Show HN: Penumbra, a perceptually optimized color palette based on natural light

Hacker News - Thu Aug 4 21:23

penumbra logo

dark theme code example

Penumbra is a mathematically balanced colour scheme constructed in a perceptually uniform colour space with base colours inspired by the shades of colour occuring in nature due to the light of the sun and the sky. It cleanly separates the perceptual properties of colours while optimally utilising the available colour space of typical displays.

The nine base colours are (almost fully, see below) symmetric and used to build the main light and dark theme, drawing from differently sized accent colour palettes as necessary. Additionally, there are two variants of the dark theme with enhanced contrast, ideal for anyone with mild to moderate visual impairments. Due to the constraints of the design principles, none are particularly suitable for people with colour vision deficiency.

The accent colour palettes also lend themselves to encoding quantitative information in data visualisations.

penumbra base balanced swatch penumbra dark balanced swatch penumbra light balanced swatch

penumbra.tsv contains all colours given below as rgb_hex, r g b and h s l in the sRGB colour space, as well as their oklab_luminance, indexed by set, which is either of balanced, contrast+ and contrast++, and palette, which is either of base, six, seven and eight.

Features

The goal of this colour scheme is to cleanly separate the use of each of the three perceptual properties of colour — luminance, chroma and hue — and optimally utilise the typically available colour space to encode information with each of them. Function is put before aesthetics, but the base colours inspired by nature and low but sufficient contrast attempt to make the overall scheme pleasing to the eye.

1. Base Colours Inspired By Nature

The base colours are derived from the CIE D series of standard illuminants that are modeled after natural daylight (and also used to calibrate the white point of almost all consumer displays), ranging from the evening sun through neutrally white summer daylight to shade and overcast skies. Dark colours appearing like shade and light colours like paper illuminated by sunlight creates an overall pleasing aesthetic that still fades into the background as that’s what you are used to when going outside.

2. Just Enough Contrast

Designed to exactly meet the minimum contrast level for legibility on electronic visual displays specified in ISO-9241-3. While legibility is important to reduce eye strain, for many people, too much contrast is also subjectively contributing to it. Enhanced contrast versions -- for anyone with mild or moderate visual impairments respectively -- exceed the minimum contrast recommended by the W3C.

3. Optimal Hue Differentiability

By using the perceptually uniform colour space Oklab, I was able to achieve perceptually uniform hue differences between each of the accent colours, ensuring maximum differentiability between highlighted words. Constant chroma ensures none of them stand out from or recede into the page more than others.

4. Fluidly Readable Code

Because the text and accent colours have identical luminance, it’s easier to read code like a continous text and follow logical syntax while maintaining the ability to scan it for highlighted words with higher chroma.

5. Easily Nameable Colours

Within the constraints described above, the colour hues are optimised to produce colours as close as possible to intuitively named colours as found in the xkcd Color Survey. This makes communicating about the colours just that tiny bit easier and quicker.

Examples

Dark

dark theme code example

Light

light theme code example

Dark Contrast+

dark contrasty theme code example

Dark Contrast++

dark high contrast theme code example

Available For / Installation

Editors and IDEs

Terminal Emulators

  • iTerm2 import itermcolour files from this repository in the preferences pane

Other

  • JuliaREPL with OhMyREPL add the Packages OhMyREPL.jl and Crayons.jl to your (base) environment and copy the code into your startup.jl file

Intended Usage

The recommended font is Fira Code.

Base Colours

For a dark theme

  • Sun+ “white”, text in highlighted sections, emphasised borders
  • Sun selections, light borders, strongly emphasised content
  • Sun- optional
  • Sky+ emphasized content and emphasised UI text
  • Sky foreground, code, main content colour, text both in editors and UI elements
  • Sky- comments, deemphasised content
  • Shade+ foreground UI elements, rulers, indentation guides and similar
  • Shade main background colour
  • Shade- “black”, deemphasized/receded background elements, selections, dark UI elements

For a light theme

  • Shade- “white”, text in highlighted sections, emphasised borders
  • Shade selections, light borders, strongly emphasised content
  • Shade+ optional
  • Sky- emphasized content and emphasised UI text
  • Sky foreground, code, main content colour, text both in editors and UI elements
  • Sky+ comments, deemphasised content
  • Sun- foreground UI elements, rulers, indentation guides and similar
  • Sun main background colour
  • Sun+ “black”, deemphasized/receded background elements, selections, dark UI elements

When additional in-between shades are desired, it’s recommended to use transparency to blend other appropriate base colours with the background colour.

See the VSCode theme for an example of canonical usage.

Accent Colour Palettes

Used for syntax highlighting and wherever colour is required in the UI. If avoidable, do not use additional colours in the UI that aren’t required for content highlighting. Usually, context is enough to not confuse their uses -- each additional colour just reduces differentiability.

Choose one palette (as large as necessary, as small as possible) and never mix and match! Otherwise the advantages of hue optimisation are lost.

If palettes smaller than 6 are desired, choose subsets as following:

  • 5 omit one colour from a six colour palette (not recommended)
  • 4 every other colour from an eight colour palette (two possible sets)
  • 3 every other colour from a six colour palette (two possible sets)
  • 2 every third colour from a six colour palette (three possible sets)
  • 1 any one colour from a six colour palette (or any palette)

Data Visualisations

For qualitative data, choose a palette as described above (balanced for optimum contrast, contrast++ for optimum chroma) for the number of categories in the data. Additionally, if there is adjacency like in a bar chart or pie chart, choose adjacent colours so that the hue difference is maximised. For examaple for six categories: the colours of a palette of half the size (3), then the other three beginning with the one that is not adjecent to the last (and ending with the one that is not adjacent to the first if adjacency is circular).

This is all meant for your own exploratory visualisations, for publications it is better to use a palette that's safe for people with colour vision deficiency. Penumabra was also specifically designed for electronic displays and not made to be print safe.

Construction

I implemented transformations from the XYZ colour space to Oklab and from Oklab to sRGB in Julia (and LCH based on Oklab respectively). Combined with Colors.jl, this allowed conversion from any supported colour space to Oklab.

Base Colours

xy values for a range of correlated colour temperatures (CCT, will be added to the main tsv file in the future) were obtained from an online conversion tool.

For each luminance value, the largest circle of constant luminance and constant chroma colours with varying hues around D65 neutral grey in OKlab still within the sRGB Gamut was approximated numerically (small hue steps instead of a continuous circle, increasing chroma in small increments until reaching the edge). This gave a roughly linear relationship for maximum chroma from 0.0 at L=0.0 to a maximum at approimately L=0.75 back to 0.0 at L=1.0.

Therefore, in order to be able to maximize chroma and with that the distances between the accent colours, the central base colour should be chosen to have as high luminance as possible while still maintaining sufficient contrast (3:1 in accordance with ISO-9241-3) when used for text on the light background colour.

xyY luminance (Y) was tuned by hand (to sufficient precision to exceed integer differences in 8bit sRGB values) for each base colour to achieve symmetrical luminance levels in Oklab. The second lightest colour was chosen to be roughly the lightest colour with CCT 5000K within the sRGB gamut, again tuned by hand. Every other colour was arranged symmetrically with few decimal luminance values to obtain the intended contrast for its usage.

This meant that the lightest two colours then would be outside the sRGB gamut so it they were chosen with the correct Oklab hue for the CCT but reduced chroma to fit within sRGB gamut while maintaining approximately the same perceptual differences between neighbours as in the dark colours (in the end slightly larger).

For the higher contrast palettes, some of the medium (including the central colour) and dark colours were moved to multiples of previously used luminance intervals, with matching new CCTs for the dark ones. The exact choices of which luminance differences to maintain and which to increase were dependant on intended usage. This made standard text to background relationships compliant (or very close to it) with W3C guidelines for contrast (AA for contrast+, AAA for contrast+++) without further effort.

Accent Colour Palettes

The accent colours were obtained by performing the chroma optimization described above, only with a set of n (=palette size) equally spaced colours on a circle of equal chroma and luminance (the latter matching the central base colour) giving mostly slightly higher chroma maxima.

These were repeated with small hue rotation increments (0.1°) and each evaluated according to their CIED2000 colour distance to a hue ordered selection of the most common named colours (red, green, blue, their inverses and the two next most common colours differentiated by hue, not luminance) according to the xkcd Color Survey.

For each of the three Oklab luminance values and palette sizes, the palette with the least sum root mean squared distances was chosen. For the smaller palettes, the subsets of colours were chosen by hand for 6 (to match terminal colours) and to minimize the minimum sum RMS distances for 7.

Limitations

Because some base colours have non-zero chroma, the perceptual difference to the accent colours will not be truly uniform. All of the base colours are still low in chromaticity though so this was deemed an acceptable trade-off for improved aesthetics. (Compensating for this would break the clean separation of colour properties.)

More generally, Oklab was derived from CAM16 under normal/average viewing conditions. When these are not met, uniformity is no longer guaranteed and the balanced dark theme is probably closest to achieving the design goals perfectly. Improvements could only be made by directly using CAM16 to choose colours for every background, screen brightness, ambient light etc. separately. This would explode the complexity of this endeavour. Similar to the rationale given for the derivation of Oklab, it’s in most cases better and more efficient to aim for average viewing conditions rather than provide a myriad of options for any possible scenario.

The xkcd colour survey did not have a representative sample of the world population and the colour names were all in english. Colour naming is strongly influenced by culture, so someone from a very different background might find the choices based on the survey a lot less intuitive. I was not able to find truly representative data of similar quality though any tips would be appreciated. On the plus side, the demographic of potential users of this colour scheme is very likely to largely overlap with the demographic of xkcd readers.

Because differences between the accent colours are solely in hue, people with colour vision deficiency (CVD) will have more difficulty discriminating between them compared to using differences in all properties. Luminance (slightly) and chroma also no longer appear constant since colours are projected onto a plane compared to a trichromats 3D colour space in people with complete bichromacy. In order to provide adequate syntax highlighting, one would have to use both chroma and luminance, making the latter unavailable to encode other information like emphasis and UI structure. This would require a different approach from the ground up.

Some terminal applications rely on the luminance differences between the “traditional” terminal colors both between each other and to foreground and background, most of which are purposefully broken in this color scheme. Nothing becomes entirely unreadable but legibibility might suffer drastically. There is no way to account for this while still adhering to the overall design philosophy of this colour scheme. If you regulary use such applications, this scheme is sadly just not for you. Terminal themes also purposefully don’t include “bright” colours as most modern terminal emulators use bold text instead in most cases where these would be required.

The Colours

Accent Colour Palettes

colour 6 balanced 7 balanced 8 balanced
red #CB7459 #CA7081 #CA736C
orange #C27D40 #BA823A
yellow #A38F2D #92963A #8D9741
green #46A473 #3EA57B #47A477
cyan #00A0BE #00A0BA #00A2AF
blue #7E87D6 #6E8DD5 #5794D0
purple #AC78BD #9481CC
magenta #BD72A8 #BC73A4

Base Colours

name balanced
sun+ #FFFDFB
sun #FFF7ED
sun- #F2E6D4
sky+ #BEBEBE
sky #8F8F8F
sky- #636363
shade+ #3E4044
shade #303338
shade- #24272B

Accent Colour Palettes with Enhanced Brightness and Chroma

colour 6 contrast+ 7 contrast+ 8 contrast+ 6 contrast++ 7 contrast++ 8 contrast++
red #E18163 #DF7C8E #DF7F78 #F48E74 #F18AA1 #F58C81
orange #D68B47 #CE9042 #EA9856 #E09F47
yellow #B49E33 #A1A641 #9CA748 #C7AD40 #B4B44A #A9B852
green #4EB67F #44B689 #50B584 #61C68A #58C792 #54C794
cyan #00B0D2 #00B1CE #00B3C2 #1AC2E1 #16C3DD #00C4D7
blue #8C96EC #7A9BEC #61A3E6 #97A6FF #83ADFF #6EB2FD
purple #BE85D1 #A48FE1 #CC94E6 #B69CF6
magenta #D07EBA #D080B6 #E18DCE #E58CC5

Base Colours with Enhanced Contrast

name contrast+ contrast ++
sun+ #FFFDFB #FFFDFB
sun #FFF7ED #FFF7ED
sun- #F2E6D4 #F2E6D4
sky+ #CECECE #DEDEDE
sky #9E9E9E #AEAEAE
sky- #636363 #636363
shade+ #3E4044 #3E4044
shade #24272B #181B1F
shade- #181B1F #0D0F13

Contributions

Any implementations or ports, as well as improvements and additional feature for existing ones are very welcome. Just submit a pull request here or in the respective repository or create your own.

Acknowledgments

The search for a theme led me to Solarized by Ethan Schoonover, which I was ultimately not satisfied with but inspired me to try and improve on its ideas.

Oklab by Björn Ottosson gave me the tools to be able to painlessly design the colours.

The xkcd Color Survey provided a quantitative basis for colour names.

Pluto Notebooks with Colors.jl for the Julia language made it effortless to work with colour in a systematic but visual way.

Contact

TODO