Learn R:

Interactive plots with {ggplot2} and {ggiraph}

McCall Pitcher
Center for Data and Visualization Sciences

February 13, 2026

Topics we will cover today


01. What and why of interactivity

02. Quick {ggplot2} review

03. Adding interactivity

04. Customizing interactivity

01.
What and why of interactivity

What is interactivity?

A way of showing data that responds to user input

  • Hovering
  • Clicking
  • Zooming
  • Filtering

What is interactivity?

A way of showing data that responds to user input

  • Hovering
  • Clicking
  • Zooming
  • Filtering

What is interactivity?

A way of showing data that responds to user input

  • Hovering
  • Clicking
  • Zooming
  • Filtering

+

Why interactivity?

  • Invites user participation

  • Allows for exploration

  • Can include more data/context as a layered experience

But!

Interactivity should not replace storytelling!

Examples

02.
Quick {ggplot2} review

Today’s data

bowie
Rows: 276 | Columns: 17
track album year duration_sec time_signature danceability energy key loudness mode speechiness acousticness instrumentalness liveness valence tempo popularity
Come And Buy My Toys David Bowie 1967 129 4 0.511 0.1830 7 -16.877 1 0.0604 8.47e-01 1.08e-06 0.1030 0.5290 105.661 33
When I Live My Dream David Bowie 1967 204 4 0.487 0.1900 5 -14.557 1 0.0294 7.12e-01 0.00e+00 0.2360 0.4970 91.284 30
Love You Till Tuesday David Bowie 1967 194 4 0.542 0.3460 0 -15.528 1 0.0338 7.74e-01 4.33e-05 0.0651 0.8340 148.984 29
Uncle Arthur David Bowie 1967 131 4 0.689 0.3370 4 -15.009 1 0.0783 7.01e-01 0.00e+00 0.0882 0.9160 101.078 27
Rubber Band David Bowie 1967 139 4 0.726 0.3120 2 -16.492 1 0.0725 8.26e-01 1.01e-05 0.1230 0.4610 125.776 27
Sell Me A Coat David Bowie 1967 182 4 0.569 0.2560 7 -15.261 1 0.0462 7.43e-01 0.00e+00 0.1540 0.5160 125.484 25
There Is A Happy Land David Bowie 1967 197 4 0.572 0.3380 9 -14.829 0 0.0275 7.19e-01 1.80e-06 0.1000 0.5720 98.887 25
She's Got Medals David Bowie 1967 146 4 0.575 0.4170 9 -11.966 1 0.0575 3.76e-01 1.50e-06 0.2770 0.5130 143.639 25
We Are Hungry Men David Bowie 1967 180 4 0.400 0.3650 2 -14.003 1 0.0639 1.91e-01 0.00e+00 0.1330 0.7780 147.764 23
Maid Of Bond Street David Bowie 1967 105 3 0.588 0.3260 7 -12.594 1 0.0582 7.95e-01 0.00e+00 0.3400 0.7090 90.028 23
Please Mr. Gravedigger David Bowie 1967 156 4 0.471 0.5230 2 -18.698 1 0.8700 6.65e-01 0.00e+00 0.2640 0.3210 127.863 23
Join The Gang David Bowie 1967 141 4 0.526 0.4810 2 -13.734 1 0.1960 6.47e-01 0.00e+00 0.0927 0.9000 124.049 22
Space Oddity David Bowie (aka Space Oddity) 1969 318 4 0.310 0.4030 0 -13.664 1 0.0326 7.26e-02 9.27e-05 0.1390 0.4660 134.480 71
Letter to Hermione David Bowie (aka Space Oddity) 1969 156 4 0.409 0.2640 4 -16.366 0 0.0381 8.46e-01 2.10e-04 0.1080 0.5500 81.053 39
God Knows I'm Good David Bowie (aka Space Oddity) 1969 202 4 0.418 0.4360 7 -12.942 1 0.0327 5.27e-01 0.00e+00 0.0896 0.7040 169.748 39
Unwashed and Somewhat Slightly Dazed David Bowie (aka Space Oddity) 1969 412 4 0.274 0.7550 5 -10.107 1 0.0919 4.83e-03 1.92e-05 0.2040 0.5740 165.438 34
Cygnet Committee David Bowie (aka Space Oddity) 1969 579 4 0.308 0.5370 0 -11.115 1 0.0447 1.24e-01 0.00e+00 0.0812 0.3220 132.942 34
Memory of a Free Festival David Bowie (aka Space Oddity) 1969 430 4 0.292 0.3960 7 -11.413 1 0.0469 5.39e-01 0.00e+00 0.0818 0.3530 121.192 33
Janine David Bowie (aka Space Oddity) 1969 205 4 0.541 0.6640 7 -11.418 1 0.0521 6.08e-02 9.55e-06 0.0814 0.7700 88.883 31
An Occasional Dream David Bowie (aka Space Oddity) 1969 180 4 0.349 0.3410 7 -14.701 1 0.0321 8.37e-01 3.98e-03 0.1080 0.2240 140.254 31
Wild Eyed Boy from Freecloud David Bowie (aka Space Oddity) 1969 293 4 0.393 0.3000 4 -12.535 0 0.0330 8.09e-01 7.68e-04 0.2550 0.1530 127.762 31
The Man Who Sold the World The Man Who Sold the World 1970 241 4 0.474 0.3870 2 -14.416 0 0.0305 6.42e-01 5.57e-03 0.1430 0.5450 118.486 62
The Width of a Circle The Man Who Sold the World 1970 492 4 0.383 0.4300 9 -13.691 1 0.0383 1.19e-02 1.93e-02 0.2130 0.1800 133.826 41
All the Madmen The Man Who Sold the World 1970 343 4 0.352 0.4240 11 -11.840 0 0.0397 1.46e-01 0.00e+00 0.0660 0.1810 134.382 36
Black Country Rock The Man Who Sold the World 1970 216 4 0.429 0.5880 2 -11.621 1 0.0338 4.56e-02 1.48e-05 0.2070 0.7880 79.007 35
After All The Man Who Sold the World 1970 240 3 0.381 0.1540 9 -20.427 0 0.0346 8.62e-01 7.12e-02 0.0788 0.1090 124.607 33
Running Gun Blues The Man Who Sold the World 1970 195 4 0.436 0.4040 7 -11.815 1 0.0308 2.19e-01 2.08e-04 0.1960 0.5390 76.479 32
The Supermen The Man Who Sold the World 1970 221 4 0.325 0.5940 0 -12.992 1 0.0609 4.78e-01 4.49e-03 0.0663 0.5000 174.082 32
Saviour Machine The Man Who Sold the World 1970 270 3 0.187 0.5800 5 -10.926 1 0.0501 3.70e-01 3.88e-04 0.0748 0.3140 202.196 31
She Shook Me Cold The Man Who Sold the World 1970 257 4 0.233 0.5310 2 -12.363 1 0.0440 1.35e-01 9.59e-06 0.1070 0.4180 139.688 31
Life on Mars? Hunky Dory 1971 235 4 0.445 0.3840 10 -14.642 1 0.0417 6.35e-01 7.74e-05 0.0539 0.2160 123.295 69
Changes Hunky Dory 1971 217 4 0.559 0.3080 0 -11.750 1 0.0376 5.05e-01 0.00e+00 0.1090 0.4140 113.633 67
Oh! You Pretty Things Hunky Dory 1971 193 4 0.557 0.2770 6 -9.920 1 0.0350 7.97e-01 0.00e+00 0.0984 0.2480 76.328 56
Queen Bitch Hunky Dory 1971 200 4 0.599 0.6370 0 -13.083 1 0.0305 2.48e-02 0.00e+00 0.0612 0.9680 137.171 52
Kooks Hunky Dory 1971 173 4 0.606 0.2780 9 -17.746 1 0.0378 5.01e-01 0.00e+00 0.1210 0.6940 127.163 51
Quicksand Hunky Dory 1971 306 4 0.422 0.2450 2 -17.091 1 0.0344 3.44e-01 0.00e+00 0.0737 0.3290 117.347 47
Eight Line Poem Hunky Dory 1971 175 4 0.542 0.0229 0 -24.515 1 0.0428 9.63e-01 3.80e-04 0.0881 0.1710 116.264 45
Andy Warhol Hunky Dory 1971 234 4 0.544 0.4490 4 -16.498 0 0.0729 1.68e-01 0.00e+00 0.6370 0.4120 84.084 45
The Bewlay Brothers Hunky Dory 1971 329 4 0.533 0.1020 7 -21.740 1 0.0456 3.80e-01 0.00e+00 0.0511 0.1890 119.790 42
Fill Your Heart Hunky Dory 1971 190 4 0.401 0.1560 4 -18.920 1 0.0377 8.11e-01 0.00e+00 0.0844 0.5020 156.742 41
Song for Bob Dylan Hunky Dory 1971 253 4 0.421 0.4590 4 -15.411 1 0.0441 1.67e-01 0.00e+00 0.0637 0.6420 139.299 40
The Jean Genie Aladdin Sane 1972 248 4 0.580 0.5710 9 -9.116 1 0.0321 3.78e-01 5.13e-06 0.3580 0.8180 128.150 55
Lady Grinning Soul Aladdin Sane 1972 235 4 0.373 0.5600 4 -8.419 1 0.0394 3.26e-02 1.66e-04 0.0795 0.1670 93.208 52
Drive-In Saturday Aladdin Sane 1972 272 3 0.302 0.5600 7 -9.528 1 0.0370 3.48e-01 0.00e+00 0.0674 0.4300 201.015 47
The Prettiest Star Aladdin Sane 1972 211 4 0.566 0.5590 5 -8.165 1 0.0334 2.15e-01 2.27e-03 0.3240 0.6060 118.276 47
Cracked Actor Aladdin Sane 1972 181 4 0.436 0.8780 11 -7.713 0 0.0893 2.95e-04 6.24e-06 0.0807 0.5980 126.120 44
Aladdin Sane Aladdin Sane 1972 310 4 0.420 0.7130 2 -10.286 1 0.0409 2.09e-01 5.86e-04 0.1200 0.5550 117.853 43
Panic in Detroit Aladdin Sane 1972 268 4 0.426 0.7980 11 -9.300 0 0.0399 6.22e-03 1.12e-03 0.0981 0.7670 93.655 41
Time Aladdin Sane 1972 315 4 0.330 0.6510 0 -8.731 1 0.0398 1.92e-01 2.68e-06 0.1050 0.3700 145.178 41
Watch That Man Aladdin Sane 1972 270 4 0.475 0.9340 7 -7.579 1 0.0367 8.97e-05 9.94e-03 0.0587 0.7710 129.006 40
Lets Spend the Night Together Aladdin Sane 1972 190 4 0.442 0.8810 9 -8.917 1 0.0429 1.52e-02 2.71e-04 0.0514 0.9300 163.875 37
Starman The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 254 4 0.486 0.4490 5 -10.298 1 0.0267 1.66e-01 2.23e-06 0.5400 0.5490 100.456 77
Moonage Daydream The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 279 4 0.560 0.6050 11 -11.209 0 0.0348 4.08e-02 1.62e-04 0.0585 0.7560 144.478 67
Ziggy Stardust The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 193 4 0.515 0.5540 7 -11.616 1 0.0784 4.78e-02 0.00e+00 0.2190 0.5090 80.146 63
Suffragette City The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 208 4 0.455 0.8830 2 -9.159 1 0.0384 3.68e-01 0.00e+00 0.2770 0.7820 142.638 59
Five Years The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 283 3 0.460 0.3260 7 -10.699 1 0.0417 1.42e-01 1.01e-05 0.0449 0.3210 152.531 57
Rock 'n' Roll Suicide The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 178 3 0.457 0.3080 0 -11.474 1 0.0398 3.09e-01 1.64e-06 0.1070 0.2710 103.110 57
Soul Love The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 214 4 0.573 0.4040 2 -12.142 1 0.0626 5.79e-02 1.52e-06 0.2170 0.7090 72.906 55
Lady Stardust The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 201 4 0.593 0.3680 9 -12.257 1 0.0337 6.15e-01 0.00e+00 0.0905 0.4840 128.800 55
It Ain't Easy The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 177 4 0.503 0.2790 2 -12.755 1 0.0281 1.74e-02 0.00e+00 0.2140 0.1770 133.558 50
Star The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 167 4 0.452 0.8560 0 -8.721 1 0.0448 1.78e-01 3.32e-05 0.1850 0.5530 138.486 49
Hang on to Yourself The Rise and Fall of Ziggy Stardust and the Spiders from Mars 1972 159 4 0.476 0.7880 2 -10.654 1 0.0322 2.41e-02 3.77e-02 0.3580 0.9360 89.551 49
Sorrow Pinups 1973 173 4 0.661 0.5350 0 -12.173 1 0.0677 4.38e-01 1.62e-05 0.3190 0.6870 119.545 51
Friday on My Mind Pinups 1973 176 4 0.576 0.6720 9 -11.531 1 0.0472 7.71e-02 0.00e+00 0.3350 0.7440 94.441 31
Here Comes the Night Pinups 1973 189 4 0.461 0.6370 4 -11.380 1 0.0410 2.57e-02 3.59e-05 0.4190 0.6580 98.362 29
See Emily Play Pinups 1973 253 4 0.478 0.6460 7 -12.919 1 0.0405 2.85e-03 9.06e-02 0.1970 0.1840 120.459 29
Rosalyn Pinups 1973 143 4 0.514 0.8820 5 -9.891 1 0.0465 6.71e-04 1.29e-03 0.2520 0.8490 116.604 28
I Wish You Would Pinups 1973 168 4 0.554 0.6910 2 -10.531 1 0.0518 9.44e-04 1.05e-02 0.1860 0.5430 101.207 28
I Can't Explain Pinups 1973 135 4 0.566 0.5890 5 -10.348 1 0.0324 3.84e-02 7.06e-06 0.2650 0.7420 107.815 28
Where Have All the Good Times Gone Pinups 1973 161 4 0.707 0.7080 0 -9.372 1 0.0466 1.24e-01 5.69e-06 0.1540 0.6390 120.349 27
Don't Bring Me Down Pinups 1973 126 4 0.622 0.6080 2 -10.085 1 0.0525 1.35e-02 1.62e-02 0.0544 0.8690 100.005 26
Everything's Alright Pinups 1973 148 4 0.604 0.7670 0 -10.830 1 0.0447 2.34e-01 3.73e-05 0.0868 0.8150 149.228 25
Shapes of Things Pinups 1973 173 4 0.410 0.7500 0 -10.854 1 0.0605 3.94e-02 1.84e-03 0.0971 0.5010 126.346 25
Anyway, Anyhow, Anywhere Pinups 1973 193 4 0.501 0.7750 9 -11.367 1 0.0459 5.52e-02 6.70e-03 0.3590 0.5170 138.548 25
Rebel Rebel Diamond Dogs 1974 274 4 0.635 0.6860 9 -15.648 1 0.0530 2.09e-01 1.76e-02 0.2820 0.4640 125.988 72
Diamond Dogs Diamond Dogs 1974 364 4 0.540 0.7230 1 -14.887 0 0.0414 1.30e-01 6.52e-06 0.6010 0.4290 122.027 47
Sweet Thing Diamond Dogs 1974 219 4 0.358 0.3990 7 -15.799 1 0.0383 7.18e-01 6.89e-04 0.4380 0.2870 119.922 38
Rock 'n' Roll with Me Diamond Dogs 1974 242 4 0.391 0.4740 0 -13.518 1 0.0301 4.05e-01 0.00e+00 0.0738 0.4430 76.220 38
Future Legend Diamond Dogs 1974 60 3 0.265 0.3780 7 -18.603 1 0.0571 6.87e-01 0.00e+00 0.6570 0.5290 121.878 37
1984 Diamond Dogs 1974 207 4 0.468 0.6370 2 -13.742 0 0.1120 6.24e-01 0.00e+00 0.1480 0.5540 117.203 37
Candidate Diamond Dogs 1974 160 4 0.368 0.7340 9 -12.621 0 0.0844 8.03e-01 0.00e+00 0.8310 0.5260 129.308 35
We Are the Dead Diamond Dogs 1974 301 4 0.373 0.2790 5 -16.957 1 0.0413 7.60e-01 1.51e-06 0.1030 0.2870 138.547 35
Sweet Thing - Reprise; 2016 Remaster Diamond Dogs 1974 152 4 0.295 0.4760 0 -15.341 1 0.1070 6.43e-01 2.50e-03 0.7510 0.4610 122.707 34
Big Brother Diamond Dogs 1974 203 4 0.218 0.4630 11 -13.108 0 0.0392 5.43e-01 4.78e-05 0.6100 0.3490 180.138 34
Chant of the Ever Circling Skeletal Family Diamond Dogs 1974 126 3 0.489 0.5530 9 -14.513 1 0.2810 4.35e-02 6.32e-05 0.3880 0.4020 139.345 31
Fame Young Americans 1975 261 4 0.786 0.5550 10 -10.276 1 0.0471 4.54e-01 1.73e-02 0.0826 0.6730 95.100 61
Young Americans Young Americans 1975 313 4 0.614 0.7630 4 -8.949 0 0.1330 1.71e-01 0.00e+00 0.1190 0.8850 84.236 60
Right Young Americans 1975 262 4 0.546 0.7310 0 -10.051 1 0.1700 1.23e-01 2.66e-05 0.0651 0.7110 174.298 45
Somebody up There Likes Me Young Americans 1975 396 4 0.282 0.8350 9 -6.896 1 0.2030 2.35e-01 7.16e-06 0.3210 0.4610 185.540 41
Fascination Young Americans 1975 348 4 0.600 0.8490 2 -9.238 1 0.1480 1.27e-01 1.25e-06 0.0780 0.5380 108.197 37
Across the Universe Young Americans 1975 273 4 0.433 0.7270 9 -7.544 1 0.0942 1.56e-01 1.44e-06 0.0873 0.5440 141.933 37
Can You Hear Me Young Americans 1975 308 4 0.460 0.4500 5 -9.954 1 0.0355 1.20e-01 1.15e-05 0.4380 0.2270 75.440 37
Win Young Americans 1975 287 4 0.380 0.3900 0 -11.308 1 0.0319 4.79e-01 0.00e+00 0.0762 0.2200 139.568 36
Golden Years Station to Station 1976 243 4 0.680 0.7010 6 -10.360 0 0.0360 3.16e-01 4.72e-06 0.1110 0.9330 108.287 62
Wild Is the Wind Station to Station 1976 366 4 0.522 0.5800 9 -12.914 0 0.0324 1.56e-02 1.68e-03 0.0543 0.4930 98.489 50
Station to Station Station to Station 1976 617 4 0.470 0.7280 7 -12.031 1 0.0942 1.17e-01 8.86e-04 0.0426 0.6410 121.346 44
Stay Station to Station 1976 376 4 0.519 0.9020 2 -9.962 1 0.0510 2.10e-02 7.42e-04 0.2940 0.6240 119.083 40
Word on a Wing Station to Station 1976 364 4 0.616 0.6070 11 -10.777 1 0.0349 3.40e-01 1.09e-06 0.1000 0.5270 98.187 39
TVC15 Station to Station 1976 335 4 0.633 0.6920 0 -11.002 1 0.0268 1.79e-01 4.26e-06 0.1390 0.9150 112.114 39
Heroes "Heroes" 1977 371 4 0.489 0.7580 7 -6.491 1 0.0297 6.78e-04 4.90e-01 0.0920 0.4350 112.113 73
Beauty and the Beast "Heroes" 1977 216 4 0.551 0.9070 4 -6.750 0 0.0616 2.03e-03 1.08e-01 0.0358 0.7520 124.397 39
Sons of the Silent Age "Heroes" 1977 200 4 0.388 0.6460 10 -6.504 1 0.0329 9.45e-02 1.12e-03 0.0947 0.1570 111.222 36
Joe the Lion "Heroes" 1977 188 4 0.492 0.9450 3 -4.968 0 0.1260 2.33e-02 1.81e-01 0.1330 0.6600 121.607 35
Blackout "Heroes" 1977 229 4 0.533 0.9110 7 -5.742 1 0.0996 3.53e-03 3.36e-03 0.0828 0.7820 121.913 35
V-2 Schneider "Heroes" 1977 191 4 0.452 0.8260 0 -7.144 1 0.0465 5.81e-03 9.63e-01 0.3890 0.2070 123.182 35
Sense of Doubt "Heroes" 1977 239 5 0.100 0.3150 4 -19.137 0 0.0425 5.79e-01 9.33e-01 0.1440 0.0366 88.114 34
Moss Garden "Heroes" 1977 305 4 0.163 0.1950 1 -18.134 1 0.0359 3.86e-01 8.91e-01 0.1580 0.1800 77.685 34
The Secret Life of Arabia "Heroes" 1977 226 4 0.553 0.8770 2 -7.752 0 0.0474 9.94e-03 7.51e-03 0.1110 0.9120 104.752 34
Neukoln "Heroes" 1977 274 4 0.163 0.3380 10 -14.569 1 0.0429 8.89e-01 8.64e-01 0.1970 0.0392 75.753 31
Sound and Vision Low 1977 184 4 0.667 0.8040 2 -8.583 1 0.0398 3.28e-02 5.44e-02 0.0632 0.7590 105.799 60
Breaking Glass Low 1977 112 4 0.584 0.7840 9 -9.928 1 0.0367 2.78e-02 2.70e-01 0.3150 0.7950 94.474 44
Speed of Life Low 1977 167 4 0.423 0.8520 8 -9.269 1 0.0327 6.50e-03 8.99e-01 0.3310 0.6670 114.710 42
Always Crashing in the Same Car Low 1977 215 4 0.510 0.7310 0 -9.142 1 0.0287 2.04e-02 3.93e-01 0.0799 0.4860 105.185 40
Be My Wife Low 1977 176 4 0.497 0.8430 9 -6.645 0 0.0279 1.70e-03 2.66e-01 0.1960 0.8930 112.933 40
Warszawa Low 1977 387 3 0.168 0.2710 11 -16.105 1 0.0379 3.53e-01 8.08e-01 0.1160 0.0388 111.548 38
A New Career in a New Town Low 1977 175 4 0.642 0.8450 0 -9.415 1 0.0672 5.79e-02 8.73e-01 0.0747 0.6160 125.351 37
What in the World Low 1977 144 4 0.562 0.9700 0 -5.974 1 0.2070 2.70e-02 4.49e-03 0.0636 0.4940 122.916 36
Art Decade Low 1977 228 4 0.422 0.2400 9 -17.846 1 0.0279 8.69e-01 9.20e-01 0.1000 0.0431 78.006 36
Subterraneans Low 1977 343 4 0.158 0.1590 6 -16.850 0 0.0353 6.44e-01 3.79e-01 0.0942 0.0619 132.035 35
Weeping Wall Low 1977 209 3 0.451 0.4640 10 -17.121 1 0.0311 5.97e-01 7.82e-01 0.0987 0.5990 141.448 33
Boys Keep Swinging Lodger 1979 198 4 0.475 0.6900 9 -7.693 1 0.0394 3.95e-01 1.79e-01 0.0841 0.9080 122.628 38
D.J. Lodger 1979 241 4 0.641 0.8190 7 -7.949 1 0.0596 1.47e-01 3.30e-04 0.2860 0.8750 112.333 35
Fantastic Voyage Lodger 1979 175 4 0.382 0.4940 9 -9.429 1 0.0510 7.68e-01 0.00e+00 0.1350 0.7240 206.357 33
Look Back in Anger Lodger 1979 188 4 0.393 0.8370 9 -8.814 1 0.0550 5.14e-05 2.61e-02 0.2200 0.5130 128.816 33
Yassassin - Turkish For: Long Live Lodger 1979 253 4 0.523 0.4950 9 -9.499 1 0.0438 1.71e-01 2.76e-06 0.3820 0.7460 171.429 30
African Night Flight Lodger 1979 176 4 0.544 0.7090 2 -10.642 1 0.1370 5.64e-01 2.64e-04 0.4410 0.5440 159.715 29
Move On Lodger 1979 200 4 0.445 0.5930 8 -10.376 0 0.0576 4.76e-01 2.71e-04 0.3810 0.4370 150.481 28
Red Sails Lodger 1979 225 4 0.453 0.8360 9 -9.395 0 0.0569 1.39e-02 4.15e-02 0.1530 0.5870 144.079 28
Repetition Lodger 1979 180 4 0.735 0.7160 3 -11.404 1 0.0411 5.72e-01 7.15e-01 0.1150 0.9610 128.471 26
Red Money Lodger 1979 259 4 0.540 0.6560 7 -8.393 0 0.0401 9.27e-03 4.75e-02 0.1920 0.4980 107.565 26
Ashes to Ashes Scary Monsters (And Super Creeps) 1980 266 4 0.710 0.7430 1 -10.553 1 0.0507 2.73e-01 4.06e-04 0.2580 0.8660 120.277 63
Fashion Scary Monsters (And Super Creeps) 1980 290 4 0.855 0.7230 0 -9.508 1 0.0378 5.49e-01 1.44e-01 0.0830 0.9620 109.235 49
Scary Monsters (And Super Creeps) Scary Monsters (And Super Creeps) 1980 313 4 0.428 0.9780 4 -8.725 1 0.0636 2.44e-02 7.00e-03 0.1690 0.3010 142.905 45
Teenage Wildlife Scary Monsters (And Super Creeps) 1980 418 4 0.508 0.7460 1 -8.255 1 0.0364 2.89e-01 1.51e-01 0.0347 0.6390 108.594 37
It's No Game (Pt. 1) Scary Monsters (And Super Creeps) 1980 257 4 0.492 0.7980 7 -8.638 1 0.0571 1.10e-01 3.11e-05 0.4890 0.5270 101.405 36
Up the Hill Backwards Scary Monsters (And Super Creeps) 1980 195 4 0.385 0.8500 2 -9.151 1 0.0602 5.07e-03 1.89e-02 0.1190 0.9490 182.182 36
It's No Game (Pt. 2) Scary Monsters (And Super Creeps) 1980 266 4 0.662 0.8890 2 -10.472 1 0.0857 3.15e-01 1.61e-02 0.3310 0.5470 101.290 32
Scream Like a Baby Scary Monsters (And Super Creeps) 1980 216 4 0.568 0.8420 8 -7.935 1 0.0443 1.11e-01 3.04e-05 0.0813 0.5470 114.335 31
Kingdom Come Scary Monsters (And Super Creeps) 1980 227 4 0.519 0.9040 11 -7.764 1 0.0449 1.51e-01 1.39e-03 0.0967 0.7890 121.053 31
Because You're Young Scary Monsters (And Super Creeps) 1980 295 4 0.498 0.9120 0 -8.733 1 0.0527 8.19e-02 1.12e-01 0.0606 0.4770 121.279 31
Lets Dance Lets Dance 1983 457 4 0.654 0.7430 10 -7.440 0 0.0605 1.25e-02 2.72e-02 0.1530 0.6320 114.846 70
Modern Love Lets Dance 1983 288 4 0.358 0.9380 0 -5.577 1 0.0483 3.75e-03 9.20e-06 0.1170 0.9440 182.836 69
China Girl Lets Dance 1983 333 4 0.651 0.6990 4 -7.867 0 0.0277 3.90e-02 6.59e-02 0.1240 0.8320 133.793 61
Cat People (Putting Out Fire) Lets Dance 1983 309 4 0.502 0.8670 10 -5.631 1 0.0501 6.30e-02 3.95e-04 0.0918 0.7520 128.295 45
Criminal World Lets Dance 1983 265 4 0.551 0.7540 6 -7.522 0 0.0309 6.65e-02 1.25e-01 0.0589 0.9620 129.758 40
Without You Lets Dance 1983 189 4 0.746 0.6530 3 -8.903 1 0.0291 1.15e-01 2.85e-02 0.2880 0.8860 119.160 38
Ricochet Lets Dance 1983 313 3 0.664 0.8540 7 -7.349 1 0.0376 1.41e-01 0.00e+00 0.0717 0.7380 101.873 36
Shake It Lets Dance 1983 232 4 0.750 0.7120 0 -6.604 1 0.0574 2.00e-01 1.06e-04 0.0513 0.8870 115.403 36
Blue Jean Tonight 1984 191 4 0.559 0.8490 2 -6.390 1 0.0308 4.01e-02 3.30e-01 0.1310 0.8220 124.608 49
Loving The Alien Tonight 1984 432 4 0.604 0.7790 0 -7.549 1 0.0262 1.51e-02 2.60e-03 0.1410 0.7620 118.240 39
Tonight Tonight 1984 225 4 0.772 0.4500 9 -8.369 1 0.0265 7.91e-02 6.35e-03 0.0699 0.7930 98.472 38
God Only Knows Tonight 1984 189 4 0.563 0.6400 0 -7.246 1 0.0295 2.20e-01 4.41e-04 0.0881 0.6000 87.047 29
Don't Look Down Tonight 1984 251 4 0.706 0.3900 7 -8.060 1 0.0414 8.03e-02 0.00e+00 0.3000 0.7550 142.756 27
Neighborhood Threat Tonight 1984 192 4 0.494 0.9700 4 -5.558 0 0.2130 1.47e-01 3.65e-05 0.3900 0.6610 159.790 25
I Keep Forgettin' Tonight 1984 155 4 0.792 0.7030 11 -7.870 0 0.0306 8.15e-02 1.64e-03 0.0355 0.8860 104.768 24
Tumble and Twirl Tonight 1984 298 4 0.582 0.9370 4 -8.282 0 0.0580 1.34e-02 2.69e-02 0.0183 0.7660 140.009 23
Dancing with the Big Boys Tonight 1984 214 4 0.639 0.9490 7 -6.936 1 0.0723 7.07e-02 4.52e-02 0.3150 0.7480 142.795 21
Time Will Crawl Never Let Me Down 1987 260 4 0.686 0.9540 11 -4.836 0 0.0407 3.45e-02 2.21e-05 0.3290 0.8490 125.044 37
Never Let Me Down Never Let Me Down 1987 245 4 0.692 0.8940 9 -6.598 0 0.0313 2.62e-01 2.29e-03 0.1540 0.8540 110.249 25
Day-In Day-Out Never Let Me Down 1987 339 4 0.674 0.9170 0 -5.593 1 0.0427 2.27e-02 4.91e-05 0.1040 0.7440 120.161 24
Zeroes Never Let Me Down 1987 346 4 0.551 0.9530 6 -6.920 1 0.0545 3.22e-03 7.73e-05 0.4140 0.2860 128.298 20
Shining Star (Makin' My Love) Never Let Me Down 1987 306 4 0.681 0.8790 0 -7.278 1 0.0261 7.59e-02 2.30e-03 0.0730 0.8520 95.316 20
Beat of Your Drum Never Let Me Down 1987 306 4 0.627 0.9520 9 -6.473 1 0.0340 5.15e-02 8.40e-06 0.0868 0.7200 120.299 19
Glass Spider Never Let Me Down 1987 334 4 0.503 0.8690 9 -7.634 0 0.0630 4.77e-02 1.12e-02 0.0658 0.4480 142.303 19
Bang Bang Never Let Me Down 1987 270 4 0.564 0.9180 4 -6.982 0 0.0387 5.83e-02 1.29e-01 0.0710 0.6260 146.720 18
New York's in Love Never Let Me Down 1987 274 4 0.609 0.9250 9 -7.182 1 0.0541 1.38e-02 2.91e-04 0.0763 0.6670 132.353 17
87 and Cry Never Let Me Down 1987 261 4 0.566 0.9690 0 -6.158 1 0.0489 6.94e-03 4.07e-04 0.1280 0.5030 144.384 17
Jump They Say Black Tie White Noise 1993 265 4 0.541 0.9130 10 -7.366 1 0.0523 6.20e-04 1.42e-04 0.0244 0.6240 125.992 29
Black Tie White Noise Black Tie White Noise 1993 294 4 0.555 0.9360 1 -7.029 1 0.1510 1.86e-02 0.00e+00 0.1380 0.5770 161.966 24
Nite Flights Black Tie White Noise 1993 276 4 0.612 0.8790 5 -7.196 1 0.0374 3.63e-04 3.47e-03 0.0808 0.6240 110.098 23
Miracle Goodnight Black Tie White Noise 1993 255 4 0.615 0.5610 7 -11.541 1 0.0383 5.90e-03 1.95e-04 0.2550 0.6560 101.652 23
The Wedding Black Tie White Noise 1993 304 4 0.447 0.8190 9 -8.193 1 0.0683 2.05e-03 9.03e-01 0.0510 0.4320 176.212 22
The Wedding Song Black Tie White Noise 1993 270 4 0.527 0.7740 9 -7.490 1 0.0553 2.26e-02 1.71e-02 0.1630 0.5320 87.955 22
You've Been Around Black Tie White Noise 1993 284 4 0.672 0.8270 11 -8.430 0 0.0845 3.20e-03 6.01e-05 0.0782 0.5540 126.048 21
I Feel Free Black Tie White Noise 1993 289 4 0.592 0.9440 9 -6.133 1 0.0486 7.45e-03 5.82e-01 0.4820 0.3500 118.004 21
Don't Let Me Down and Down Black Tie White Noise 1993 294 4 0.601 0.7650 8 -8.473 1 0.0457 3.15e-01 2.89e-03 0.2640 0.6750 134.023 21
I Know It's Gonna Happen Someday Black Tie White Noise 1993 245 4 0.521 0.5920 0 -7.315 1 0.0299 6.45e-02 1.20e-04 0.0498 0.3510 114.160 21
Pallas Athena Black Tie White Noise 1993 279 4 0.544 0.7440 5 -7.567 1 0.0420 2.55e-05 1.53e-01 0.0767 0.2680 115.323 20
Looking for Lester Black Tie White Noise 1993 337 4 0.617 0.8910 11 -6.840 0 0.0422 5.90e-04 7.22e-01 0.2990 0.6830 108.168 18
Buddha of Suburbia Buddha of Suburbia 1993 264 4 0.477 0.7390 2 -7.807 1 0.0311 1.38e-02 8.11e-06 0.2450 0.7080 154.310 26
Sex and the Church Buddha of Suburbia 1993 387 4 0.717 0.8500 2 -10.733 1 0.0476 7.73e-03 5.25e-01 0.0974 0.5040 127.943 19
The Mysteries Buddha of Suburbia 1993 431 4 0.110 0.1100 5 -22.763 1 0.0347 6.47e-01 9.28e-01 0.1100 0.0395 87.766 19
Strangers When We Meet Buddha of Suburbia 1993 298 4 0.523 0.9050 9 -9.808 1 0.0408 4.30e-02 3.55e-03 0.2140 0.7440 121.990 19
Untitled No. 1 Buddha of Suburbia 1993 302 4 0.586 0.8870 5 -8.584 1 0.0343 3.49e-02 2.21e-01 0.0902 0.9660 99.008 18
South Horizon Buddha of Suburbia 1993 323 4 0.622 0.4770 0 -16.129 1 0.0441 9.99e-03 2.89e-01 0.0530 0.5600 109.979 17
Dead Against It Buddha of Suburbia 1993 348 4 0.313 0.9530 9 -8.806 1 0.0397 8.46e-05 9.34e-01 0.0690 0.6170 74.999 17
Buddha of Suburbia (feat. Lenny Kravitz) Buddha of Suburbia 1993 261 4 0.442 0.8210 9 -7.509 1 0.0305 4.34e-02 1.06e-05 0.1130 0.6710 154.216 17
Bleed Like a Craze, Dad Buddha of Suburbia 1993 323 4 0.567 0.8830 2 -9.325 1 0.0374 1.93e-02 9.16e-02 0.2570 0.5470 99.741 16
Ian Fish UK Heir Buddha of Suburbia 1993 389 3 0.136 0.0426 9 -30.644 1 0.0348 8.79e-01 9.75e-01 0.0871 0.0751 99.861 16
Strangers When We Meet 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 307 4 0.583 0.7600 9 -7.538 1 0.0317 3.13e-02 1.79e-04 0.1920 0.5060 122.007 15
The Hearts Filthy Lesson 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 297 4 0.565 0.7980 11 -8.295 0 0.0870 1.46e-03 2.01e-02 0.3300 0.4330 88.954 14
Hallo Spaceboy 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 314 4 0.486 0.9440 11 -7.721 0 0.0522 3.28e-04 1.91e-01 0.3360 0.3860 149.884 13
Outside 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 244 4 0.611 0.7820 0 -8.551 1 0.0238 3.64e-03 9.09e-04 0.3080 0.4020 102.002 12
I'm Deranged 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 271 4 0.557 0.8830 5 -9.326 0 0.0420 1.07e-02 4.70e-03 0.0913 0.6380 139.962 12
I Have Not Been to Oxford Town 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 229 4 0.737 0.6920 2 -8.302 1 0.0404 1.01e-01 1.64e-06 0.0503 0.5830 97.002 10
No Control 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 273 4 0.562 0.7130 9 -9.008 0 0.0455 1.12e-01 1.49e-02 0.1440 0.4900 199.926 10
Leon Take Us Outside 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 85 5 0.217 0.3020 11 -21.690 1 0.0409 4.62e-01 9.68e-01 0.6460 0.1510 107.472 9
A Small Plot of Land 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 394 4 0.482 0.8060 8 -9.765 0 0.0421 3.45e-02 2.17e-02 0.1650 0.2260 113.290 9
The Motel 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 410 4 0.257 0.4570 10 -11.702 0 0.0465 1.03e-01 7.88e-04 0.0381 0.0787 77.672 9
We Prick You 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 275 4 0.584 0.9180 9 -9.446 1 0.0411 1.61e-02 9.68e-02 0.0852 0.7410 159.932 9
Thru' These Architects Eyes 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 262 4 0.581 0.8200 2 -6.249 1 0.0469 2.16e-02 2.02e-05 0.2680 0.6510 87.973 9
The Voyeur of Utter Destruction (As Beauty) 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 261 4 0.505 0.8900 7 -7.968 1 0.0662 1.32e-01 8.61e-03 0.0894 0.3080 134.462 8
Wishful Beginnings 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 308 4 0.688 0.3110 11 -13.837 1 0.0348 1.25e-03 2.73e-03 0.0880 0.2380 115.102 8
Segue - Baby Grace (A Horrid Cassette) 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 99 4 0.303 0.3210 7 -17.292 0 0.0574 3.88e-01 2.01e-03 0.1360 0.2610 94.475 7
Segue - Algeria Touchshriek 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 123 4 0.449 0.2720 8 -18.424 1 0.0569 5.49e-01 3.58e-04 0.0851 0.4280 138.412 6
Segue - Ramona A. Stone / I Am with Name 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 241 4 0.617 0.9290 0 -8.440 1 0.0583 1.08e-02 6.11e-05 0.0975 0.4090 130.646 6
Segue - Nathan Adler - Version #1 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 60 4 0.704 0.2890 1 -20.069 1 0.2920 5.67e-02 2.21e-05 0.1340 0.7360 125.638 5
Segue - Nathan Adler - Version #2 1. Outside (The Nathan Adler Diaries: A Hyper Cycle) 1995 28 4 0.736 0.5370 7 -18.189 1 0.0819 1.84e-02 8.02e-01 0.0616 0.9640 150.066 0
I'm Afraid of Americans Earthling 1997 300 4 0.620 0.7550 10 -7.896 1 0.0762 1.84e-03 2.44e-01 0.2250 0.7500 160.027 23
Little Wonder Earthling 1997 362 4 0.544 0.9360 1 -6.446 0 0.1260 1.46e-03 1.08e-02 0.4810 0.3290 151.942 19
Seven Years in Tibet Earthling 1997 381 4 0.511 0.6750 10 -6.026 1 0.0296 1.10e-03 2.72e-01 0.1070 0.4990 167.028 18
Dead Man Walking Earthling 1997 446 4 0.468 0.9250 10 -4.668 1 0.0473 5.22e-05 2.40e-01 0.2240 0.3690 140.024 18
Looking for Satellites Earthling 1997 320 3 0.384 0.8220 7 -5.996 1 0.0310 9.66e-05 5.65e-01 0.1750 0.2210 172.010 16
Battle for Britain (The Letter) Earthling 1997 289 4 0.517 0.8890 7 -7.762 1 0.1630 1.30e-03 1.72e-03 0.1270 0.3870 166.062 14
Telling Lies Earthling 1997 290 4 0.504 0.7370 7 -7.761 1 0.0502 6.64e-04 2.03e-01 0.0430 0.3840 159.985 13
Law (Earthlings on Fire) Earthling 1997 288 4 0.611 0.7800 7 -7.619 1 0.0379 7.18e-05 8.56e-02 0.1440 0.5160 140.003 13
The Last Thing You Should Do Earthling 1997 297 4 0.482 0.9980 9 -4.631 0 0.1350 6.51e-04 6.85e-01 0.0431 0.3730 150.019 12
Thursday's Child Hours... 1999 322 4 0.413 0.6350 11 -6.601 1 0.0287 6.06e-02 3.10e-03 0.1690 0.6540 170.924 15
Seven Hours... 1999 244 4 0.658 0.4740 0 -7.997 1 0.0268 1.64e-01 1.49e-04 0.1350 0.3300 108.486 13
Something in the Air Hours... 1999 346 4 0.570 0.6260 7 -5.673 0 0.0245 2.26e-02 2.62e-04 0.3730 0.3600 81.501 12
The Pretty Things Are Going to Hell Hours... 1999 281 4 0.585 0.8520 1 -5.673 1 0.1420 3.06e-03 5.28e-03 0.3270 0.3640 127.528 12
Survive Hours... 1999 251 4 0.507 0.6550 7 -6.310 1 0.0254 5.16e-02 1.05e-02 0.1350 0.3730 82.033 10
If I'm Dreaming My Life Hours... 1999 424 4 0.323 0.5930 7 -7.584 0 0.0301 4.77e-02 1.34e-02 0.0775 0.3120 154.991 10
What's Really Happening? Hours... 1999 250 4 0.496 0.7320 7 -6.815 1 0.0297 1.57e-03 3.79e-01 0.4870 0.2740 107.000 9
New Angels of Promise Hours... 1999 277 4 0.577 0.7470 2 -7.660 1 0.0318 2.98e-03 1.16e-01 0.0759 0.3500 107.079 9
The Dreamers Hours... 1999 313 4 0.533 0.6210 10 -8.269 0 0.0429 7.80e-02 3.09e-03 0.0885 0.5040 167.986 9
Brilliant Adventure Hours... 1999 111 4 0.341 0.1830 7 -14.289 1 0.0381 9.05e-01 9.76e-01 0.1260 0.0392 129.293 7
Slow Burn Heathen 2002 280 4 0.584 0.8830 5 -3.572 1 0.0293 1.50e-01 5.62e-03 0.1350 0.6700 107.283 34
Everyone Says 'Hi' Heathen 2002 237 4 0.631 0.8040 0 -6.001 1 0.0241 4.21e-02 1.50e-06 0.2490 0.4760 98.015 33
Cactus Heathen 2002 174 4 0.658 0.7270 5 -6.400 1 0.0298 4.08e-04 2.54e-03 0.0854 0.1330 113.979 32
Slip Away Heathen 2002 364 4 0.480 0.5470 0 -6.447 1 0.0311 3.90e-01 1.98e-06 0.2130 0.0677 110.002 31
Sunday Heathen 2002 284 4 0.488 0.5740 1 -9.889 1 0.0349 2.51e-01 1.85e-03 0.0809 0.1040 100.355 30
Afraid Heathen 2002 207 4 0.476 0.8570 7 -4.005 0 0.0402 5.87e-02 1.46e-06 0.1230 0.3320 143.015 29
5:15 The Angels Have Gone Heathen 2002 301 4 0.624 0.7200 7 -6.690 1 0.0293 4.76e-02 1.21e-02 0.2620 0.3580 90.870 28
I've Been Waiting For You Heathen 2002 179 4 0.570 0.9110 9 -3.345 0 0.0378 2.56e-03 2.49e-02 0.2970 0.3730 104.006 27
I Would Be Your Slave Heathen 2002 313 4 0.471 0.7170 1 -8.021 1 0.0323 1.68e-02 9.97e-04 0.2270 0.7050 162.635 27
Heathen (The Rays) Heathen 2002 256 4 0.504 0.6750 8 -9.901 1 0.0347 8.41e-03 1.59e-01 0.3020 0.0419 120.017 26
I Took A Trip On A Gemini Spaceship Heathen 2002 246 4 0.610 0.9770 7 -4.874 1 0.0862 1.55e-03 2.71e-01 0.2570 0.5190 136.282 25
A Better Future Heathen 2002 250 4 0.483 0.9140 8 -5.314 1 0.0546 2.26e-03 2.48e-01 0.3200 0.7460 168.585 25
Sunday - Moby Remix Heathen 2002 309 4 0.483 0.7820 1 -7.304 1 0.0428 1.10e-01 2.57e-01 0.1710 0.2070 100.205 22
A Better Future - Remix by Air Heathen 2002 296 4 0.390 0.5620 1 -10.448 1 0.0440 8.27e-01 4.88e-02 0.0653 0.2430 168.740 22
Rebel Rebel Reality 2003 190 4 0.861 0.4830 9 -5.416 1 0.0732 2.96e-01 2.02e-06 0.0715 0.8610 125.940 39
New Killer Star Reality 2003 280 4 0.682 0.9380 9 -3.999 0 0.0311 3.69e-01 4.42e-06 0.1470 0.9220 119.843 34
Bring Me The Disco King Reality 2003 465 4 0.676 0.4120 5 -12.171 0 0.0396 5.54e-01 8.10e-04 0.0667 0.4370 73.139 30
Never Get Old Reality 2003 264 4 0.637 0.8550 0 -4.056 1 0.0354 1.29e-01 7.37e-04 0.1050 0.4060 99.842 29
Days Reality 2003 198 4 0.631 0.6760 10 -6.439 1 0.0241 3.45e-01 6.92e-05 0.1900 0.4400 74.860 29
Pablo Picasso Reality 2003 244 4 0.478 0.8640 8 -3.134 1 0.0338 3.40e-02 2.88e-03 0.1180 0.5180 139.859 28
Fall Dog Bombs The Moon Reality 2003 242 4 0.580 0.8190 4 -5.308 0 0.0319 1.40e-04 2.90e-02 0.2810 0.3200 120.854 25
The Loneliest Guy Reality 2003 251 3 0.281 0.2280 11 -15.754 1 0.0311 2.87e-01 1.30e-01 0.0986 0.0597 114.759 24
Looking For Water Reality 2003 208 4 0.701 0.8350 6 -4.954 0 0.0479 5.85e-02 1.23e-05 0.1780 0.8130 134.359 24
She'll Drive The Big Car Reality 2003 274 4 0.691 0.7580 4 -4.205 0 0.0359 3.29e-02 7.72e-06 0.1310 0.5870 119.874 23
Try Some, Buy Some Reality 2003 264 3 0.500 0.5430 5 -5.464 1 0.0292 1.36e-01 3.28e-03 0.1880 0.1910 119.734 23
Reality Reality 2003 261 4 0.445 0.9840 9 -2.477 1 0.0798 2.67e-04 4.04e-04 0.3750 0.4600 149.710 22
Fly Reality 2003 250 4 0.456 0.9740 1 -3.320 1 0.0776 7.42e-02 3.91e-03 0.1250 0.4690 149.701 20
Queen Of All The Tarts (Overture) Reality 2003 173 4 0.429 0.8760 10 -5.561 0 0.0375 6.74e-03 4.05e-02 0.3630 0.4880 143.728 18
Valentine's Day The Next Day 2013 182 4 0.565 0.7530 2 -5.205 1 0.0309 2.12e-03 0.00e+00 0.0787 0.5120 95.980 40
Where Are We Now? The Next Day 2013 249 4 0.557 0.4560 0 -8.623 1 0.0228 4.19e-02 2.35e-02 0.1250 0.4140 80.050 39
The Stars (Are Out Tonight) The Next Day 2013 237 4 0.518 0.8420 6 -4.798 0 0.0348 5.55e-03 0.00e+00 0.1280 0.6970 136.027 36
The Next Day The Next Day 2013 206 4 0.663 0.9670 9 -3.858 1 0.0386 1.01e-03 0.00e+00 0.3750 0.8400 122.002 33
Love Is Lost The Next Day 2013 237 4 0.643 0.5880 10 -7.069 0 0.0264 1.12e-02 4.95e-03 0.1560 0.5620 101.971 30
Dirty Boys The Next Day 2013 178 4 0.743 0.4180 4 -7.146 0 0.0342 4.48e-02 1.02e-03 0.1150 0.6210 94.064 28
I'd Rather Be High The Next Day 2013 224 4 0.520 0.8210 2 -5.567 1 0.0310 1.27e-04 2.85e-03 0.2290 0.6880 94.983 28
You Feel So Lonely You Could Die The Next Day 2013 277 3 0.362 0.6320 3 -6.754 1 0.0292 4.02e-02 0.00e+00 0.2540 0.3740 80.100 27
Boss Of Me The Next Day 2013 249 4 0.669 0.7150 10 -6.220 1 0.0304 1.48e-01 2.20e-05 0.1430 0.5370 103.014 26
Dancing Out In Space The Next Day 2013 201 4 0.456 0.6440 0 -6.358 1 0.0273 8.11e-03 1.22e-03 0.3760 0.8800 172.116 26
How Does The Grass Grow? The Next Day 2013 274 4 0.629 0.8720 10 -5.989 0 0.0445 4.48e-03 7.57e-04 0.2290 0.4300 120.054 26
(You Will) Set The World On Fire The Next Day 2013 212 4 0.615 0.8410 4 -3.934 0 0.0340 3.69e-03 0.00e+00 0.2140 0.7710 133.928 26
If You Can See Me The Next Day 2013 192 4 0.335 0.8440 1 -5.983 1 0.1180 7.19e-03 5.30e-04 0.2630 0.0855 72.378 25
Heat The Next Day 2013 265 4 0.367 0.4660 11 -9.190 1 0.0276 3.86e-01 4.87e-02 0.0757 0.1160 104.169 23
Lazarus Blackstar 2016 384 4 0.667 0.6910 9 -6.883 0 0.0284 4.74e-02 1.19e-01 0.0870 0.4790 129.952 53
★ Blackstar 2016 597 4 0.364 0.5250 6 -9.203 1 0.0321 2.08e-01 6.05e-02 0.1830 0.1220 98.042 46
Tis A Pity She Was A Whore Blackstar 2016 292 4 0.505 0.9550 5 -4.539 1 0.1250 4.28e-03 5.80e-02 0.0940 0.4470 131.998 41
I Can't Give Everything Away Blackstar 2016 347 4 0.496 0.9310 5 -7.005 1 0.0657 1.10e-01 4.90e-02 0.3300 0.4170 119.989 41
Girl Loves Me Blackstar 2016 291 4 0.696 0.5790 10 -7.625 0 0.0505 2.92e-01 1.82e-04 0.2920 0.3510 137.010 40
Dollar Days Blackstar 2016 284 4 0.481 0.7250 11 -7.116 0 0.0490 3.41e-02 5.28e-05 0.0967 0.1720 119.876 39
Sue (Or In A Season Of Crime) Blackstar 2016 280 4 0.371 0.8680 11 -5.695 0 0.0979 2.45e-02 1.83e-02 0.5800 0.3760 170.206 38

Quick {ggplot2} review

p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point()

p1

03.
Adding interactivity

Adding interactivity

  1. Add _interactive to the geom
  1. Add interactive aesthetic(s) to aes()
    • tooltip = adds a tooltip
    • data_id = highlights
    • onclick = javascript action
  1. Render using girafe()

Adding interactivity

  1. Add _interactive to the geom
p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive()

p1

Adding interactivity

  1. Add interactive aesthetic(s) to aes()
p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive(
    aes(tooltip = track,
        data_id = album)
  )

p1

Adding interactivity

  1. Render using the function girafe()
p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive(
    aes(tooltip = track,
        data_id = album)
  )

girafe(ggobj = p1)

For tooltips, use paste()

  • paste() concatenates pieces of data together (with a space)
  • "<br>" adds a line break
  • Use it with tooltip = to add multiple data elements to your tooltips

For tooltips, use paste()

p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive(
    aes(
    tooltip = paste(track,
                    "<br>",
                    album),
    data_id = album)
  )
girafe(ggobj = p1)

For tooltips, use paste()

p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive(
    aes(
    tooltip = paste("song:", 
                    track,
                    "<br>",
                    "album:", 
                    album),
    data_id = album)
  )
girafe(ggobj = p1)

duke.is/ggiraph-Spring2026

Your Turn!

p1 <- bowie |> 
  ggplot(aes(x = year, y = popularity)) +
  geom_point(color = "maroon", 
             alpha = .7, size = 2) +
  theme_minimal()

Make this plot interactive. Add a tooltip showing track and highlight tracks from the same album on hover.

Bonus: Using paste() and "<br>", replace the tooltip with year, track name, and album name (each on their own line)

  1. Add _interactive to the geom

  2. Add interactive aesthetics to aes()

    • tooltip = adds a tooltip
    • data_id = highlights

  3. Render using girafe()

p1 <- bowie |> 
  ggplot(aes(x = acousticness, 
             y = energy)) +
  geom_point_interactive(
    aes(tooltip = track,
        data_id = album)
    )

girafe(ggobj = p1)

Combining plots with {patchwork}

Code 
p1 <- bowie |> 
  ggplot(aes(x = year, y = popularity)) +
  geom_point_interactive(aes(
    tooltip = paste(year, "<br>",
                    "song:", track, "<br>",
                    "album:", album),
    data_id = album),
    color = "maroon", alpha = .7, size = 2) +
  theme_minimal()

girafe(ggobj = p1)
Code 
p2 <- bowie |> 
  group_by(album) |> 
  summarise(avg_popularity = mean(popularity)) |> 
  ggplot(aes(x = avg_popularity,
             y = reorder(album, avg_popularity))) +
  geom_col_interactive(aes(data_id = album),
                       fill = "steelblue") +
  labs(y = NULL) +
  theme_minimal()

girafe(ggobj = p2)

Combining plots with {patchwork}

p3 <- p2 + p1

girafe(ggobj = p3)

Combining plots with {patchwork}

p3 <- p2 + p1 +
  plot_layout(widths = c(1, 2))

girafe(ggobj = p3)

04.
Customizing interactivity

Customizing interactivity

girafe(ggobj = p3,
       width_svg = 10,
       height_svg = 3.5,
       options = list(
         opts_hover(css = "fill:orangered;"),
         opts_hover_inv(css = "opacity:.3;"),
         opts_tooltip(css = "background-color:#444;
                             font-family:Arial;
                             color:white;
                             padding:8px;"),
         opts_zoom(min = 5, max = 15)
       ))

Resources for further learning