Dataset Viewer
Auto-converted to Parquet Duplicate
provider
stringclasses
7 values
tier_gb
int64
50
12k
monthly_usd
float64
0.99
60
annual_usd
float64
20
250
usd_per_gb_month
float64
0
0.1
ten_year_usd
int64
119
7.2k
bundled
stringclasses
2 values
verified
stringclasses
2 values
Apple iCloud+
50
0.99
null
0.0198
119
no
yes
Apple iCloud+
200
2.99
null
0.015
359
no
yes
Apple iCloud+
2,000
9.99
null
0.005
1,199
no
yes
Apple iCloud+
6,000
29.99
null
0.005
3,599
no
yes
Apple iCloud+
12,000
59.99
null
0.005
7,199
no
yes
Google One
100
1.99
19.99
0.0199
200
no
list
Google One
200
2.99
29.99
0.015
300
no
list
Google One
2,000
9.99
99.99
0.005
1,000
no
list
Google One
5,000
24.99
249.99
0.005
2,500
no
list
Microsoft 365
100
1.99
19.99
0.0199
200
no
yes
Microsoft 365
1,000
9.99
99.99
0.01
1,000
yes
yes
Microsoft 365
6,000
12.99
129.99
0.0022
1,300
yes
yes
Dropbox
2,000
11.99
119.88
0.006
1,199
no
list
Dropbox
3,000
19.99
199
0.0067
1,990
no
list
Amazon
100
1.99
19.99
0.0199
200
no
list
Amazon
1,000
6.99
59.99
0.007
600
no
list
Amazon
2,000
11.99
119.98
0.006
1,200
no
list
Proton Drive
200
4.99
47.88
0.0249
479
no
list
Box
100
10
120
0.1
1,200
no
yes

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.


pretty_name: "Cleanor Storage Lab" license: cc-by-4.0 language: - en tags: - image-compression - avif - webp - jpeg-xl - heic - cloud-storage - benchmark - open-data size_categories: - n<1K configs: - config_name: compression-benchmark data_files: compression-benchmark.csv - config_name: heic-tax data_files: heic-tax-benchmark.csv - config_name: nextgen-formats data_files: nextgen-formats-benchmark.csv - config_name: cloud-price-index data_files: cloud-price-index.csv - config_name: photo-storage-capacity data_files: photo-storage-capacity.csv - config_name: video-codec-benchmark data_files: video-codec-benchmark.csv - config_name: video-codec-summary data_files: video-codec-summary.csv - config_name: app-size-index data_files: app-size-index.csv - config_name: storage-upgrade-tax data_files: storage-upgrade-tax.csv - config_name: gif-format-benchmark data_files: gif-format-benchmark.csv - config_name: lossless-recompression data_files: lossless-recompression.csv - config_name: font-format-weight data_files: font-format-weight.csv - config_name: svg-minify data_files: svg-minify.csv - config_name: pdf-compression data_files: pdf-compression.csv

Cleanor Storage Lab

Reproducible benchmarks and open datasets on image compression (JPEG / WebP / AVIF / JPEG XL), the HEIC-to-JPG size tax, cloud storage price per GB, and phone storage capacity.

Every number is generated by a script you can re-run yourself. Image benchmarks run on the Kodak and public high-resolution phone-photo corpora, encoded with libvips/sharp, libjxl and libheif, and scored with SSIM + PSNR against the lossless master.

Highlights (quick answers)

  • AVIF vs JPEG: at identical quality (SSIM 0.95), AVIF is ~41% smaller than JPEG; WebP ~13% smaller.
  • HEIC to JPG at matched quality makes a photo corpus ~2.5x bigger (to PNG, ~5.5x) — the "HEIC tax".
  • Xvid/DivX vs modern video codecs: Xvid needs ~4x the bitrate of H.264 and ~8.9x AV1 at the same quality.
  • GIF vs MP4: the same clip is 44-91x smaller as an MP4 than a GIF.
  • App sizes: the median popular iOS app is ~400 MB to download; TikTok is 936 MB.
  • Storage upgrade tax: makers charge ~$0.78/GB to add storage, ~13x the ~$0.06/GB flash cost.
  • Lossless recompression: oxipng shrinks a PNG ~10%, jpegtran a JPEG ~6%, bit-identical.
  • Fonts: a WOFF2 is ~40% of the TTF; subset to Latin, ~11%.
  • PDF: Ghostscript /ebook cuts ~70% (lossy, text kept); qpdf ~13% lossless.

Files

File What it is
compression-benchmark.csv Per-image JPEG/WebP/AVIF size + SSIM/PSNR across quality levels
heic-tax-benchmark.csv HEIC vs matched JPG/PNG size at equal quality
nextgen-formats-benchmark.csv JPEG XL vs AVIF/WebP
cloud-price-index.csv Consumer cloud storage $/GB by provider and tier
photo-storage-capacity.csv How many photos fit per GB at common resolutions
video-codec-benchmark.csv / video-codec-summary.csv Xvid/DivX vs H.264/HEVC/AV1/VP9 bitrate at matched SSIM
app-size-index.csv App Store download size of 40 popular iOS apps (date-stamped)
storage-upgrade-tax.csv What makers charge to add storage vs flash cost (5-13x markup)
gif-format-benchmark.csv Same clip as GIF/APNG/MP4/WebM: bytes + ratio vs GIF
lossless-recompression.csv Lossless PNG/JPEG recompression savings (oxipng, jpegtran)
font-format-weight.csv TTF vs WOFF vs WOFF2 vs Latin-subset
svg-minify.csv SVGO + gzip savings on SVGs
pdf-compression.csv Ghostscript (lossy) vs qpdf (lossless), with text-preservation check

Sources & docs

License

Data: CC BY 4.0 (attribution required). Code in the source repo: MIT.

Citation

Cleanor Labs. Storage Lab: Open Image-Compression & Cloud-Storage Datasets. 2026. https://cleanor.app/research

Downloads last month
140