 3Q Max
-0.60084 -0.14806 0.01957 0.13603 0.70609
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -2.065e-01 4.673e-02 -4.420 1.04e-05 ***
artist.familiarity 5.701e-01 6.615e-02 8.619 < 2e-16 ***
song.year 1.174e-05 1.954e-05 0.601 0.54795
artist.hotttnesss 2.287e-01 8.386e-02 2.727 0.00643 **
continentAsia 3.695e-02 4.072e-02 0.907 0.36430
continentEurope 9.346e-02 6.995e-02 1.336 0.18165
continentNoAM 2.676e-02 4.003e-02 0.668 0.50396
continentOther -7.186e-03 4.969e-02 -0.145 0.88503
continentSoAM 9.913e-03 4.870e-02 0.204 0.83871
artist.familiarity:song.year 7.586e-06 5.001e-05 0.152 0.87944
song.year:artist.hotttnesss 1.276e-04 6.224e-05 2.050 0.04044 *
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1906 on 2199 degrees of freedom
Multiple R-squared: 0.3775, Adjusted R-squared: 0.3747
F-statistic: 133.3 on 10 and 2199 DF, p-value: < 2.2e-16
<- lm (song.hotttnesss ~ artist.familiarity * song.year + artist.hotttnesss * song.year, data = musicNotMissingYear)summary (modPersonal2)
Call:
lm(formula = song.hotttnesss ~ artist.familiarity * song.year +
artist.hotttnesss * song.year, data = musicNotMissingYear)
Residuals:
Min 1Q Median 3Q Max
-0.65308 -0.10572 0.02468 0.12728 0.60071
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -4.014049 3.510747 -1.143 0.2530
artist.familiarity 17.158700 9.325501 1.840 0.0659 .
song.year 0.001949 0.001756 1.110 0.2670
artist.hotttnesss -16.579674 10.323630 -1.606 0.1084
artist.familiarity:song.year -0.008268 0.004661 -1.774 0.0762 .
song.year:artist.hotttnesss 0.008475 0.005160 1.642 0.1006
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1874 on 3058 degrees of freedom
Multiple R-squared: 0.2917, Adjusted R-squared: 0.2906
F-statistic: 251.9 on 5 and 3058 DF, p-value: < 2.2e-16
Using STEP AIC
<- stepAIC (modFull, direction = "both" )
Start: AIC=-18708.03
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.terms_freq + artist.terms
Df Sum of Sq RSS AIC
<none> 177.93 -18708
- artist.terms_freq 1 0.107 178.04 -18707
- artist.hotttnesss 1 4.009 181.94 -18584
- artist.terms 401 32.424 210.35 -18565
- artist.familiarity 1 5.055 182.98 -18552
- song.year 1 15.959 193.89 -18225
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.terms_freq + artist.terms, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.66115 -0.11810 0.01084 0.12242 0.68079
Coefficients:
Estimate Std. Error
(Intercept) 2.241e-01 1.974e-01
artist.familiarity 3.932e-01 3.222e-02
artist.hotttnesss 4.024e-01 3.703e-02
song.year 6.134e-05 2.830e-06
artist.terms_freq -1.251e-01 7.032e-02
artist.termsafrobeat -1.666e-01 2.020e-01
artist.termsall-female 1.345e-01 2.258e-01
artist.termsalternative -2.192e-01 2.020e-01
artist.termsalternative country 5.498e-02 2.257e-01
artist.termsalternative dance -2.254e-01 1.876e-01
artist.termsalternative hip hop -2.763e-01 1.972e-01
artist.termsalternative metal -1.565e-01 1.860e-01
artist.termsalternative rap -1.075e-01 2.607e-01
artist.termsalternative rock -2.511e-01 1.886e-01
artist.termsambient black metal -4.498e-01 2.609e-01
artist.termsamericana -2.438e-01 2.259e-01
artist.termsarabesque -3.361e-01 2.061e-01
artist.termsart rock -6.133e-02 1.901e-01
artist.termsavantgarde metal -4.792e-01 2.608e-01
artist.termsbachata -2.813e-01 1.991e-01
artist.termsballad -2.847e-01 1.876e-01
artist.termsballet 1.706e-02 2.607e-01
artist.termsbanda -3.570e-02 2.613e-01
artist.termsbass music -2.920e-01 1.920e-01
artist.termsbatucada -5.354e-02 2.609e-01
artist.termsbeat -2.154e-01 2.130e-01
artist.termsbebop -2.967e-01 2.020e-01
artist.termsbel canto -9.538e-02 2.258e-01
artist.termsbhangra -2.988e-01 1.897e-01
artist.termsbig band -1.515e-01 2.617e-01
artist.termsbig beat -1.033e-01 1.894e-01
artist.termsblack metal -1.247e-01 1.873e-01
artist.termsblackened death metal -9.986e-02 2.128e-01
artist.termsblue-eyed soul -2.104e-01 1.880e-01
artist.termsbluegrass -2.215e-01 1.870e-01
artist.termsblues -2.748e-01 1.870e-01
artist.termsblues-rock -1.851e-01 1.847e-01
artist.termsboogaloo 7.769e-02 2.611e-01
artist.termsbossa nova -3.637e-01 1.925e-01
artist.termsbrazil -3.847e-01 2.258e-01
artist.termsbrazilian jazz -2.068e-01 1.918e-01
artist.termsbrazilian pop music -2.063e-01 1.886e-01
artist.termsbreakbeat -1.443e-01 1.889e-01
artist.termsbreakcore -2.390e-01 1.925e-01
artist.termsbrill building pop -2.685e-01 1.881e-01
artist.termsbritish blues -1.040e-01 1.991e-01
artist.termsbritish invasion -2.634e-01 2.061e-01
artist.termsbritish pop -1.991e-01 1.875e-01
artist.termsbroken beat -2.315e-01 2.128e-01
artist.termsbrutal death metal -2.061e-01 2.129e-01
artist.termsbulerias -4.233e-01 2.258e-01
artist.termscabaret -4.453e-01 1.919e-01
artist.termscalypso -3.929e-01 2.259e-01
artist.termscanadian -1.783e-01 2.260e-01
artist.termscantonese pop -1.534e-01 2.129e-01
artist.termsccm -3.009e-01 1.848e-01
artist.termsceltic -2.580e-01 1.891e-01
artist.termsceltic fusion 3.009e-02 2.258e-01
artist.termsceltic punk -1.192e-01 1.992e-01
artist.termsceltic rock -1.499e-01 1.955e-01
artist.termschamber jazz -2.845e-01 1.869e-01
artist.termschamber pop -1.682e-01 2.019e-01
artist.termschanson -2.707e-01 1.853e-01
artist.termschanson francaise -2.216e-01 2.130e-01
artist.termscharanga -3.402e-01 1.933e-01
artist.termschicago blues -2.421e-01 1.913e-01
artist.termschicago house -4.065e-01 2.607e-01
artist.termschicago soul -2.930e-01 1.881e-01
artist.termschill-out -2.387e-01 1.859e-01
artist.termschinese music -2.142e-01 1.913e-01
artist.termschoro -2.177e-01 2.130e-01
artist.termschorus -4.712e-01 2.607e-01
artist.termschristian hardcore -1.838e-01 2.259e-01
artist.termschristian metal -1.397e-01 2.061e-01
artist.termschristian music -4.493e-01 2.061e-01
artist.termschristian rock -1.722e-01 1.955e-01
artist.termsclassic country -3.988e-01 1.925e-01
artist.termsclassic female blues -4.535e-01 2.607e-01
artist.termsclassic rock -1.510e-01 1.991e-01
artist.termsclassical -4.063e-01 2.607e-01
artist.termsclose harmony -4.439e-01 2.609e-01
artist.termsclub -1.960e-01 2.608e-01
artist.termscomedy -2.563e-01 1.874e-01
artist.termscomedy rap -3.709e-03 2.130e-01
artist.termscomedy rock -2.302e-01 2.128e-01
artist.termscongo -3.435e-02 2.061e-01
artist.termscool jazz -3.051e-01 1.992e-01
artist.termscountry -2.511e-01 1.876e-01
artist.termscountry blues -1.564e-01 1.900e-01
artist.termscountry gospel -2.812e-01 1.869e-01
artist.termscountry music -3.955e-01 2.612e-01
artist.termscountry rock -2.589e-01 1.853e-01
artist.termscrunk -3.417e-01 1.972e-01
artist.termscumbia -2.745e-01 1.880e-01
artist.termsdance pop -2.172e-01 1.855e-01
artist.termsdance rock -2.126e-01 1.865e-01
artist.termsdance-punk -2.524e-01 1.933e-01
artist.termsdancehall -3.947e-01 1.860e-01
artist.termsdark ambient -3.550e-01 2.061e-01
artist.termsdark wave -4.074e-02 2.020e-01
artist.termsdeath core -1.270e-01 1.883e-01
artist.termsdeath metal -1.218e-01 1.925e-01
artist.termsdeathrock -2.092e-01 1.973e-01
artist.termsdeep house -2.354e-01 1.904e-01
artist.termsdelta blues -3.439e-01 1.881e-01
artist.termsdetroit techno -3.864e-01 2.258e-01
artist.termsdigital hardcore -2.218e-01 1.955e-01
artist.termsdirty rap -3.296e-01 1.971e-01
artist.termsdirty south rap -2.342e-01 1.896e-01
artist.termsdisco -2.630e-01 1.877e-01
artist.termsdisco house -3.143e-01 2.258e-01
artist.termsdoo-wop -2.978e-01 1.908e-01
artist.termsdoom metal -1.331e-01 1.933e-01
artist.termsdowntempo -2.373e-01 1.891e-01
artist.termsdream pop -2.138e-01 1.970e-01
artist.termsdub -1.468e-01 1.918e-01
artist.termsdubstep -1.716e-01 1.880e-01
artist.termsdubtronica -1.819e-01 2.611e-01
artist.termsearly music -9.037e-02 2.129e-01
artist.termseast coast hip hop -7.347e-02 2.606e-01
artist.termseasy listening -2.631e-01 1.872e-01
artist.termselectric blues -3.602e-01 1.991e-01
artist.termselectro -3.680e-01 2.019e-01
artist.termselectro rock -1.310e-01 2.258e-01
artist.termselectroclash -1.677e-01 2.607e-01
artist.termselectronic -1.631e-01 1.919e-01
artist.termselectronica -2.319e-01 1.918e-01
artist.termselectropop -4.974e-02 2.607e-01
artist.termsemo -2.575e-01 1.933e-01
artist.termsethnic -1.408e-01 2.262e-01
artist.termseurodance -2.170e-01 1.955e-01
artist.termseuropop -1.242e-01 1.895e-01
artist.termsexotica -1.819e-02 2.062e-01
artist.termsexperimental pop -1.332e-01 1.934e-01
artist.termsexperimental rock -1.353e-01 1.875e-01
artist.termsfemale vocalist -1.881e-01 2.060e-01
artist.termsfilk -3.728e-01 2.128e-01
artist.termsflamenco -2.154e-01 1.879e-01
artist.termsfolk -1.689e-01 1.955e-01
artist.termsfolk metal -1.469e-01 1.933e-01
artist.termsfolk punk -1.266e-02 2.607e-01
artist.termsfolk rock -2.674e-01 1.868e-01
artist.termsfolk-pop -2.113e-01 1.865e-01
artist.termsfolktronica -5.140e-02 2.020e-01
artist.termsfreakbeat -1.400e-01 2.019e-01
artist.termsfree improvisation -2.627e-01 1.956e-01
artist.termsfree jazz -2.069e-01 1.891e-01
artist.termsfree music -3.408e-01 2.021e-01
artist.termsfreestyle -2.884e-01 1.898e-01
artist.termsfrench pop -1.122e-01 1.993e-01
artist.termsfrevo -3.196e-01 2.061e-01
artist.termsfunk -2.506e-01 1.934e-01
artist.termsfunk metal -1.312e-01 1.971e-01
artist.termsfunk rock -1.815e-01 1.991e-01
artist.termsfunky house 1.345e-01 2.607e-01
artist.termsfunny -1.630e-01 2.613e-01
artist.termsfusion -3.338e-01 2.607e-01
artist.termsfuture jazz -2.990e-01 1.891e-01
artist.termsgabba -2.252e-01 1.918e-01
artist.termsgaita -2.808e-01 1.919e-01
artist.termsgangster rap -2.489e-01 1.855e-01
artist.termsgarage rock -1.449e-01 1.912e-01
artist.termsgerman -4.570e-01 2.607e-01
artist.termsgerman pop -2.558e-01 1.943e-01
artist.termsghetto tech -2.743e-01 1.972e-01
artist.termsglam -2.775e-01 2.610e-01
artist.termsglam metal -1.072e-01 1.914e-01
artist.termsglam rock -3.119e-01 1.885e-01
artist.termsglitch -2.699e-01 1.992e-01
artist.termsgoregrind -6.600e-02 1.991e-01
artist.termsgospel -3.083e-01 1.904e-01
artist.termsgothic metal -1.254e-01 2.257e-01
artist.termsgothic rock -1.807e-01 2.262e-01
artist.termsgreek -9.053e-02 2.130e-01
artist.termsgrime -9.270e-02 1.943e-01
artist.termsgrindcore -2.650e-01 1.913e-01
artist.termsgroove metal -1.251e-01 1.991e-01
artist.termsgrunge -8.121e-02 1.871e-01
artist.termsguitarist -6.663e-02 2.700e-01
artist.termsgypsy jazz -1.781e-01 1.991e-01
artist.termshappy hardcore -2.414e-01 1.919e-01
artist.termshard bop -2.539e-01 1.913e-01
artist.termshard house -2.526e-01 1.897e-01
artist.termshard rock -2.024e-01 1.866e-01
artist.termshard trance -3.212e-01 1.904e-01
artist.termshardcore hip hop -2.021e-01 2.129e-01
artist.termshardcore metal -1.402e-01 2.260e-01
artist.termshardcore punk -1.569e-01 1.858e-01
artist.termshardcore techno 2.170e-02 2.061e-01
artist.termshardstyle -1.226e-01 2.062e-01
artist.termsharmonica blues -3.019e-01 2.060e-01
artist.termsheartland rock -2.849e-01 1.885e-01
artist.termsheavy metal -1.802e-01 1.857e-01
artist.termship hop -2.179e-01 1.848e-01
artist.termship house -3.433e-01 1.991e-01
artist.termshonky tonk -2.857e-01 1.874e-01
artist.termshorror punk -2.017e-01 1.944e-01
artist.termshumppa -1.615e-01 1.971e-01
artist.termshyphy -4.693e-01 2.260e-01
artist.termsillbient -1.116e-01 1.934e-01
artist.termsindie -4.111e-01 2.607e-01
artist.termsindie pop -1.352e-02 2.128e-01
artist.termsindie rock -1.198e-01 1.874e-01
artist.termsindietronica -1.776e-01 1.956e-01
artist.termsindustrial dance -6.650e-02 2.260e-01
artist.termsindustrial metal -1.523e-01 1.933e-01
artist.termsindustrial rock 3.317e-03 1.992e-01
artist.termsinstrumental pop -2.690e-01 1.889e-01
artist.termsinstrumental rock -1.651e-01 1.903e-01
artist.termsirish -2.576e-01 2.608e-01
artist.termsirish folk -1.827e-01 1.869e-01
artist.termsisland music -6.066e-01 2.606e-01
artist.termsitalian disco -9.495e-02 2.609e-01
artist.termsj pop -3.250e-01 2.259e-01
artist.termsjam band 3.902e-02 2.257e-01
artist.termsjangle pop -1.611e-01 1.991e-01
artist.termsjapanese 1.012e-01 2.259e-01
artist.termsjazz -2.605e-01 1.925e-01
artist.termsjazz blues -4.840e-01 2.258e-01
artist.termsjazz funk -2.200e-01 1.860e-01
artist.termsjazz fusion -2.208e-01 1.889e-01
artist.termsjazz rap -9.553e-02 1.925e-01
artist.termsjug band -2.563e-01 2.258e-01
artist.termsjump blues -2.711e-01 1.919e-01
artist.termsjungle music -2.787e-01 1.908e-01
artist.termskizomba -1.147e-01 2.607e-01
artist.termsklezmer -5.486e-02 2.258e-01
artist.termskraut rock -2.952e-01 1.973e-01
artist.termslatin -3.229e-02 2.019e-01
artist.termslatin jazz -2.722e-01 1.854e-01
artist.termslatin pop -2.282e-01 1.919e-01
artist.termslo-fi -1.950e-01 2.608e-01
artist.termslos angeles -2.399e-01 1.926e-01
artist.termslouisiana blues -2.401e-01 2.128e-01
artist.termslounge music 2.373e-01 2.608e-01
artist.termslovers rock -2.675e-01 1.870e-01
artist.termslullaby -3.457e-01 1.908e-01
artist.termsmale vocalist -2.610e-01 1.971e-01
artist.termsmambo -3.574e-01 2.129e-01
artist.termsmanouche -5.018e-01 2.610e-01
artist.termsmariachi -4.541e-01 2.061e-01
artist.termsmarimba -2.537e-03 2.608e-01
artist.termsmarrabenta -3.295e-01 2.260e-01
artist.termsmath rock -1.955e-01 2.021e-01
artist.termsmath-core -1.829e-01 1.943e-01
artist.termsmeditation -2.231e-01 1.870e-01
artist.termsmelbourne -3.178e-01 2.062e-01
artist.termsmelodic death metal -5.584e-01 2.257e-01
artist.termsmelodic hardcore -1.965e-01 1.908e-01
artist.termsmelodic metalcore -8.055e-02 2.608e-01
artist.termsmerengue -1.943e-01 1.971e-01
artist.termsmerseybeat -1.512e-01 2.609e-01
artist.termsmexico -2.537e-01 2.130e-01
artist.termsmiami bass -2.686e-01 1.991e-01
artist.termsmodern rock -2.251e-01 1.887e-01
artist.termsmotown -1.501e-01 1.933e-01
artist.termsmusette -1.844e-01 2.020e-01
artist.termsmusica 2.703e-03 2.607e-01
artist.termsneo soul -1.566e-01 1.913e-01
artist.termsneo-progressive -3.471e-01 2.060e-01
artist.termsneoclassical -3.629e-02 2.257e-01
artist.termsneofolk -3.041e-01 2.019e-01
artist.termsneue deutsche welle -4.351e-01 2.131e-01
artist.termsnew age -3.931e-01 1.934e-01
artist.termsnew beat -2.942e-01 1.971e-01
artist.termsnew jack swing -1.459e-01 1.971e-01
artist.termsnew orleans blues -2.232e-01 2.258e-01
artist.termsnew orleans jazz -1.644e-01 2.258e-01
artist.termsnew romantic -4.513e-01 1.994e-01
artist.termsnew wave -2.336e-01 1.888e-01
artist.termsno wave -1.584e-01 2.020e-01
artist.termsnoise pop 2.773e-02 2.258e-01
artist.termsnoise rock -1.618e-01 1.943e-01
artist.termsnorthern soul -1.254e-01 1.991e-01
artist.termsnu jazz -2.101e-01 1.943e-01
artist.termsnu metal -3.677e-02 1.943e-01
artist.termsnu-soul -4.796e-01 2.608e-01
artist.termsoi -1.986e-01 1.888e-01
artist.termsoldies -2.899e-01 2.257e-01
artist.termsopera -1.912e-01 2.061e-01
artist.termsorchestra -3.122e-01 1.904e-01
artist.termsoutlaw country -2.262e-01 2.259e-01
artist.termsparody -2.056e-01 1.908e-01
artist.termspatriotic -1.861e-01 1.956e-01
artist.termspeace punk 6.392e-02 2.130e-01
artist.termspiano blues -2.872e-01 1.913e-01
artist.termspiano rock -2.445e-01 1.946e-01
artist.termspiedmont blues -3.541e-01 1.991e-01
artist.termspinoy rock -2.008e-01 2.607e-01
artist.termspolka -3.244e-01 2.128e-01
artist.termspop -9.007e-02 1.918e-01
artist.termspop folk -4.084e-01 1.955e-01
artist.termspop punk -1.040e-01 1.883e-01
artist.termspop rap -2.737e-01 1.867e-01
artist.termspop rock -1.819e-01 1.855e-01
artist.termspost rock -1.563e-01 2.128e-01
artist.termspost-grunge -1.725e-01 1.851e-01
artist.termspost-hardcore -1.331e-01 1.860e-01
artist.termspower electronics -2.653e-02 2.257e-01
artist.termspower metal -8.331e-02 1.955e-01
artist.termspower pop -1.978e-01 1.856e-01
artist.termsprogressive bluegrass -3.481e-01 2.257e-01
artist.termsprogressive house -2.270e-01 1.860e-01
artist.termsprogressive metal -1.264e-01 1.970e-01
artist.termsprogressive rock -8.662e-02 1.955e-01
artist.termsprogressive trance -3.780e-01 1.970e-01
artist.termsprotopunk -4.273e-01 2.259e-01
artist.termspsychedelic rock -1.476e-01 2.607e-01
artist.termspsychobilly -2.374e-01 2.062e-01
artist.termspunk -1.628e-01 1.913e-01
artist.termspunk blues -4.953e-02 2.607e-01
artist.termsqueercore -8.134e-02 2.610e-01
artist.termsquiet storm -2.493e-01 2.019e-01
artist.termsr&b -2.938e-01 1.920e-01
artist.termsragtime -2.477e-01 1.991e-01
artist.termsranchera -2.473e-01 1.971e-01
artist.termsrap -1.962e-01 1.885e-01
artist.termsrap metal -1.218e-01 1.914e-01
artist.termsrap rock -1.142e-02 1.943e-01
artist.termsrapcore -2.446e-01 1.956e-01
artist.termsrare groove 1.006e-01 2.608e-01
artist.termsreggae -3.202e-01 1.878e-01
artist.termsreggaeton -1.800e-01 1.894e-01
artist.termsreligious music -3.055e-01 1.934e-01
artist.termsrequiem -7.064e-04 2.021e-01
artist.termsrock -1.689e-01 1.862e-01
artist.termsrock 'n roll -2.677e-01 1.894e-01
artist.termsrock steady -2.350e-01 1.955e-01
artist.termsrockabilly -3.895e-01 1.925e-01
artist.termsroots reggae -2.807e-01 1.857e-01
artist.termsroots rock -2.101e-01 1.878e-01
artist.termsrumba -2.966e-01 1.908e-01
artist.termsRussian Easter Festival_ Overture_ Op.36 2.801e+05 1.575e+05
artist.termssalsa -1.845e-01 1.863e-01
artist.termssamba -1.779e-01 1.900e-01
artist.termsscreamo -2.276e-01 1.918e-01
artist.termsserialism -3.424e-01 2.259e-01
artist.termsshock rock -2.324e-01 1.933e-01
artist.termsshoegaze -5.682e-02 1.970e-01
artist.termsshow tunes -3.768e-03 2.259e-01
artist.termssinger-songwriter -2.580e-01 1.876e-01
artist.termsska -2.478e-01 1.933e-01
artist.termsska punk -2.000e-01 1.880e-01
artist.termsskate punk -1.837e-01 2.258e-01
artist.termsslack key guitar -2.503e-01 2.609e-01
artist.termsslow core -1.326e-01 2.607e-01
artist.termssludge metal -5.292e-02 1.908e-01
artist.termssmooth jazz -2.402e-01 1.865e-01
artist.termssoft rock -1.826e-01 1.868e-01
artist.termssoukous -2.985e-01 1.918e-01
artist.termssoul -2.545e-01 2.609e-01
artist.termssoul blues -3.892e-01 1.955e-01
artist.termssoul jazz -2.240e-01 1.891e-01
artist.termssoul music -2.310e-01 2.609e-01
artist.termssoundtrack -2.494e-01 1.881e-01
artist.termssouthern gospel -2.479e-01 1.889e-01
artist.termssouthern rock -2.341e-01 1.889e-01
artist.termssouthern soul 1.648e-01 2.607e-01
artist.termsspace age pop -2.685e-01 1.914e-01
artist.termsspace music 6.293e-02 2.066e-01
artist.termsspace rock 4.088e-02 2.606e-01
artist.termsspeed metal -5.999e-02 2.128e-01
artist.termsspeedcore -3.231e-01 2.061e-01
artist.termsstand-up comedy -1.399e-01 1.937e-01
artist.termsstoner metal -1.375e-01 1.896e-01
artist.termsstoner rock -9.058e-02 1.971e-01
artist.termsstraight edge -1.199e-01 1.955e-01
artist.termssuomi rock -3.782e-01 2.258e-01
artist.termssurf music -1.482e-01 2.608e-01
artist.termsswamp rock -9.695e-02 2.129e-01
artist.termsswedish 1.210e-01 2.131e-01
artist.termsswiss -3.891e-01 2.609e-01
artist.termssympho black metal -3.780e-02 1.908e-01
artist.termssymphonic rock -1.860e-01 2.609e-01
artist.termssymphony -3.504e-01 2.062e-01
artist.termssynth punk -3.836e-01 2.607e-01
artist.termstango -3.581e-01 1.891e-01
artist.termstech house -2.809e-01 1.867e-01
artist.termstechno -5.187e-02 1.912e-01
artist.termsteen pop -2.414e-01 1.919e-01
artist.termstejano -4.001e-01 1.879e-01
artist.termstexas blues -1.986e-01 1.881e-01
artist.termsthrash core -2.525e-01 1.973e-01
artist.termstrance -2.827e-01 1.991e-01
artist.termstribal house -1.905e-01 2.062e-01
artist.termstrip hop -1.773e-01 1.864e-01
artist.termstrip rock -1.986e-01 2.129e-01
artist.termsturnablism -1.885e-01 1.955e-01
artist.termstwee pop -1.560e-01 1.894e-01
artist.termsuk garage -3.461e-01 1.971e-01
artist.termsunderground rap -2.228e-01 2.028e-01
artist.termsurban -1.470e-01 2.129e-01
artist.termsurban folk -3.347e-01 1.956e-01
artist.termsvallenato -1.988e-01 1.955e-01
artist.termsvaudeville -2.770e-01 1.943e-01
artist.termsvideo game music -2.240e-01 2.061e-01
artist.termsviking metal -5.525e-02 1.925e-01
artist.termsvisual kei -1.815e-01 2.258e-01
artist.termsvocal house -2.642e-01 1.991e-01
artist.termsvocal jazz -2.190e-01 1.912e-01
artist.termswestern swing -2.385e-01 1.876e-01
artist.termsworld beat -3.086e-01 1.919e-01
artist.termsworld fusion -3.635e-01 2.607e-01
artist.termszouk -3.489e-01 1.918e-01
artist.termszouklove -2.629e-01 2.606e-01
artist.termszydeco -2.068e-01 1.877e-01
t value Pr(>|t|)
(Intercept) 1.135 0.2564
artist.familiarity 12.201 <2e-16 ***
artist.hotttnesss 10.866 <2e-16 ***
song.year 21.680 <2e-16 ***
artist.terms_freq -1.779 0.0753 .
artist.termsafrobeat -0.825 0.4093
artist.termsall-female 0.596 0.5514
artist.termsalternative -1.085 0.2779
artist.termsalternative country 0.244 0.8076
artist.termsalternative dance -1.202 0.2296
artist.termsalternative hip hop -1.401 0.1611
artist.termsalternative metal -0.842 0.4001
artist.termsalternative rap -0.412 0.6802
artist.termsalternative rock -1.331 0.1832
artist.termsambient black metal -1.724 0.0848 .
artist.termsamericana -1.080 0.2804
artist.termsarabesque -1.631 0.1029
artist.termsart rock -0.323 0.7470
artist.termsavantgarde metal -1.838 0.0662 .
artist.termsbachata -1.413 0.1578
artist.termsballad -1.518 0.1290
artist.termsballet 0.065 0.9478
artist.termsbanda -0.137 0.8913
artist.termsbass music -1.521 0.1284
artist.termsbatucada -0.205 0.8374
artist.termsbeat -1.011 0.3121
artist.termsbebop -1.469 0.1419
artist.termsbel canto -0.422 0.6727
artist.termsbhangra -1.575 0.1152
artist.termsbig band -0.579 0.5627
artist.termsbig beat -0.546 0.5854
artist.termsblack metal -0.666 0.5056
artist.termsblackened death metal -0.469 0.6389
artist.termsblue-eyed soul -1.119 0.2631
artist.termsbluegrass -1.185 0.2362
artist.termsblues -1.470 0.1418
artist.termsblues-rock -1.002 0.3163
artist.termsboogaloo 0.298 0.7661
artist.termsbossa nova -1.889 0.0589 .
artist.termsbrazil -1.704 0.0884 .
artist.termsbrazilian jazz -1.078 0.2810
artist.termsbrazilian pop music -1.094 0.2742
artist.termsbreakbeat -0.764 0.4450
artist.termsbreakcore -1.242 0.2144
artist.termsbrill building pop -1.427 0.1535
artist.termsbritish blues -0.522 0.6015
artist.termsbritish invasion -1.278 0.2013
artist.termsbritish pop -1.062 0.2883
artist.termsbroken beat -1.088 0.2767
artist.termsbrutal death metal -0.968 0.3331
artist.termsbulerias -1.875 0.0609 .
artist.termscabaret -2.321 0.0203 *
artist.termscalypso -1.739 0.0821 .
artist.termscanadian -0.789 0.4301
artist.termscantonese pop -0.721 0.4711
artist.termsccm -1.628 0.1036
artist.termsceltic -1.364 0.1726
artist.termsceltic fusion 0.133 0.8940
artist.termsceltic punk -0.599 0.5494
artist.termsceltic rock -0.767 0.4432
artist.termschamber jazz -1.522 0.1281
artist.termschamber pop -0.833 0.4047
artist.termschanson -1.461 0.1442
artist.termschanson francaise -1.040 0.2982
artist.termscharanga -1.759 0.0786 .
artist.termschicago blues -1.266 0.2057
artist.termschicago house -1.559 0.1190
artist.termschicago soul -1.557 0.1195
artist.termschill-out -1.284 0.1992
artist.termschinese music -1.119 0.2630
artist.termschoro -1.022 0.3068
artist.termschorus -1.808 0.0707 .
artist.termschristian hardcore -0.814 0.4159
artist.termschristian metal -0.678 0.4980
artist.termschristian music -2.180 0.0293 *
artist.termschristian rock -0.881 0.3785
artist.termsclassic country -2.071 0.0384 *
artist.termsclassic female blues -1.740 0.0819 .
artist.termsclassic rock -0.759 0.4481
artist.termsclassical -1.559 0.1191
artist.termsclose harmony -1.702 0.0889 .
artist.termsclub -0.752 0.4523
artist.termscomedy -1.368 0.1714
artist.termscomedy rap -0.017 0.9861
artist.termscomedy rock -1.082 0.2794
artist.termscongo -0.167 0.8676
artist.termscool jazz -1.532 0.1256
artist.termscountry -1.339 0.1808
artist.termscountry blues -0.823 0.4104
artist.termscountry gospel -1.505 0.1324
artist.termscountry music -1.514 0.1300
artist.termscountry rock -1.397 0.1623
artist.termscrunk -1.733 0.0831 .
artist.termscumbia -1.460 0.1444
artist.termsdance pop -1.171 0.2417
artist.termsdance rock -1.140 0.2545
artist.termsdance-punk -1.305 0.1918
artist.termsdancehall -2.122 0.0339 *
artist.termsdark ambient -1.722 0.0851 .
artist.termsdark wave -0.202 0.8402
artist.termsdeath core -0.675 0.5000
artist.termsdeath metal -0.633 0.5268
artist.termsdeathrock -1.061 0.2889
artist.termsdeep house -1.237 0.2163
artist.termsdelta blues -1.828 0.0676 .
artist.termsdetroit techno -1.711 0.0871 .
artist.termsdigital hardcore -1.134 0.2567
artist.termsdirty rap -1.672 0.0945 .
artist.termsdirty south rap -1.235 0.2170
artist.termsdisco -1.401 0.1612
artist.termsdisco house -1.392 0.1640
artist.termsdoo-wop -1.561 0.1186
artist.termsdoom metal -0.688 0.4912
artist.termsdowntempo -1.255 0.2096
artist.termsdream pop -1.085 0.2780
artist.termsdub -0.766 0.4440
artist.termsdubstep -0.913 0.3613
artist.termsdubtronica -0.697 0.4860
artist.termsearly music -0.424 0.6712
artist.termseast coast hip hop -0.282 0.7780
artist.termseasy listening -1.405 0.1600
artist.termselectric blues -1.809 0.0705 .
artist.termselectro -1.823 0.0684 .
artist.termselectro rock -0.580 0.5619
artist.termselectroclash -0.643 0.5201
artist.termselectronic -0.850 0.3952
artist.termselectronica -1.209 0.2269
artist.termselectropop -0.191 0.8487
artist.termsemo -1.332 0.1830
artist.termsethnic -0.623 0.5336
artist.termseurodance -1.110 0.2671
artist.termseuropop -0.655 0.5123
artist.termsexotica -0.088 0.9297
artist.termsexperimental pop -0.688 0.4912
artist.termsexperimental rock -0.721 0.4707
artist.termsfemale vocalist -0.913 0.3612
artist.termsfilk -1.752 0.0799 .
artist.termsflamenco -1.146 0.2518
artist.termsfolk -0.864 0.3875
artist.termsfolk metal -0.760 0.4472
artist.termsfolk punk -0.049 0.9613
artist.termsfolk rock -1.431 0.1524
artist.termsfolk-pop -1.133 0.2574
artist.termsfolktronica -0.254 0.7991
artist.termsfreakbeat -0.693 0.4880
artist.termsfree improvisation -1.343 0.1795
artist.termsfree jazz -1.094 0.2740
artist.termsfree music -1.687 0.0917 .
artist.termsfreestyle -1.520 0.1286
artist.termsfrench pop -0.563 0.5734
artist.termsfrevo -1.551 0.1210
artist.termsfunk -1.296 0.1950
artist.termsfunk metal -0.665 0.5058
artist.termsfunk rock -0.912 0.3620
artist.termsfunky house 0.516 0.6059
artist.termsfunny -0.624 0.5329
artist.termsfusion -1.280 0.2005
artist.termsfuture jazz -1.581 0.1140
artist.termsgabba -1.174 0.2405
artist.termsgaita -1.463 0.1435
artist.termsgangster rap -1.342 0.1798
artist.termsgarage rock -0.758 0.4486
artist.termsgerman -1.753 0.0796 .
artist.termsgerman pop -1.317 0.1880
artist.termsghetto tech -1.391 0.1643
artist.termsglam -1.064 0.2876
artist.termsglam metal -0.560 0.5756
artist.termsglam rock -1.655 0.0980 .
artist.termsglitch -1.355 0.1754
artist.termsgoregrind -0.332 0.7402
artist.termsgospel -1.619 0.1055
artist.termsgothic metal -0.555 0.5786
artist.termsgothic rock -0.799 0.4243
artist.termsgreek -0.425 0.6708
artist.termsgrime -0.477 0.6334
artist.termsgrindcore -1.386 0.1659
artist.termsgroove metal -0.629 0.5296
artist.termsgrunge -0.434 0.6642
artist.termsguitarist -0.247 0.8051
artist.termsgypsy jazz -0.895 0.3710
artist.termshappy hardcore -1.258 0.2084
artist.termshard bop -1.327 0.1844
artist.termshard house -1.332 0.1830
artist.termshard rock -1.085 0.2782
artist.termshard trance -1.687 0.0916 .
artist.termshardcore hip hop -0.949 0.3424
artist.termshardcore metal -0.620 0.5350
artist.termshardcore punk -0.844 0.3986
artist.termshardcore techno 0.105 0.9162
artist.termshardstyle -0.595 0.5522
artist.termsharmonica blues -1.465 0.1429
artist.termsheartland rock -1.511 0.1308
artist.termsheavy metal -0.971 0.3318
artist.termship hop -1.179 0.2383
artist.termship house -1.724 0.0848 .
artist.termshonky tonk -1.525 0.1273
artist.termshorror punk -1.038 0.2995
artist.termshumppa -0.819 0.4127
artist.termshyphy -2.076 0.0379 *
artist.termsillbient -0.577 0.5639
artist.termsindie -1.577 0.1149
artist.termsindie pop -0.064 0.9493
artist.termsindie rock -0.639 0.5229
artist.termsindietronica -0.908 0.3638
artist.termsindustrial dance -0.294 0.7686
artist.termsindustrial metal -0.788 0.4307
artist.termsindustrial rock 0.017 0.9867
artist.termsinstrumental pop -1.424 0.1544
artist.termsinstrumental rock -0.868 0.3857
artist.termsirish -0.988 0.3234
artist.termsirish folk -0.977 0.3285
artist.termsisland music -2.328 0.0200 *
artist.termsitalian disco -0.364 0.7160
artist.termsj pop -1.439 0.1502
artist.termsjam band 0.173 0.8628
artist.termsjangle pop -0.809 0.4183
artist.termsjapanese 0.448 0.6543
artist.termsjazz -1.353 0.1762
artist.termsjazz blues -2.144 0.0321 *
artist.termsjazz funk -1.183 0.2369
artist.termsjazz fusion -1.169 0.2425
artist.termsjazz rap -0.496 0.6197
artist.termsjug band -1.135 0.2563
artist.termsjump blues -1.413 0.1576
artist.termsjungle music -1.461 0.1442
artist.termskizomba -0.440 0.6599
artist.termsklezmer -0.243 0.8080
artist.termskraut rock -1.497 0.1346
artist.termslatin -0.160 0.8729
artist.termslatin jazz -1.468 0.1421
artist.termslatin pop -1.189 0.2345
artist.termslo-fi -0.748 0.4547
artist.termslos angeles -1.246 0.2130
artist.termslouisiana blues -1.128 0.2592
artist.termslounge music 0.910 0.3631
artist.termslovers rock -1.430 0.1528
artist.termslullaby -1.812 0.0701 .
artist.termsmale vocalist -1.324 0.1856
artist.termsmambo -1.679 0.0933 .
artist.termsmanouche -1.922 0.0546 .
artist.termsmariachi -2.204 0.0276 *
artist.termsmarimba -0.010 0.9922
artist.termsmarrabenta -1.458 0.1450
artist.termsmath rock -0.968 0.3332
artist.termsmath-core -0.941 0.3465
artist.termsmeditation -1.193 0.2329
artist.termsmelbourne -1.541 0.1233
artist.termsmelodic death metal -2.474 0.0134 *
artist.termsmelodic hardcore -1.030 0.3031
artist.termsmelodic metalcore -0.309 0.7574
artist.termsmerengue -0.986 0.3243
artist.termsmerseybeat -0.580 0.5622
artist.termsmexico -1.191 0.2336
artist.termsmiami bass -1.349 0.1773
artist.termsmodern rock -1.193 0.2328
artist.termsmotown -0.777 0.4373
artist.termsmusette -0.913 0.3613
artist.termsmusica 0.010 0.9917
artist.termsneo soul -0.819 0.4128
artist.termsneo-progressive -1.685 0.0921 .
artist.termsneoclassical -0.161 0.8723
artist.termsneofolk -1.506 0.1321
artist.termsneue deutsche welle -2.042 0.0413 *
artist.termsnew age -2.032 0.0422 *
artist.termsnew beat -1.493 0.1355
artist.termsnew jack swing -0.740 0.4592
artist.termsnew orleans blues -0.989 0.3228
artist.termsnew orleans jazz -0.728 0.4666
artist.termsnew romantic -2.263 0.0237 *
artist.termsnew wave -1.237 0.2162
artist.termsno wave -0.784 0.4332
artist.termsnoise pop 0.123 0.9023
artist.termsnoise rock -0.833 0.4049
artist.termsnorthern soul -0.630 0.5286
artist.termsnu jazz -1.081 0.2797
artist.termsnu metal -0.189 0.8499
artist.termsnu-soul -1.839 0.0660 .
artist.termsoi -1.052 0.2929
artist.termsoldies -1.284 0.1991
artist.termsopera -0.927 0.3538
artist.termsorchestra -1.640 0.1011
artist.termsoutlaw country -1.002 0.3166
artist.termsparody -1.078 0.2812
artist.termspatriotic -0.952 0.3413
artist.termspeace punk 0.300 0.7641
artist.termspiano blues -1.501 0.1333
artist.termspiano rock -1.256 0.2091
artist.termspiedmont blues -1.778 0.0754 .
artist.termspinoy rock -0.770 0.4411
artist.termspolka -1.524 0.1275
artist.termspop -0.470 0.6387
artist.termspop folk -2.089 0.0367 *
artist.termspop punk -0.552 0.5810
artist.termspop rap -1.466 0.1426
artist.termspop rock -0.981 0.3268
artist.termspost rock -0.734 0.4627
artist.termspost-grunge -0.932 0.3514
artist.termspost-hardcore -0.716 0.4743
artist.termspower electronics -0.118 0.9064
artist.termspower metal -0.426 0.6700
artist.termspower pop -1.066 0.2866
artist.termsprogressive bluegrass -1.542 0.1231
artist.termsprogressive house -1.221 0.2223
artist.termsprogressive metal -0.641 0.5214
artist.termsprogressive rock -0.443 0.6577
artist.termsprogressive trance -1.918 0.0551 .
artist.termsprotopunk -1.892 0.0585 .
artist.termspsychedelic rock -0.566 0.5713
artist.termspsychobilly -1.151 0.2496
artist.termspunk -0.851 0.3946
artist.termspunk blues -0.190 0.8493
artist.termsqueercore -0.312 0.7553
artist.termsquiet storm -1.235 0.2168
artist.termsr&b -1.531 0.1259
artist.termsragtime -1.244 0.2137
artist.termsranchera -1.255 0.2095
artist.termsrap -1.041 0.2978
artist.termsrap metal -0.637 0.5244
artist.termsrap rock -0.059 0.9532
artist.termsrapcore -1.251 0.2110
artist.termsrare groove 0.386 0.6997
artist.termsreggae -1.705 0.0883 .
artist.termsreggaeton -0.951 0.3419
artist.termsreligious music -1.580 0.1142
artist.termsrequiem -0.003 0.9972
artist.termsrock -0.907 0.3643
artist.termsrock 'n roll -1.413 0.1576
artist.termsrock steady -1.202 0.2295
artist.termsrockabilly -2.023 0.0431 *
artist.termsroots reggae -1.511 0.1308
artist.termsroots rock -1.119 0.2633
artist.termsrumba -1.555 0.1200
artist.termsRussian Easter Festival_ Overture_ Op.36 1.779 0.0753 .
artist.termssalsa -0.990 0.3221
artist.termssamba -0.937 0.3490
artist.termsscreamo -1.186 0.2356
artist.termsserialism -1.516 0.1297
artist.termsshock rock -1.202 0.2293
artist.termsshoegaze -0.288 0.7731
artist.termsshow tunes -0.017 0.9867
artist.termssinger-songwriter -1.376 0.1690
artist.termsska -1.282 0.2000
artist.termsska punk -1.064 0.2873
artist.termsskate punk -0.814 0.4158
artist.termsslack key guitar -0.959 0.3375
artist.termsslow core -0.508 0.6111
artist.termssludge metal -0.277 0.7815
artist.termssmooth jazz -1.288 0.1978
artist.termssoft rock -0.978 0.3282
artist.termssoukous -1.556 0.1198
artist.termssoul -0.976 0.3293
artist.termssoul blues -1.991 0.0465 *
artist.termssoul jazz -1.184 0.2363
artist.termssoul music -0.885 0.3760
artist.termssoundtrack -1.326 0.1849
artist.termssouthern gospel -1.312 0.1894
artist.termssouthern rock -1.239 0.2153
artist.termssouthern soul 0.632 0.5273
artist.termsspace age pop -1.403 0.1607
artist.termsspace music 0.305 0.7607
artist.termsspace rock 0.157 0.8754
artist.termsspeed metal -0.282 0.7781
artist.termsspeedcore -1.568 0.1169
artist.termsstand-up comedy -0.722 0.4701
artist.termsstoner metal -0.725 0.4685
artist.termsstoner rock -0.460 0.6458
artist.termsstraight edge -0.613 0.5396
artist.termssuomi rock -1.675 0.0939 .
artist.termssurf music -0.568 0.5700
artist.termsswamp rock -0.455 0.6489
artist.termsswedish 0.568 0.5702
artist.termsswiss -1.491 0.1359
artist.termssympho black metal -0.198 0.8429
artist.termssymphonic rock -0.713 0.4759
artist.termssymphony -1.699 0.0893 .
artist.termssynth punk -1.472 0.1412
artist.termstango -1.894 0.0583 .
artist.termstech house -1.505 0.1325
artist.termstechno -0.271 0.7862
artist.termsteen pop -1.258 0.2083
artist.termstejano -2.130 0.0332 *
artist.termstexas blues -1.056 0.2911
artist.termsthrash core -1.280 0.2006
artist.termstrance -1.420 0.1556
artist.termstribal house -0.924 0.3556
artist.termstrip hop -0.951 0.3416
artist.termstrip rock -0.933 0.3510
artist.termsturnablism -0.964 0.3350
artist.termstwee pop -0.824 0.4101
artist.termsuk garage -1.756 0.0792 .
artist.termsunderground rap -1.099 0.2720
artist.termsurban -0.690 0.4900
artist.termsurban folk -1.711 0.0871 .
artist.termsvallenato -1.017 0.3091
artist.termsvaudeville -1.426 0.1541
artist.termsvideo game music -1.087 0.2770
artist.termsviking metal -0.287 0.7741
artist.termsvisual kei -0.804 0.4216
artist.termsvocal house -1.327 0.1846
artist.termsvocal jazz -1.145 0.2521
artist.termswestern swing -1.271 0.2037
artist.termsworld beat -1.608 0.1079
artist.termsworld fusion -1.394 0.1633
artist.termszouk -1.818 0.0690 .
artist.termszouklove -1.009 0.3132
artist.termszydeco -1.102 0.2707
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1843 on 5240 degrees of freedom
(3 observations deleted due to missingness)
Multiple R-squared: 0.4841, Adjusted R-squared: 0.4442
F-statistic: 12.14 on 405 and 5240 DF, p-value: < 2.2e-16
<- stepAIC (modFull4, direction = "both" )
Start: AIC=-7306.67
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.latitude + artist.longitude + artist.terms_freq +
artist.terms + continent
Df Sum of Sq RSS AIC
- continent 5 0.1520 63.085 -7311.3
- artist.terms 267 17.0753 80.009 -7310.1
- artist.terms_freq 1 0.0268 62.960 -7307.7
<none> 62.933 -7306.7
- artist.latitude 1 0.0980 63.031 -7305.2
- artist.longitude 1 0.1166 63.050 -7304.6
- artist.hotttnesss 1 1.1380 64.071 -7269.1
- artist.familiarity 1 1.8474 64.781 -7244.7
- song.year 1 4.4461 67.379 -7157.8
Step: AIC=-7311.34
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.latitude + artist.longitude + artist.terms_freq +
artist.terms
Df Sum of Sq RSS AIC
- artist.terms 267 17.0921 80.177 -7315.5
- artist.longitude 1 0.0115 63.097 -7312.9
- artist.terms_freq 1 0.0235 63.109 -7312.5
<none> 63.085 -7311.3
- artist.latitude 1 0.0841 63.169 -7310.4
+ continent 5 0.1520 62.933 -7306.7
- artist.hotttnesss 1 1.1366 64.222 -7273.9
- artist.familiarity 1 1.8616 64.947 -7249.1
- song.year 1 4.5217 67.607 -7160.4
Step: AIC=-7315.48
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.latitude + artist.longitude + artist.terms_freq
Df Sum of Sq RSS AIC
- artist.terms_freq 1 0.0057 80.183 -7317.3
- artist.longitude 1 0.0083 80.186 -7317.3
<none> 80.177 -7315.5
+ artist.terms 267 17.0921 63.085 -7311.3
+ continent 5 0.1688 80.009 -7310.1
- artist.latitude 1 0.2734 80.451 -7310.0
- artist.hotttnesss 1 1.2067 81.384 -7284.5
- artist.familiarity 1 4.9680 85.145 -7184.6
- song.year 1 9.0009 89.178 -7082.3
Step: AIC=-7317.32
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.latitude + artist.longitude
Df Sum of Sq RSS AIC
- artist.longitude 1 0.0096 80.193 -7319.1
<none> 80.183 -7317.3
+ artist.terms_freq 1 0.0057 80.177 -7315.5
+ artist.terms 267 17.0743 63.109 -7312.5
+ continent 5 0.1699 80.013 -7312.0
- artist.latitude 1 0.2695 80.453 -7311.9
- artist.hotttnesss 1 1.2236 81.407 -7285.9
- artist.familiarity 1 4.9675 85.150 -7186.5
- song.year 1 9.0078 89.191 -7084.0
Step: AIC=-7319.06
song.hotttnesss ~ artist.familiarity + artist.hotttnesss + song.year +
artist.latitude
Df Sum of Sq RSS AIC
<none> 80.193 -7319.1
+ artist.longitude 1 0.0096 80.183 -7317.3
+ artist.terms_freq 1 0.0070 80.186 -7317.3
+ artist.terms 267 17.0694 63.123 -7314.0
- artist.latitude 1 0.2735 80.466 -7313.5
+ continent 5 0.0914 80.101 -7311.6
- artist.hotttnesss 1 1.2342 81.427 -7287.3
- artist.familiarity 1 4.9587 85.151 -7188.5
- song.year 1 9.0019 89.195 -7085.9
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.latitude, data = musicNotMissingLoc)
Residuals:
Min 1Q Median 3Q Max
-0.58535 -0.14420 0.01878 0.13825 0.69433
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -2.581e-01 2.081e-02 -12.402 < 2e-16 ***
artist.familiarity 5.788e-01 4.957e-02 11.677 < 2e-16 ***
artist.hotttnesss 3.600e-01 6.180e-02 5.825 6.53e-09 ***
song.year 6.768e-05 4.302e-06 15.733 < 2e-16 ***
artist.latitude 6.912e-04 2.521e-04 2.742 0.00615 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1907 on 2205 degrees of freedom
Multiple R-squared: 0.375, Adjusted R-squared: 0.3738
F-statistic: 330.7 on 4 and 2205 DF, p-value: < 2.2e-16
Plotting
plot (fitted (modFull), residuals (modFull))abline (h= 0 , col = "red" )
Non linear models
<- gam (song.hotttnesss ~ s (artist.familiarity) + s (artist.hotttnesss) + song.year, data = music)summary (gamMusicF)
Family: gaussian
Link function: identity
Formula:
song.hotttnesss ~ s(artist.familiarity) + s(artist.hotttnesss) +
song.year
Parametric coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 2.666e-01 3.878e-03 68.75 <2e-16 ***
song.year 7.028e-05 2.719e-06 25.85 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Approximate significance of smooth terms:
edf Ref.df F p-value
s(artist.familiarity) 4.831 6.007 33.3 <2e-16 ***
s(artist.hotttnesss) 8.635 8.958 19.4 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
R-sq.(adj) = 0.413 Deviance explained = 41.5%
GCV = 0.03597 Scale est. = 0.035871 n = 5649
Gonna try and make a pretty scatterplot, first gotta find a numeric variable highly correlated with song hotness.
# iiiiiiiiiiiiiiiitssssssss correlation matrix tiiiiiiime library (corrplot)<- music|> select_if (is.numeric) |> # Select only numeric columns cor ()
Warning in cor(select_if(music, is.numeric)): the standard deviation is zero
corrplot (D, method = "number" )
<- lm (song.hotttnesss ~ song.loudness + song.bars_start+ song.beats_start+ song.duration+ song.end_of_fade_in+ song.key+ song.mode + song.start_of_fade_out+ song.tatums_start+ song.tempo+ song.time_signature, data = music)summary (full_model)
Call:
lm(formula = song.hotttnesss ~ song.loudness + song.bars_start +
song.beats_start + song.duration + song.end_of_fade_in +
song.key + song.mode + song.start_of_fade_out + song.tatums_start +
song.tempo + song.time_signature, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.45575 -0.19050 0.01904 0.18740 0.67929
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 4.016e-01 2.142e-02 18.752 < 2e-16 ***
song.loudness 1.067e-02 6.428e-04 16.600 < 2e-16 ***
song.bars_start -2.848e-04 2.112e-03 -0.135 0.89273
song.beats_start 1.249e-02 2.161e-02 0.578 0.56334
song.duration 3.598e-06 7.075e-05 0.051 0.95945
song.end_of_fade_in 1.153e-03 1.982e-03 0.582 0.56084
song.key 3.137e-04 9.192e-04 0.341 0.73293
song.mode -1.302e-02 7.072e-03 -1.842 0.06556 .
song.start_of_fade_out -1.660e-05 7.758e-05 -0.214 0.83061
song.tatums_start 6.251e-03 2.229e-02 0.280 0.77919
song.tempo 3.054e-04 9.949e-05 3.070 0.00215 **
song.time_signature 3.597e-03 2.698e-03 1.333 0.18251
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2405 on 5637 degrees of freedom
Multiple R-squared: 0.05599, Adjusted R-squared: 0.05415
F-statistic: 30.4 on 11 and 5637 DF, p-value: < 2.2e-16
Model attempts for Song qualities variables
#model 1 <- lm (song.hotttnesss ~ song.mode + song.tatums_start + song.beats_start + song.tempo, data = music)summary (guess_model1)
Call:
lm(formula = song.hotttnesss ~ song.mode + song.tatums_start +
song.beats_start + song.tempo, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.42264 -0.30101 0.01637 0.19522 0.67911
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 2.849e-01 1.333e-02 21.363 < 2e-16 ***
song.mode -1.883e-02 7.113e-03 -2.647 0.00814 **
song.tatums_start -2.385e-03 7.511e-03 -0.317 0.75090
song.beats_start 5.247e-03 4.021e-03 1.305 0.19195
song.tempo 5.629e-04 9.398e-05 5.990 2.23e-09 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2463 on 5644 degrees of freedom
Multiple R-squared: 0.007912, Adjusted R-squared: 0.007208
F-statistic: 11.25 on 4 and 5644 DF, p-value: 4.296e-09
#model 2 <- lm (song.hotttnesss ~ song.tempo* song.beats_start + song.beats_start + song.mode * song.tatums_start+ song.mode, data = music)summary (guess_model2)
Call:
lm(formula = song.hotttnesss ~ song.tempo * song.beats_start +
song.beats_start + song.mode * song.tatums_start + song.mode,
data = music)
Residuals:
Min 1Q Median 3Q Max
-0.43194 -0.29930 0.01668 0.19527 0.68242
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 2.915e-01 1.393e-02 20.926 < 2e-16 ***
song.tempo 4.997e-04 9.998e-05 4.998 5.97e-07 ***
song.beats_start 4.255e-03 4.059e-03 1.048 0.29466
song.mode -2.262e-02 8.390e-03 -2.695 0.00705 **
song.tatums_start -4.282e-02 2.213e-02 -1.934 0.05311 .
song.tempo:song.beats_start 2.609e-04 1.401e-04 1.862 0.06271 .
song.mode:song.tatums_start 1.419e-02 1.526e-02 0.930 0.35226
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2463 on 5642 degrees of freedom
Multiple R-squared: 0.008612, Adjusted R-squared: 0.007558
F-statistic: 8.168 on 6 and 5642 DF, p-value: 8.114e-09
Lets use AIC for model selection again
<- stepAIC (full_model, direction = "both" )
Start: AIC=-16090.29
song.hotttnesss ~ song.loudness + song.bars_start + song.beats_start +
song.duration + song.end_of_fade_in + song.key + song.mode +
song.start_of_fade_out + song.tatums_start + song.tempo +
song.time_signature
Df Sum of Sq RSS AIC
- song.duration 1 0.0001 325.92 -16092
- song.bars_start 1 0.0011 325.92 -16092
- song.start_of_fade_out 1 0.0026 325.92 -16092
- song.tatums_start 1 0.0045 325.92 -16092
- song.key 1 0.0067 325.92 -16092
- song.beats_start 1 0.0193 325.94 -16092
- song.end_of_fade_in 1 0.0196 325.94 -16092
- song.time_signature 1 0.1028 326.02 -16090
<none> 325.92 -16090
- song.mode 1 0.1961 326.11 -16089
- song.tempo 1 0.5449 326.46 -16083
- song.loudness 1 15.9324 341.85 -15823
Step: AIC=-16092.29
song.hotttnesss ~ song.loudness + song.bars_start + song.beats_start +
song.end_of_fade_in + song.key + song.mode + song.start_of_fade_out +
song.tatums_start + song.tempo + song.time_signature
Df Sum of Sq RSS AIC
- song.bars_start 1 0.0010 325.92 -16094
- song.key 1 0.0109 325.93 -16094
- song.start_of_fade_out 1 0.0110 325.93 -16094
- song.tatums_start 1 0.0158 325.93 -16094
- song.end_of_fade_in 1 0.0196 325.94 -16094
- song.beats_start 1 0.0547 325.97 -16093
- song.time_signature 1 0.1026 326.02 -16092
<none> 325.92 -16092
- song.mode 1 0.1963 326.11 -16091
+ song.duration 1 0.0001 325.92 -16090
- song.tempo 1 0.5713 326.49 -16084
- song.loudness 1 15.9328 341.85 -15825
Step: AIC=-16094.27
song.hotttnesss ~ song.loudness + song.beats_start + song.end_of_fade_in +
song.key + song.mode + song.start_of_fade_out + song.tatums_start +
song.tempo + song.time_signature
Df Sum of Sq RSS AIC
- song.key 1 0.0103 325.93 -16096
- song.start_of_fade_out 1 0.0109 325.93 -16096
- song.tatums_start 1 0.0154 325.93 -16096
- song.end_of_fade_in 1 0.0199 325.94 -16096
- song.beats_start 1 0.0537 325.97 -16095
- song.time_signature 1 0.1038 326.02 -16094
<none> 325.92 -16094
- song.mode 1 0.1971 326.11 -16093
+ song.bars_start 1 0.0010 325.92 -16092
+ song.duration 1 0.0001 325.92 -16092
- song.tempo 1 0.6089 326.53 -16086
- song.loudness 1 15.9990 341.92 -15826
Step: AIC=-16096.1
song.hotttnesss ~ song.loudness + song.beats_start + song.end_of_fade_in +
song.mode + song.start_of_fade_out + song.tatums_start +
song.tempo + song.time_signature
Df Sum of Sq RSS AIC
- song.start_of_fade_out 1 0.0108 325.94 -16098
- song.end_of_fade_in 1 0.0198 325.95 -16098
- song.time_signature 1 0.1039 326.03 -16096
<none> 325.93 -16096
- song.tatums_start 1 0.1265 326.05 -16096
- song.beats_start 1 0.1675 326.10 -16095
- song.mode 1 0.2168 326.14 -16094
+ song.key 1 0.0103 325.92 -16094
+ song.duration 1 0.0037 325.92 -16094
+ song.bars_start 1 0.0004 325.93 -16094
- song.tempo 1 0.6000 326.53 -16088
- song.loudness 1 16.1382 342.07 -15825
Step: AIC=-16097.91
song.hotttnesss ~ song.loudness + song.beats_start + song.end_of_fade_in +
song.mode + song.tatums_start + song.tempo + song.time_signature
Df Sum of Sq RSS AIC
- song.end_of_fade_in 1 0.0180 325.96 -16100
- song.time_signature 1 0.0982 326.04 -16098
<none> 325.94 -16098
- song.tatums_start 1 0.1249 326.06 -16098
- song.beats_start 1 0.1651 326.10 -16097
- song.mode 1 0.2136 326.15 -16096
+ song.start_of_fade_out 1 0.0108 325.93 -16096
+ song.key 1 0.0103 325.93 -16096
+ song.duration 1 0.0044 325.93 -16096
+ song.bars_start 1 0.0003 325.94 -16096
- song.tempo 1 0.6049 326.54 -16089
- song.loudness 1 16.1289 342.07 -15827
Step: AIC=-16099.6
song.hotttnesss ~ song.loudness + song.beats_start + song.mode +
song.tatums_start + song.tempo + song.time_signature
Df Sum of Sq RSS AIC
- song.time_signature 1 0.1012 326.06 -16100
<none> 325.96 -16100
- song.beats_start 1 0.1653 326.12 -16099
- song.tatums_start 1 0.1852 326.14 -16098
+ song.end_of_fade_in 1 0.0180 325.94 -16098
- song.mode 1 0.2145 326.17 -16098
+ song.key 1 0.0103 325.95 -16098
+ song.start_of_fade_out 1 0.0090 325.95 -16098
+ song.duration 1 0.0033 325.95 -16098
+ song.bars_start 1 0.0004 325.96 -16098
- song.tempo 1 0.6049 326.56 -16091
- song.loudness 1 16.1110 342.07 -15829
Step: AIC=-16099.84
song.hotttnesss ~ song.loudness + song.beats_start + song.mode +
song.tatums_start + song.tempo
Df Sum of Sq RSS AIC
<none> 326.06 -16100
+ song.time_signature 1 0.1012 325.96 -16100
- song.tatums_start 1 0.1753 326.23 -16099
- song.beats_start 1 0.1759 326.23 -16099
+ song.end_of_fade_in 1 0.0209 326.04 -16098
+ song.key 1 0.0103 326.05 -16098
+ song.start_of_fade_out 1 0.0038 326.05 -16098
+ song.bars_start 1 0.0029 326.06 -16098
+ song.duration 1 0.0007 326.06 -16098
- song.mode 1 0.2333 326.29 -16098
- song.tempo 1 0.6160 326.67 -16091
- song.loudness 1 16.4591 342.52 -15824
Call:
lm(formula = song.hotttnesss ~ artist.familiarity + artist.hotttnesss +
song.year + artist.terms_freq + artist.terms, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.66115 -0.11810 0.01084 0.12242 0.68079
Coefficients:
Estimate Std. Error
(Intercept) 2.241e-01 1.974e-01
artist.familiarity 3.932e-01 3.222e-02
artist.hotttnesss 4.024e-01 3.703e-02
song.year 6.134e-05 2.830e-06
artist.terms_freq -1.251e-01 7.032e-02
artist.termsafrobeat -1.666e-01 2.020e-01
artist.termsall-female 1.345e-01 2.258e-01
artist.termsalternative -2.192e-01 2.020e-01
artist.termsalternative country 5.498e-02 2.257e-01
artist.termsalternative dance -2.254e-01 1.876e-01
artist.termsalternative hip hop -2.763e-01 1.972e-01
artist.termsalternative metal -1.565e-01 1.860e-01
artist.termsalternative rap -1.075e-01 2.607e-01
artist.termsalternative rock -2.511e-01 1.886e-01
artist.termsambient black metal -4.498e-01 2.609e-01
artist.termsamericana -2.438e-01 2.259e-01
artist.termsarabesque -3.361e-01 2.061e-01
artist.termsart rock -6.133e-02 1.901e-01
artist.termsavantgarde metal -4.792e-01 2.608e-01
artist.termsbachata -2.813e-01 1.991e-01
artist.termsballad -2.847e-01 1.876e-01
artist.termsballet 1.706e-02 2.607e-01
artist.termsbanda -3.570e-02 2.613e-01
artist.termsbass music -2.920e-01 1.920e-01
artist.termsbatucada -5.354e-02 2.609e-01
artist.termsbeat -2.154e-01 2.130e-01
artist.termsbebop -2.967e-01 2.020e-01
artist.termsbel canto -9.538e-02 2.258e-01
artist.termsbhangra -2.988e-01 1.897e-01
artist.termsbig band -1.515e-01 2.617e-01
artist.termsbig beat -1.033e-01 1.894e-01
artist.termsblack metal -1.247e-01 1.873e-01
artist.termsblackened death metal -9.986e-02 2.128e-01
artist.termsblue-eyed soul -2.104e-01 1.880e-01
artist.termsbluegrass -2.215e-01 1.870e-01
artist.termsblues -2.748e-01 1.870e-01
artist.termsblues-rock -1.851e-01 1.847e-01
artist.termsboogaloo 7.769e-02 2.611e-01
artist.termsbossa nova -3.637e-01 1.925e-01
artist.termsbrazil -3.847e-01 2.258e-01
artist.termsbrazilian jazz -2.068e-01 1.918e-01
artist.termsbrazilian pop music -2.063e-01 1.886e-01
artist.termsbreakbeat -1.443e-01 1.889e-01
artist.termsbreakcore -2.390e-01 1.925e-01
artist.termsbrill building pop -2.685e-01 1.881e-01
artist.termsbritish blues -1.040e-01 1.991e-01
artist.termsbritish invasion -2.634e-01 2.061e-01
artist.termsbritish pop -1.991e-01 1.875e-01
artist.termsbroken beat -2.315e-01 2.128e-01
artist.termsbrutal death metal -2.061e-01 2.129e-01
artist.termsbulerias -4.233e-01 2.258e-01
artist.termscabaret -4.453e-01 1.919e-01
artist.termscalypso -3.929e-01 2.259e-01
artist.termscanadian -1.783e-01 2.260e-01
artist.termscantonese pop -1.534e-01 2.129e-01
artist.termsccm -3.009e-01 1.848e-01
artist.termsceltic -2.580e-01 1.891e-01
artist.termsceltic fusion 3.009e-02 2.258e-01
artist.termsceltic punk -1.192e-01 1.992e-01
artist.termsceltic rock -1.499e-01 1.955e-01
artist.termschamber jazz -2.845e-01 1.869e-01
artist.termschamber pop -1.682e-01 2.019e-01
artist.termschanson -2.707e-01 1.853e-01
artist.termschanson francaise -2.216e-01 2.130e-01
artist.termscharanga -3.402e-01 1.933e-01
artist.termschicago blues -2.421e-01 1.913e-01
artist.termschicago house -4.065e-01 2.607e-01
artist.termschicago soul -2.930e-01 1.881e-01
artist.termschill-out -2.387e-01 1.859e-01
artist.termschinese music -2.142e-01 1.913e-01
artist.termschoro -2.177e-01 2.130e-01
artist.termschorus -4.712e-01 2.607e-01
artist.termschristian hardcore -1.838e-01 2.259e-01
artist.termschristian metal -1.397e-01 2.061e-01
artist.termschristian music -4.493e-01 2.061e-01
artist.termschristian rock -1.722e-01 1.955e-01
artist.termsclassic country -3.988e-01 1.925e-01
artist.termsclassic female blues -4.535e-01 2.607e-01
artist.termsclassic rock -1.510e-01 1.991e-01
artist.termsclassical -4.063e-01 2.607e-01
artist.termsclose harmony -4.439e-01 2.609e-01
artist.termsclub -1.960e-01 2.608e-01
artist.termscomedy -2.563e-01 1.874e-01
artist.termscomedy rap -3.709e-03 2.130e-01
artist.termscomedy rock -2.302e-01 2.128e-01
artist.termscongo -3.435e-02 2.061e-01
artist.termscool jazz -3.051e-01 1.992e-01
artist.termscountry -2.511e-01 1.876e-01
artist.termscountry blues -1.564e-01 1.900e-01
artist.termscountry gospel -2.812e-01 1.869e-01
artist.termscountry music -3.955e-01 2.612e-01
artist.termscountry rock -2.589e-01 1.853e-01
artist.termscrunk -3.417e-01 1.972e-01
artist.termscumbia -2.745e-01 1.880e-01
artist.termsdance pop -2.172e-01 1.855e-01
artist.termsdance rock -2.126e-01 1.865e-01
artist.termsdance-punk -2.524e-01 1.933e-01
artist.termsdancehall -3.947e-01 1.860e-01
artist.termsdark ambient -3.550e-01 2.061e-01
artist.termsdark wave -4.074e-02 2.020e-01
artist.termsdeath core -1.270e-01 1.883e-01
artist.termsdeath metal -1.218e-01 1.925e-01
artist.termsdeathrock -2.092e-01 1.973e-01
artist.termsdeep house -2.354e-01 1.904e-01
artist.termsdelta blues -3.439e-01 1.881e-01
artist.termsdetroit techno -3.864e-01 2.258e-01
artist.termsdigital hardcore -2.218e-01 1.955e-01
artist.termsdirty rap -3.296e-01 1.971e-01
artist.termsdirty south rap -2.342e-01 1.896e-01
artist.termsdisco -2.630e-01 1.877e-01
artist.termsdisco house -3.143e-01 2.258e-01
artist.termsdoo-wop -2.978e-01 1.908e-01
artist.termsdoom metal -1.331e-01 1.933e-01
artist.termsdowntempo -2.373e-01 1.891e-01
artist.termsdream pop -2.138e-01 1.970e-01
artist.termsdub -1.468e-01 1.918e-01
artist.termsdubstep -1.716e-01 1.880e-01
artist.termsdubtronica -1.819e-01 2.611e-01
artist.termsearly music -9.037e-02 2.129e-01
artist.termseast coast hip hop -7.347e-02 2.606e-01
artist.termseasy listening -2.631e-01 1.872e-01
artist.termselectric blues -3.602e-01 1.991e-01
artist.termselectro -3.680e-01 2.019e-01
artist.termselectro rock -1.310e-01 2.258e-01
artist.termselectroclash -1.677e-01 2.607e-01
artist.termselectronic -1.631e-01 1.919e-01
artist.termselectronica -2.319e-01 1.918e-01
artist.termselectropop -4.974e-02 2.607e-01
artist.termsemo -2.575e-01 1.933e-01
artist.termsethnic -1.408e-01 2.262e-01
artist.termseurodance -2.170e-01 1.955e-01
artist.termseuropop -1.242e-01 1.895e-01
artist.termsexotica -1.819e-02 2.062e-01
artist.termsexperimental pop -1.332e-01 1.934e-01
artist.termsexperimental rock -1.353e-01 1.875e-01
artist.termsfemale vocalist -1.881e-01 2.060e-01
artist.termsfilk -3.728e-01 2.128e-01
artist.termsflamenco -2.154e-01 1.879e-01
artist.termsfolk -1.689e-01 1.955e-01
artist.termsfolk metal -1.469e-01 1.933e-01
artist.termsfolk punk -1.266e-02 2.607e-01
artist.termsfolk rock -2.674e-01 1.868e-01
artist.termsfolk-pop -2.113e-01 1.865e-01
artist.termsfolktronica -5.140e-02 2.020e-01
artist.termsfreakbeat -1.400e-01 2.019e-01
artist.termsfree improvisation -2.627e-01 1.956e-01
artist.termsfree jazz -2.069e-01 1.891e-01
artist.termsfree music -3.408e-01 2.021e-01
artist.termsfreestyle -2.884e-01 1.898e-01
artist.termsfrench pop -1.122e-01 1.993e-01
artist.termsfrevo -3.196e-01 2.061e-01
artist.termsfunk -2.506e-01 1.934e-01
artist.termsfunk metal -1.312e-01 1.971e-01
artist.termsfunk rock -1.815e-01 1.991e-01
artist.termsfunky house 1.345e-01 2.607e-01
artist.termsfunny -1.630e-01 2.613e-01
artist.termsfusion -3.338e-01 2.607e-01
artist.termsfuture jazz -2.990e-01 1.891e-01
artist.termsgabba -2.252e-01 1.918e-01
artist.termsgaita -2.808e-01 1.919e-01
artist.termsgangster rap -2.489e-01 1.855e-01
artist.termsgarage rock -1.449e-01 1.912e-01
artist.termsgerman -4.570e-01 2.607e-01
artist.termsgerman pop -2.558e-01 1.943e-01
artist.termsghetto tech -2.743e-01 1.972e-01
artist.termsglam -2.775e-01 2.610e-01
artist.termsglam metal -1.072e-01 1.914e-01
artist.termsglam rock -3.119e-01 1.885e-01
artist.termsglitch -2.699e-01 1.992e-01
artist.termsgoregrind -6.600e-02 1.991e-01
artist.termsgospel -3.083e-01 1.904e-01
artist.termsgothic metal -1.254e-01 2.257e-01
artist.termsgothic rock -1.807e-01 2.262e-01
artist.termsgreek -9.053e-02 2.130e-01
artist.termsgrime -9.270e-02 1.943e-01
artist.termsgrindcore -2.650e-01 1.913e-01
artist.termsgroove metal -1.251e-01 1.991e-01
artist.termsgrunge -8.121e-02 1.871e-01
artist.termsguitarist -6.663e-02 2.700e-01
artist.termsgypsy jazz -1.781e-01 1.991e-01
artist.termshappy hardcore -2.414e-01 1.919e-01
artist.termshard bop -2.539e-01 1.913e-01
artist.termshard house -2.526e-01 1.897e-01
artist.termshard rock -2.024e-01 1.866e-01
artist.termshard trance -3.212e-01 1.904e-01
artist.termshardcore hip hop -2.021e-01 2.129e-01
artist.termshardcore metal -1.402e-01 2.260e-01
artist.termshardcore punk -1.569e-01 1.858e-01
artist.termshardcore techno 2.170e-02 2.061e-01
artist.termshardstyle -1.226e-01 2.062e-01
artist.termsharmonica blues -3.019e-01 2.060e-01
artist.termsheartland rock -2.849e-01 1.885e-01
artist.termsheavy metal -1.802e-01 1.857e-01
artist.termship hop -2.179e-01 1.848e-01
artist.termship house -3.433e-01 1.991e-01
artist.termshonky tonk -2.857e-01 1.874e-01
artist.termshorror punk -2.017e-01 1.944e-01
artist.termshumppa -1.615e-01 1.971e-01
artist.termshyphy -4.693e-01 2.260e-01
artist.termsillbient -1.116e-01 1.934e-01
artist.termsindie -4.111e-01 2.607e-01
artist.termsindie pop -1.352e-02 2.128e-01
artist.termsindie rock -1.198e-01 1.874e-01
artist.termsindietronica -1.776e-01 1.956e-01
artist.termsindustrial dance -6.650e-02 2.260e-01
artist.termsindustrial metal -1.523e-01 1.933e-01
artist.termsindustrial rock 3.317e-03 1.992e-01
artist.termsinstrumental pop -2.690e-01 1.889e-01
artist.termsinstrumental rock -1.651e-01 1.903e-01
artist.termsirish -2.576e-01 2.608e-01
artist.termsirish folk -1.827e-01 1.869e-01
artist.termsisland music -6.066e-01 2.606e-01
artist.termsitalian disco -9.495e-02 2.609e-01
artist.termsj pop -3.250e-01 2.259e-01
artist.termsjam band 3.902e-02 2.257e-01
artist.termsjangle pop -1.611e-01 1.991e-01
artist.termsjapanese 1.012e-01 2.259e-01
artist.termsjazz -2.605e-01 1.925e-01
artist.termsjazz blues -4.840e-01 2.258e-01
artist.termsjazz funk -2.200e-01 1.860e-01
artist.termsjazz fusion -2.208e-01 1.889e-01
artist.termsjazz rap -9.553e-02 1.925e-01
artist.termsjug band -2.563e-01 2.258e-01
artist.termsjump blues -2.711e-01 1.919e-01
artist.termsjungle music -2.787e-01 1.908e-01
artist.termskizomba -1.147e-01 2.607e-01
artist.termsklezmer -5.486e-02 2.258e-01
artist.termskraut rock -2.952e-01 1.973e-01
artist.termslatin -3.229e-02 2.019e-01
artist.termslatin jazz -2.722e-01 1.854e-01
artist.termslatin pop -2.282e-01 1.919e-01
artist.termslo-fi -1.950e-01 2.608e-01
artist.termslos angeles -2.399e-01 1.926e-01
artist.termslouisiana blues -2.401e-01 2.128e-01
artist.termslounge music 2.373e-01 2.608e-01
artist.termslovers rock -2.675e-01 1.870e-01
artist.termslullaby -3.457e-01 1.908e-01
artist.termsmale vocalist -2.610e-01 1.971e-01
artist.termsmambo -3.574e-01 2.129e-01
artist.termsmanouche -5.018e-01 2.610e-01
artist.termsmariachi -4.541e-01 2.061e-01
artist.termsmarimba -2.537e-03 2.608e-01
artist.termsmarrabenta -3.295e-01 2.260e-01
artist.termsmath rock -1.955e-01 2.021e-01
artist.termsmath-core -1.829e-01 1.943e-01
artist.termsmeditation -2.231e-01 1.870e-01
artist.termsmelbourne -3.178e-01 2.062e-01
artist.termsmelodic death metal -5.584e-01 2.257e-01
artist.termsmelodic hardcore -1.965e-01 1.908e-01
artist.termsmelodic metalcore -8.055e-02 2.608e-01
artist.termsmerengue -1.943e-01 1.971e-01
artist.termsmerseybeat -1.512e-01 2.609e-01
artist.termsmexico -2.537e-01 2.130e-01
artist.termsmiami bass -2.686e-01 1.991e-01
artist.termsmodern rock -2.251e-01 1.887e-01
artist.termsmotown -1.501e-01 1.933e-01
artist.termsmusette -1.844e-01 2.020e-01
artist.termsmusica 2.703e-03 2.607e-01
artist.termsneo soul -1.566e-01 1.913e-01
artist.termsneo-progressive -3.471e-01 2.060e-01
artist.termsneoclassical -3.629e-02 2.257e-01
artist.termsneofolk -3.041e-01 2.019e-01
artist.termsneue deutsche welle -4.351e-01 2.131e-01
artist.termsnew age -3.931e-01 1.934e-01
artist.termsnew beat -2.942e-01 1.971e-01
artist.termsnew jack swing -1.459e-01 1.971e-01
artist.termsnew orleans blues -2.232e-01 2.258e-01
artist.termsnew orleans jazz -1.644e-01 2.258e-01
artist.termsnew romantic -4.513e-01 1.994e-01
artist.termsnew wave -2.336e-01 1.888e-01
artist.termsno wave -1.584e-01 2.020e-01
artist.termsnoise pop 2.773e-02 2.258e-01
artist.termsnoise rock -1.618e-01 1.943e-01
artist.termsnorthern soul -1.254e-01 1.991e-01
artist.termsnu jazz -2.101e-01 1.943e-01
artist.termsnu metal -3.677e-02 1.943e-01
artist.termsnu-soul -4.796e-01 2.608e-01
artist.termsoi -1.986e-01 1.888e-01
artist.termsoldies -2.899e-01 2.257e-01
artist.termsopera -1.912e-01 2.061e-01
artist.termsorchestra -3.122e-01 1.904e-01
artist.termsoutlaw country -2.262e-01 2.259e-01
artist.termsparody -2.056e-01 1.908e-01
artist.termspatriotic -1.861e-01 1.956e-01
artist.termspeace punk 6.392e-02 2.130e-01
artist.termspiano blues -2.872e-01 1.913e-01
artist.termspiano rock -2.445e-01 1.946e-01
artist.termspiedmont blues -3.541e-01 1.991e-01
artist.termspinoy rock -2.008e-01 2.607e-01
artist.termspolka -3.244e-01 2.128e-01
artist.termspop -9.007e-02 1.918e-01
artist.termspop folk -4.084e-01 1.955e-01
artist.termspop punk -1.040e-01 1.883e-01
artist.termspop rap -2.737e-01 1.867e-01
artist.termspop rock -1.819e-01 1.855e-01
artist.termspost rock -1.563e-01 2.128e-01
artist.termspost-grunge -1.725e-01 1.851e-01
artist.termspost-hardcore -1.331e-01 1.860e-01
artist.termspower electronics -2.653e-02 2.257e-01
artist.termspower metal -8.331e-02 1.955e-01
artist.termspower pop -1.978e-01 1.856e-01
artist.termsprogressive bluegrass -3.481e-01 2.257e-01
artist.termsprogressive house -2.270e-01 1.860e-01
artist.termsprogressive metal -1.264e-01 1.970e-01
artist.termsprogressive rock -8.662e-02 1.955e-01
artist.termsprogressive trance -3.780e-01 1.970e-01
artist.termsprotopunk -4.273e-01 2.259e-01
artist.termspsychedelic rock -1.476e-01 2.607e-01
artist.termspsychobilly -2.374e-01 2.062e-01
artist.termspunk -1.628e-01 1.913e-01
artist.termspunk blues -4.953e-02 2.607e-01
artist.termsqueercore -8.134e-02 2.610e-01
artist.termsquiet storm -2.493e-01 2.019e-01
artist.termsr&b -2.938e-01 1.920e-01
artist.termsragtime -2.477e-01 1.991e-01
artist.termsranchera -2.473e-01 1.971e-01
artist.termsrap -1.962e-01 1.885e-01
artist.termsrap metal -1.218e-01 1.914e-01
artist.termsrap rock -1.142e-02 1.943e-01
artist.termsrapcore -2.446e-01 1.956e-01
artist.termsrare groove 1.006e-01 2.608e-01
artist.termsreggae -3.202e-01 1.878e-01
artist.termsreggaeton -1.800e-01 1.894e-01
artist.termsreligious music -3.055e-01 1.934e-01
artist.termsrequiem -7.064e-04 2.021e-01
artist.termsrock -1.689e-01 1.862e-01
artist.termsrock 'n roll -2.677e-01 1.894e-01
artist.termsrock steady -2.350e-01 1.955e-01
artist.termsrockabilly -3.895e-01 1.925e-01
artist.termsroots reggae -2.807e-01 1.857e-01
artist.termsroots rock -2.101e-01 1.878e-01
artist.termsrumba -2.966e-01 1.908e-01
artist.termsRussian Easter Festival_ Overture_ Op.36 2.801e+05 1.575e+05
artist.termssalsa -1.845e-01 1.863e-01
artist.termssamba -1.779e-01 1.900e-01
artist.termsscreamo -2.276e-01 1.918e-01
artist.termsserialism -3.424e-01 2.259e-01
artist.termsshock rock -2.324e-01 1.933e-01
artist.termsshoegaze -5.682e-02 1.970e-01
artist.termsshow tunes -3.768e-03 2.259e-01
artist.termssinger-songwriter -2.580e-01 1.876e-01
artist.termsska -2.478e-01 1.933e-01
artist.termsska punk -2.000e-01 1.880e-01
artist.termsskate punk -1.837e-01 2.258e-01
artist.termsslack key guitar -2.503e-01 2.609e-01
artist.termsslow core -1.326e-01 2.607e-01
artist.termssludge metal -5.292e-02 1.908e-01
artist.termssmooth jazz -2.402e-01 1.865e-01
artist.termssoft rock -1.826e-01 1.868e-01
artist.termssoukous -2.985e-01 1.918e-01
artist.termssoul -2.545e-01 2.609e-01
artist.termssoul blues -3.892e-01 1.955e-01
artist.termssoul jazz -2.240e-01 1.891e-01
artist.termssoul music -2.310e-01 2.609e-01
artist.termssoundtrack -2.494e-01 1.881e-01
artist.termssouthern gospel -2.479e-01 1.889e-01
artist.termssouthern rock -2.341e-01 1.889e-01
artist.termssouthern soul 1.648e-01 2.607e-01
artist.termsspace age pop -2.685e-01 1.914e-01
artist.termsspace music 6.293e-02 2.066e-01
artist.termsspace rock 4.088e-02 2.606e-01
artist.termsspeed metal -5.999e-02 2.128e-01
artist.termsspeedcore -3.231e-01 2.061e-01
artist.termsstand-up comedy -1.399e-01 1.937e-01
artist.termsstoner metal -1.375e-01 1.896e-01
artist.termsstoner rock -9.058e-02 1.971e-01
artist.termsstraight edge -1.199e-01 1.955e-01
artist.termssuomi rock -3.782e-01 2.258e-01
artist.termssurf music -1.482e-01 2.608e-01
artist.termsswamp rock -9.695e-02 2.129e-01
artist.termsswedish 1.210e-01 2.131e-01
artist.termsswiss -3.891e-01 2.609e-01
artist.termssympho black metal -3.780e-02 1.908e-01
artist.termssymphonic rock -1.860e-01 2.609e-01
artist.termssymphony -3.504e-01 2.062e-01
artist.termssynth punk -3.836e-01 2.607e-01
artist.termstango -3.581e-01 1.891e-01
artist.termstech house -2.809e-01 1.867e-01
artist.termstechno -5.187e-02 1.912e-01
artist.termsteen pop -2.414e-01 1.919e-01
artist.termstejano -4.001e-01 1.879e-01
artist.termstexas blues -1.986e-01 1.881e-01
artist.termsthrash core -2.525e-01 1.973e-01
artist.termstrance -2.827e-01 1.991e-01
artist.termstribal house -1.905e-01 2.062e-01
artist.termstrip hop -1.773e-01 1.864e-01
artist.termstrip rock -1.986e-01 2.129e-01
artist.termsturnablism -1.885e-01 1.955e-01
artist.termstwee pop -1.560e-01 1.894e-01
artist.termsuk garage -3.461e-01 1.971e-01
artist.termsunderground rap -2.228e-01 2.028e-01
artist.termsurban -1.470e-01 2.129e-01
artist.termsurban folk -3.347e-01 1.956e-01
artist.termsvallenato -1.988e-01 1.955e-01
artist.termsvaudeville -2.770e-01 1.943e-01
artist.termsvideo game music -2.240e-01 2.061e-01
artist.termsviking metal -5.525e-02 1.925e-01
artist.termsvisual kei -1.815e-01 2.258e-01
artist.termsvocal house -2.642e-01 1.991e-01
artist.termsvocal jazz -2.190e-01 1.912e-01
artist.termswestern swing -2.385e-01 1.876e-01
artist.termsworld beat -3.086e-01 1.919e-01
artist.termsworld fusion -3.635e-01 2.607e-01
artist.termszouk -3.489e-01 1.918e-01
artist.termszouklove -2.629e-01 2.606e-01
artist.termszydeco -2.068e-01 1.877e-01
t value Pr(>|t|)
(Intercept) 1.135 0.2564
artist.familiarity 12.201 <2e-16 ***
artist.hotttnesss 10.866 <2e-16 ***
song.year 21.680 <2e-16 ***
artist.terms_freq -1.779 0.0753 .
artist.termsafrobeat -0.825 0.4093
artist.termsall-female 0.596 0.5514
artist.termsalternative -1.085 0.2779
artist.termsalternative country 0.244 0.8076
artist.termsalternative dance -1.202 0.2296
artist.termsalternative hip hop -1.401 0.1611
artist.termsalternative metal -0.842 0.4001
artist.termsalternative rap -0.412 0.6802
artist.termsalternative rock -1.331 0.1832
artist.termsambient black metal -1.724 0.0848 .
artist.termsamericana -1.080 0.2804
artist.termsarabesque -1.631 0.1029
artist.termsart rock -0.323 0.7470
artist.termsavantgarde metal -1.838 0.0662 .
artist.termsbachata -1.413 0.1578
artist.termsballad -1.518 0.1290
artist.termsballet 0.065 0.9478
artist.termsbanda -0.137 0.8913
artist.termsbass music -1.521 0.1284
artist.termsbatucada -0.205 0.8374
artist.termsbeat -1.011 0.3121
artist.termsbebop -1.469 0.1419
artist.termsbel canto -0.422 0.6727
artist.termsbhangra -1.575 0.1152
artist.termsbig band -0.579 0.5627
artist.termsbig beat -0.546 0.5854
artist.termsblack metal -0.666 0.5056
artist.termsblackened death metal -0.469 0.6389
artist.termsblue-eyed soul -1.119 0.2631
artist.termsbluegrass -1.185 0.2362
artist.termsblues -1.470 0.1418
artist.termsblues-rock -1.002 0.3163
artist.termsboogaloo 0.298 0.7661
artist.termsbossa nova -1.889 0.0589 .
artist.termsbrazil -1.704 0.0884 .
artist.termsbrazilian jazz -1.078 0.2810
artist.termsbrazilian pop music -1.094 0.2742
artist.termsbreakbeat -0.764 0.4450
artist.termsbreakcore -1.242 0.2144
artist.termsbrill building pop -1.427 0.1535
artist.termsbritish blues -0.522 0.6015
artist.termsbritish invasion -1.278 0.2013
artist.termsbritish pop -1.062 0.2883
artist.termsbroken beat -1.088 0.2767
artist.termsbrutal death metal -0.968 0.3331
artist.termsbulerias -1.875 0.0609 .
artist.termscabaret -2.321 0.0203 *
artist.termscalypso -1.739 0.0821 .
artist.termscanadian -0.789 0.4301
artist.termscantonese pop -0.721 0.4711
artist.termsccm -1.628 0.1036
artist.termsceltic -1.364 0.1726
artist.termsceltic fusion 0.133 0.8940
artist.termsceltic punk -0.599 0.5494
artist.termsceltic rock -0.767 0.4432
artist.termschamber jazz -1.522 0.1281
artist.termschamber pop -0.833 0.4047
artist.termschanson -1.461 0.1442
artist.termschanson francaise -1.040 0.2982
artist.termscharanga -1.759 0.0786 .
artist.termschicago blues -1.266 0.2057
artist.termschicago house -1.559 0.1190
artist.termschicago soul -1.557 0.1195
artist.termschill-out -1.284 0.1992
artist.termschinese music -1.119 0.2630
artist.termschoro -1.022 0.3068
artist.termschorus -1.808 0.0707 .
artist.termschristian hardcore -0.814 0.4159
artist.termschristian metal -0.678 0.4980
artist.termschristian music -2.180 0.0293 *
artist.termschristian rock -0.881 0.3785
artist.termsclassic country -2.071 0.0384 *
artist.termsclassic female blues -1.740 0.0819 .
artist.termsclassic rock -0.759 0.4481
artist.termsclassical -1.559 0.1191
artist.termsclose harmony -1.702 0.0889 .
artist.termsclub -0.752 0.4523
artist.termscomedy -1.368 0.1714
artist.termscomedy rap -0.017 0.9861
artist.termscomedy rock -1.082 0.2794
artist.termscongo -0.167 0.8676
artist.termscool jazz -1.532 0.1256
artist.termscountry -1.339 0.1808
artist.termscountry blues -0.823 0.4104
artist.termscountry gospel -1.505 0.1324
artist.termscountry music -1.514 0.1300
artist.termscountry rock -1.397 0.1623
artist.termscrunk -1.733 0.0831 .
artist.termscumbia -1.460 0.1444
artist.termsdance pop -1.171 0.2417
artist.termsdance rock -1.140 0.2545
artist.termsdance-punk -1.305 0.1918
artist.termsdancehall -2.122 0.0339 *
artist.termsdark ambient -1.722 0.0851 .
artist.termsdark wave -0.202 0.8402
artist.termsdeath core -0.675 0.5000
artist.termsdeath metal -0.633 0.5268
artist.termsdeathrock -1.061 0.2889
artist.termsdeep house -1.237 0.2163
artist.termsdelta blues -1.828 0.0676 .
artist.termsdetroit techno -1.711 0.0871 .
artist.termsdigital hardcore -1.134 0.2567
artist.termsdirty rap -1.672 0.0945 .
artist.termsdirty south rap -1.235 0.2170
artist.termsdisco -1.401 0.1612
artist.termsdisco house -1.392 0.1640
artist.termsdoo-wop -1.561 0.1186
artist.termsdoom metal -0.688 0.4912
artist.termsdowntempo -1.255 0.2096
artist.termsdream pop -1.085 0.2780
artist.termsdub -0.766 0.4440
artist.termsdubstep -0.913 0.3613
artist.termsdubtronica -0.697 0.4860
artist.termsearly music -0.424 0.6712
artist.termseast coast hip hop -0.282 0.7780
artist.termseasy listening -1.405 0.1600
artist.termselectric blues -1.809 0.0705 .
artist.termselectro -1.823 0.0684 .
artist.termselectro rock -0.580 0.5619
artist.termselectroclash -0.643 0.5201
artist.termselectronic -0.850 0.3952
artist.termselectronica -1.209 0.2269
artist.termselectropop -0.191 0.8487
artist.termsemo -1.332 0.1830
artist.termsethnic -0.623 0.5336
artist.termseurodance -1.110 0.2671
artist.termseuropop -0.655 0.5123
artist.termsexotica -0.088 0.9297
artist.termsexperimental pop -0.688 0.4912
artist.termsexperimental rock -0.721 0.4707
artist.termsfemale vocalist -0.913 0.3612
artist.termsfilk -1.752 0.0799 .
artist.termsflamenco -1.146 0.2518
artist.termsfolk -0.864 0.3875
artist.termsfolk metal -0.760 0.4472
artist.termsfolk punk -0.049 0.9613
artist.termsfolk rock -1.431 0.1524
artist.termsfolk-pop -1.133 0.2574
artist.termsfolktronica -0.254 0.7991
artist.termsfreakbeat -0.693 0.4880
artist.termsfree improvisation -1.343 0.1795
artist.termsfree jazz -1.094 0.2740
artist.termsfree music -1.687 0.0917 .
artist.termsfreestyle -1.520 0.1286
artist.termsfrench pop -0.563 0.5734
artist.termsfrevo -1.551 0.1210
artist.termsfunk -1.296 0.1950
artist.termsfunk metal -0.665 0.5058
artist.termsfunk rock -0.912 0.3620
artist.termsfunky house 0.516 0.6059
artist.termsfunny -0.624 0.5329
artist.termsfusion -1.280 0.2005
artist.termsfuture jazz -1.581 0.1140
artist.termsgabba -1.174 0.2405
artist.termsgaita -1.463 0.1435
artist.termsgangster rap -1.342 0.1798
artist.termsgarage rock -0.758 0.4486
artist.termsgerman -1.753 0.0796 .
artist.termsgerman pop -1.317 0.1880
artist.termsghetto tech -1.391 0.1643
artist.termsglam -1.064 0.2876
artist.termsglam metal -0.560 0.5756
artist.termsglam rock -1.655 0.0980 .
artist.termsglitch -1.355 0.1754
artist.termsgoregrind -0.332 0.7402
artist.termsgospel -1.619 0.1055
artist.termsgothic metal -0.555 0.5786
artist.termsgothic rock -0.799 0.4243
artist.termsgreek -0.425 0.6708
artist.termsgrime -0.477 0.6334
artist.termsgrindcore -1.386 0.1659
artist.termsgroove metal -0.629 0.5296
artist.termsgrunge -0.434 0.6642
artist.termsguitarist -0.247 0.8051
artist.termsgypsy jazz -0.895 0.3710
artist.termshappy hardcore -1.258 0.2084
artist.termshard bop -1.327 0.1844
artist.termshard house -1.332 0.1830
artist.termshard rock -1.085 0.2782
artist.termshard trance -1.687 0.0916 .
artist.termshardcore hip hop -0.949 0.3424
artist.termshardcore metal -0.620 0.5350
artist.termshardcore punk -0.844 0.3986
artist.termshardcore techno 0.105 0.9162
artist.termshardstyle -0.595 0.5522
artist.termsharmonica blues -1.465 0.1429
artist.termsheartland rock -1.511 0.1308
artist.termsheavy metal -0.971 0.3318
artist.termship hop -1.179 0.2383
artist.termship house -1.724 0.0848 .
artist.termshonky tonk -1.525 0.1273
artist.termshorror punk -1.038 0.2995
artist.termshumppa -0.819 0.4127
artist.termshyphy -2.076 0.0379 *
artist.termsillbient -0.577 0.5639
artist.termsindie -1.577 0.1149
artist.termsindie pop -0.064 0.9493
artist.termsindie rock -0.639 0.5229
artist.termsindietronica -0.908 0.3638
artist.termsindustrial dance -0.294 0.7686
artist.termsindustrial metal -0.788 0.4307
artist.termsindustrial rock 0.017 0.9867
artist.termsinstrumental pop -1.424 0.1544
artist.termsinstrumental rock -0.868 0.3857
artist.termsirish -0.988 0.3234
artist.termsirish folk -0.977 0.3285
artist.termsisland music -2.328 0.0200 *
artist.termsitalian disco -0.364 0.7160
artist.termsj pop -1.439 0.1502
artist.termsjam band 0.173 0.8628
artist.termsjangle pop -0.809 0.4183
artist.termsjapanese 0.448 0.6543
artist.termsjazz -1.353 0.1762
artist.termsjazz blues -2.144 0.0321 *
artist.termsjazz funk -1.183 0.2369
artist.termsjazz fusion -1.169 0.2425
artist.termsjazz rap -0.496 0.6197
artist.termsjug band -1.135 0.2563
artist.termsjump blues -1.413 0.1576
artist.termsjungle music -1.461 0.1442
artist.termskizomba -0.440 0.6599
artist.termsklezmer -0.243 0.8080
artist.termskraut rock -1.497 0.1346
artist.termslatin -0.160 0.8729
artist.termslatin jazz -1.468 0.1421
artist.termslatin pop -1.189 0.2345
artist.termslo-fi -0.748 0.4547
artist.termslos angeles -1.246 0.2130
artist.termslouisiana blues -1.128 0.2592
artist.termslounge music 0.910 0.3631
artist.termslovers rock -1.430 0.1528
artist.termslullaby -1.812 0.0701 .
artist.termsmale vocalist -1.324 0.1856
artist.termsmambo -1.679 0.0933 .
artist.termsmanouche -1.922 0.0546 .
artist.termsmariachi -2.204 0.0276 *
artist.termsmarimba -0.010 0.9922
artist.termsmarrabenta -1.458 0.1450
artist.termsmath rock -0.968 0.3332
artist.termsmath-core -0.941 0.3465
artist.termsmeditation -1.193 0.2329
artist.termsmelbourne -1.541 0.1233
artist.termsmelodic death metal -2.474 0.0134 *
artist.termsmelodic hardcore -1.030 0.3031
artist.termsmelodic metalcore -0.309 0.7574
artist.termsmerengue -0.986 0.3243
artist.termsmerseybeat -0.580 0.5622
artist.termsmexico -1.191 0.2336
artist.termsmiami bass -1.349 0.1773
artist.termsmodern rock -1.193 0.2328
artist.termsmotown -0.777 0.4373
artist.termsmusette -0.913 0.3613
artist.termsmusica 0.010 0.9917
artist.termsneo soul -0.819 0.4128
artist.termsneo-progressive -1.685 0.0921 .
artist.termsneoclassical -0.161 0.8723
artist.termsneofolk -1.506 0.1321
artist.termsneue deutsche welle -2.042 0.0413 *
artist.termsnew age -2.032 0.0422 *
artist.termsnew beat -1.493 0.1355
artist.termsnew jack swing -0.740 0.4592
artist.termsnew orleans blues -0.989 0.3228
artist.termsnew orleans jazz -0.728 0.4666
artist.termsnew romantic -2.263 0.0237 *
artist.termsnew wave -1.237 0.2162
artist.termsno wave -0.784 0.4332
artist.termsnoise pop 0.123 0.9023
artist.termsnoise rock -0.833 0.4049
artist.termsnorthern soul -0.630 0.5286
artist.termsnu jazz -1.081 0.2797
artist.termsnu metal -0.189 0.8499
artist.termsnu-soul -1.839 0.0660 .
artist.termsoi -1.052 0.2929
artist.termsoldies -1.284 0.1991
artist.termsopera -0.927 0.3538
artist.termsorchestra -1.640 0.1011
artist.termsoutlaw country -1.002 0.3166
artist.termsparody -1.078 0.2812
artist.termspatriotic -0.952 0.3413
artist.termspeace punk 0.300 0.7641
artist.termspiano blues -1.501 0.1333
artist.termspiano rock -1.256 0.2091
artist.termspiedmont blues -1.778 0.0754 .
artist.termspinoy rock -0.770 0.4411
artist.termspolka -1.524 0.1275
artist.termspop -0.470 0.6387
artist.termspop folk -2.089 0.0367 *
artist.termspop punk -0.552 0.5810
artist.termspop rap -1.466 0.1426
artist.termspop rock -0.981 0.3268
artist.termspost rock -0.734 0.4627
artist.termspost-grunge -0.932 0.3514
artist.termspost-hardcore -0.716 0.4743
artist.termspower electronics -0.118 0.9064
artist.termspower metal -0.426 0.6700
artist.termspower pop -1.066 0.2866
artist.termsprogressive bluegrass -1.542 0.1231
artist.termsprogressive house -1.221 0.2223
artist.termsprogressive metal -0.641 0.5214
artist.termsprogressive rock -0.443 0.6577
artist.termsprogressive trance -1.918 0.0551 .
artist.termsprotopunk -1.892 0.0585 .
artist.termspsychedelic rock -0.566 0.5713
artist.termspsychobilly -1.151 0.2496
artist.termspunk -0.851 0.3946
artist.termspunk blues -0.190 0.8493
artist.termsqueercore -0.312 0.7553
artist.termsquiet storm -1.235 0.2168
artist.termsr&b -1.531 0.1259
artist.termsragtime -1.244 0.2137
artist.termsranchera -1.255 0.2095
artist.termsrap -1.041 0.2978
artist.termsrap metal -0.637 0.5244
artist.termsrap rock -0.059 0.9532
artist.termsrapcore -1.251 0.2110
artist.termsrare groove 0.386 0.6997
artist.termsreggae -1.705 0.0883 .
artist.termsreggaeton -0.951 0.3419
artist.termsreligious music -1.580 0.1142
artist.termsrequiem -0.003 0.9972
artist.termsrock -0.907 0.3643
artist.termsrock 'n roll -1.413 0.1576
artist.termsrock steady -1.202 0.2295
artist.termsrockabilly -2.023 0.0431 *
artist.termsroots reggae -1.511 0.1308
artist.termsroots rock -1.119 0.2633
artist.termsrumba -1.555 0.1200
artist.termsRussian Easter Festival_ Overture_ Op.36 1.779 0.0753 .
artist.termssalsa -0.990 0.3221
artist.termssamba -0.937 0.3490
artist.termsscreamo -1.186 0.2356
artist.termsserialism -1.516 0.1297
artist.termsshock rock -1.202 0.2293
artist.termsshoegaze -0.288 0.7731
artist.termsshow tunes -0.017 0.9867
artist.termssinger-songwriter -1.376 0.1690
artist.termsska -1.282 0.2000
artist.termsska punk -1.064 0.2873
artist.termsskate punk -0.814 0.4158
artist.termsslack key guitar -0.959 0.3375
artist.termsslow core -0.508 0.6111
artist.termssludge metal -0.277 0.7815
artist.termssmooth jazz -1.288 0.1978
artist.termssoft rock -0.978 0.3282
artist.termssoukous -1.556 0.1198
artist.termssoul -0.976 0.3293
artist.termssoul blues -1.991 0.0465 *
artist.termssoul jazz -1.184 0.2363
artist.termssoul music -0.885 0.3760
artist.termssoundtrack -1.326 0.1849
artist.termssouthern gospel -1.312 0.1894
artist.termssouthern rock -1.239 0.2153
artist.termssouthern soul 0.632 0.5273
artist.termsspace age pop -1.403 0.1607
artist.termsspace music 0.305 0.7607
artist.termsspace rock 0.157 0.8754
artist.termsspeed metal -0.282 0.7781
artist.termsspeedcore -1.568 0.1169
artist.termsstand-up comedy -0.722 0.4701
artist.termsstoner metal -0.725 0.4685
artist.termsstoner rock -0.460 0.6458
artist.termsstraight edge -0.613 0.5396
artist.termssuomi rock -1.675 0.0939 .
artist.termssurf music -0.568 0.5700
artist.termsswamp rock -0.455 0.6489
artist.termsswedish 0.568 0.5702
artist.termsswiss -1.491 0.1359
artist.termssympho black metal -0.198 0.8429
artist.termssymphonic rock -0.713 0.4759
artist.termssymphony -1.699 0.0893 .
artist.termssynth punk -1.472 0.1412
artist.termstango -1.894 0.0583 .
artist.termstech house -1.505 0.1325
artist.termstechno -0.271 0.7862
artist.termsteen pop -1.258 0.2083
artist.termstejano -2.130 0.0332 *
artist.termstexas blues -1.056 0.2911
artist.termsthrash core -1.280 0.2006
artist.termstrance -1.420 0.1556
artist.termstribal house -0.924 0.3556
artist.termstrip hop -0.951 0.3416
artist.termstrip rock -0.933 0.3510
artist.termsturnablism -0.964 0.3350
artist.termstwee pop -0.824 0.4101
artist.termsuk garage -1.756 0.0792 .
artist.termsunderground rap -1.099 0.2720
artist.termsurban -0.690 0.4900
artist.termsurban folk -1.711 0.0871 .
artist.termsvallenato -1.017 0.3091
artist.termsvaudeville -1.426 0.1541
artist.termsvideo game music -1.087 0.2770
artist.termsviking metal -0.287 0.7741
artist.termsvisual kei -0.804 0.4216
artist.termsvocal house -1.327 0.1846
artist.termsvocal jazz -1.145 0.2521
artist.termswestern swing -1.271 0.2037
artist.termsworld beat -1.608 0.1079
artist.termsworld fusion -1.394 0.1633
artist.termszouk -1.818 0.0690 .
artist.termszouklove -1.009 0.3132
artist.termszydeco -1.102 0.2707
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1843 on 5240 degrees of freedom
(3 observations deleted due to missingness)
Multiple R-squared: 0.4841, Adjusted R-squared: 0.4442
F-statistic: 12.14 on 405 and 5240 DF, p-value: < 2.2e-16
<- lm (song.hotttnesss ~ song.loudness + song.mode + song.tatums_start + + song.time_signature, data = music)summary (final_song_model)
Call:
lm(formula = song.hotttnesss ~ song.loudness + song.mode + song.tatums_start +
song.tempo + song.time_signature, data = music)
Residuals:
Min 1Q Median 3Q Max
-0.45472 -0.18881 0.01911 0.18775 0.67749
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.4026200 0.0181524 22.180 < 2e-16 ***
song.loudness 0.0106432 0.0006390 16.656 < 2e-16 ***
song.mode -0.0131920 0.0069583 -1.896 0.05803 .
song.tatums_start 0.0198918 0.0062529 3.181 0.00147 **
song.tempo 0.0002994 0.0000930 3.220 0.00129 **
song.time_signature 0.0036203 0.0026033 1.391 0.16438
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2404 on 5643 degrees of freedom
Multiple R-squared: 0.0554, Adjusted R-squared: 0.05456
F-statistic: 66.19 on 5 and 5643 DF, p-value: < 2.2e-16
