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Usage

The most basic example for usage is: 

from driviz import theme

theme.enable()

Enable the theme📎

The following code enables the theme for creating a plot inspired on this example:

import random

import altair as alt
import numpy as np
import pandas as pd

from driviz import theme

alt.data_transformers.disable_max_rows()

theme.enable()

variety = [f"V{i}" for i in range(10)]
site = [f"site{i:02d}" for i in range(14)]
k = 10000
rng = np.random.default_rng()
random_df = pd.DataFrame(
    data={
        "yield": rng.random(k),
        "variety": random.choices(variety, k=k),
        "site": random.choices(site, k=k),
    }
)
selection = alt.selection_point(fields=["site"], bind="legend")
bars = (
    alt.Chart(random_df)
    .mark_bar()
    .encode(
        x=alt.X("sum(yield):Q", stack="zero"),
        y=alt.Y("variety:N", title="Variety"),
        color=alt.Color("site", title="Site"),
        opacity=alt.condition(selection, alt.value(1), alt.value(0.2)),
    )
    .add_params(selection)
)
text = (
    alt.Chart(random_df)
    .mark_text(dx=-15, dy=3, color="white")
    .encode(
        x=alt.X("sum(yield):Q", stack="zero"),
        y=alt.Y("variety:N"),
        detail="site:N",
        text=alt.Text("sum(yield):Q", format=".1f"),
    )
)
chart = (bars + text).properties(title="Example chart", height=300)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.20.1.json", "config": { "axis": { "domain": false, "grid": true, "gridColor": "#dfe6ea", "gridOpacity": 1, "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "tickColor": "#00004e", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 16.2, "titleFontWeight": "normal" }, "background": "white", "circle": { "fill": "#0043af", "stroke": null }, "header": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "legend": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 16.2, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "line": { "stroke": "#0043af" }, "point": { "fill": "#73baff", "stroke": "#0043af" }, "range": { "category": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ], "diverging": [ "#0043af", "#fff", "#f33" ], "heatmap": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33" ], "ramp": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ] }, "rect": { "fill": "#0043af" }, "title": { "anchor": "start", "color": "#00004e", "font": "Roboto", "fontSize": 27.0, "fontWeight": "normal", "offset": 15, "subtitleFont": "Roboto", "subtitleFontSize": 16.2, "subtitleFontStyle": "normal", "subtitleFontWeight": "normal" }, "view": { "continuousHeight": 400, "continuousWidth": 711 } }, "data": { "name": "data-cb12e69de616e58a553bf0000d7df2f8" }, "datasets": { "data-cb12e69de616e58a553bf0000d7df2f8": [ { "site": "site08", "variety": "V7", "yield": 0.5981298845892841 }, { "site": "site13", "variety": "V7", "yield": 0.3676699980683964 }, { "site": "site12", "variety": "V6", "yield": 0.1463142209797189 }, { "site": "site10", "variety": "V5", "yield": 0.3865775853268195 }, { "site": "site04", "variety": "V7", "yield": 0.4470665111029558 }, { "site": "site12", "variety": "V7", "yield": 0.9398276537519964 }, { "site": "site11", "variety": "V8", "yield": 0.6510434499616758 }, { "site": "site06", "variety": "V7", "yield": 0.6493052691454244 }, { "site": "site10", "variety": "V5", "yield": 0.5175714741611075 }, { "site": "site10", "variety": "V7", "yield": 0.2445696115547683 }, { "site": "site09", "variety": "V0", "yield": 0.234361378386594 }, { "site": "site03", "variety": "V8", "yield": 0.5018951277595484 }, { "site": "site05", "variety": "V7", "yield": 0.41244616839407877 }, { "site": "site00", "variety": "V5", "yield": 0.21675874411641094 }, { "site": "site09", "variety": "V6", "yield": 0.9237385626507503 }, { "site": "site11", "variety": "V6", "yield": 0.8644741264436789 }, { "site": "site05", "variety": "V0", "yield": 0.9246674960074921 }, { "site": "site11", "variety": "V3", "yield": 0.5845425793481791 }, { "site": "site09", "variety": "V4", "yield": 0.8722520809665121 }, { "site": "site07", "variety": "V5", "yield": 0.02911550924046502 }, { "site": "site10", "variety": "V6", "yield": 0.42252504599360285 }, { "site": "site10", "variety": "V2", "yield": 0.34307670231770737 }, { "site": "site11", "variety": "V5", "yield": 0.2434864279560648 }, { "site": "site12", "variety": "V1", "yield": 0.07050021260852446 }, { "site": "site10", "variety": "V1", "yield": 0.9177559984733633 }, { "site": "site01", "variety": "V3", "yield": 0.7439494593917421 }, { "site": "site00", "variety": "V8", "yield": 0.03307574214840625 }, { "site": "site04", "variety": "V2", "yield": 0.05223361354048861 }, { "site": "site10", "variety": "V7", "yield": 0.09460541373065823 }, { "site": "site04", "variety": "V9", "yield": 0.4557948343610001 }, { "site": "site04", "variety": "V9", "yield": 0.5758800079415005 }, { "site": "site07", "variety": "V4", "yield": 0.20216616799746068 }, { "site": "site04", "variety": "V8", "yield": 0.44548987987482647 }, { "site": "site04", "variety": "V5", "yield": 0.7556753902818345 }, { "site": "site10", "variety": "V9", "yield": 0.17099446997936907 }, { "site": "site04", "variety": "V9", "yield": 0.5760328661386125 }, { "site": "site10", "variety": "V3", "yield": 0.6052615343633141 }, { "site": "site02", "variety": "V9", "yield": 0.8588430833340035 }, { "site": "site01", "variety": "V8", "yield": 0.5854150075198279 }, { "site": "site11", "variety": "V0", "yield": 0.12425250042246727 }, { "site": "site01", "variety": "V0", "yield": 0.9778756112014567 }, { "site": "site11", "variety": "V1", "yield": 0.9650307002227483 }, { "site": "site10", "variety": "V6", "yield": 0.06362515329291973 }, { "site": "site00", "variety": "V5", "yield": 0.8369776109369932 }, { "site": "site03", "variety": "V8", "yield": 0.6432061525165426 }, { "site": "site09", "variety": "V5", "yield": 0.7310962847310266 }, { "site": "site03", "variety": "V4", "yield": 0.794369998981234 }, { "site": "site06", "variety": "V1", "yield": 0.8732574059909125 }, { "site": "site01", "variety": "V0", "yield": 0.753379090502948 }, { "site": "site06", "variety": "V7", "yield": 0.039762144286764056 }, { "site": "site05", "variety": "V2", "yield": 0.46231963490112127 }, { "site": "site11", "variety": "V7", "yield": 0.9825397791108231 }, { "site": "site06", "variety": "V9", "yield": 0.4408780293668615 }, { "site": "site09", "variety": "V7", "yield": 0.35127637690211555 }, { "site": "site03", "variety": "V2", "yield": 0.11994292482963043 }, { "site": "site04", "variety": "V6", "yield": 0.7479886647134146 }, { "site": "site05", "variety": "V9", "yield": 0.12739842777840282 }, { "site": "site13", "variety": "V0", "yield": 0.7016879919819146 }, { "site": "site00", "variety": "V8", "yield": 0.3451535856702582 }, { "site": "site13", "variety": "V0", "yield": 0.16955794913194522 }, { "site": "site11", "variety": "V0", "yield": 0.560476142274054 }, { "site": "site05", "variety": "V5", "yield": 0.6003538143276239 }, { "site": "site12", "variety": "V9", "yield": 0.4036846057464102 }, { "site": "site06", "variety": "V3", "yield": 0.02909930176231168 }, { "site": "site07", "variety": "V4", "yield": 0.6117592195867287 }, { "site": "site07", "variety": "V4", "yield": 0.8970362225869201 }, { "site": "site05", "variety": "V9", "yield": 0.7980886101584004 }, { "site": "site06", "variety": "V7", "yield": 0.6005932981170621 }, { "site": "site10", "variety": "V3", "yield": 0.7834527997350559 }, { "site": "site05", "variety": "V7", "yield": 0.5295962576569115 }, { "site": "site00", "variety": "V0", "yield": 0.6014393088591651 }, { "site": "site13", "variety": "V8", "yield": 0.7879191454164751 }, { "site": "site06", "variety": "V2", "yield": 0.032190322943892014 }, { "site": "site12", "variety": "V6", "yield": 0.670519841639069 }, { "site": "site00", "variety": "V3", "yield": 0.2995611765795313 }, { "site": "site10", "variety": "V5", "yield": 0.021764311567277206 }, { "site": "site05", "variety": "V6", "yield": 0.12223693348142317 }, { "site": "site12", "variety": "V1", "yield": 0.18430182746482637 }, { "site": "site07", "variety": "V2", "yield": 0.11354057537923046 }, { "site": "site04", "variety": "V4", "yield": 0.8921141440683734 }, { "site": "site03", "variety": "V3", "yield": 0.28730079146581367 }, { "site": "site10", "variety": "V5", "yield": 0.07163519118536055 }, { "site": "site05", "variety": "V0", "yield": 0.20103041813446465 }, { "site": "site12", "variety": "V5", "yield": 0.017703190758310394 }, { "site": "site04", "variety": "V7", "yield": 0.9826222320551558 }, { "site": "site04", "variety": "V0", "yield": 0.8368428912880473 }, { "site": "site13", "variety": "V7", "yield": 0.7972885781328564 }, { "site": "site06", "variety": "V1", "yield": 0.27486553267927716 }, { "site": "site13", "variety": "V6", "yield": 0.5532668476137733 }, { "site": "site12", "variety": "V5", "yield": 0.8902340838116034 }, { "site": "site13", "variety": "V5", "yield": 0.9954509154341808 }, { "site": "site02", "variety": "V0", "yield": 0.6607916757015223 }, { "site": "site08", "variety": "V1", "yield": 0.5152244040654992 }, { "site": "site00", "variety": "V2", "yield": 0.45154977780674743 }, { "site": "site05", "variety": "V5", "yield": 0.28230409175146176 }, { "site": "site04", "variety": "V6", "yield": 0.4639794573307906 }, { "site": "site05", "variety": "V6", "yield": 0.3986585774671306 }, { "site": "site01", "variety": "V0", "yield": 0.1706682718958108 }, { "site": "site11", "variety": "V7", "yield": 0.2927784360129937 }, { "site": "site05", "variety": "V2", "yield": 0.8779721288775045 }, { "site": "site02", "variety": "V3", "yield": 0.4992064470396983 }, { "site": "site03", "variety": "V1", "yield": 0.43717179424877606 }, { "site": "site01", "variety": "V1", "yield": 0.7756780934267627 }, { "site": "site06", "variety": "V3", "yield": 0.15765867176214343 }, { "site": "site12", "variety": "V3", "yield": 0.19087039613676227 }, { "site": "site04", "variety": "V8", "yield": 0.6063518010368615 }, { "site": "site02", "variety": "V8", "yield": 0.49107966431838734 }, { "site": "site04", "variety": "V1", "yield": 0.5826999484191605 }, { "site": "site09", "variety": "V2", "yield": 0.1438819591710343 }, { "site": "site06", "variety": "V7", "yield": 0.6827622418642334 }, { "site": "site11", "variety": "V6", "yield": 0.47015072662402635 }, { "site": "site00", "variety": "V1", "yield": 0.8977940344080022 }, { "site": "site02", "variety": "V8", "yield": 0.4749224719952583 }, { "site": "site09", "variety": "V9", "yield": 0.9780422037214479 }, { "site": "site03", "variety": "V3", "yield": 0.12415597391034994 }, { "site": "site02", "variety": "V3", "yield": 0.7483097407696795 }, { "site": "site09", "variety": "V3", "yield": 0.10270465198632373 }, { "site": "site03", "variety": "V9", "yield": 0.3829014415438825 }, { "site": "site00", "variety": "V5", "yield": 0.9135087195205531 }, { "site": "site11", "variety": "V5", "yield": 0.15458151592739322 }, { "site": "site08", "variety": "V7", "yield": 0.10719952398409882 }, { "site": "site01", "variety": "V2", "yield": 0.21220127855247395 }, { "site": "site04", "variety": "V1", "yield": 0.5885286805852428 }, { "site": "site00", "variety": "V6", "yield": 0.18697506112939155 }, { "site": "site11", "variety": "V4", "yield": 0.16720720183067117 }, { "site": "site10", "variety": "V7", "yield": 0.5454115090893544 }, { "site": "site01", "variety": "V0", "yield": 0.9649783560845072 }, { "site": "site06", "variety": "V0", "yield": 0.17287320036664522 }, { "site": "site03", "variety": "V1", "yield": 0.049508805607791806 }, { "site": "site11", "variety": "V5", "yield": 0.9419552859077612 }, { "site": "site13", "variety": "V9", "yield": 0.31337133585638444 }, { "site": "site13", "variety": "V4", "yield": 0.02392946918522354 }, { "site": 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"variety": "V5", "yield": 0.09528188168394558 }, { "site": "site08", "variety": "V5", "yield": 0.5244617582308213 }, { "site": "site06", "variety": "V5", "yield": 0.17954915879386546 }, { "site": "site12", "variety": "V4", "yield": 0.5274079884946669 }, { "site": "site06", "variety": "V4", "yield": 0.9427906209370785 }, { "site": "site00", "variety": "V1", "yield": 0.8894075415644058 }, { "site": "site06", "variety": "V4", "yield": 0.3318870552183718 }, { "site": "site11", "variety": "V3", "yield": 0.033047595353550285 }, { "site": "site06", "variety": "V0", "yield": 0.20737012304104296 }, { "site": "site13", "variety": "V8", "yield": 0.5066905646616751 }, { "site": "site09", "variety": "V5", "yield": 0.4013718236321069 }, { "site": "site06", "variety": "V3", "yield": 0.2845243098084915 }, { "site": "site01", "variety": "V3", "yield": 0.45890609143180683 }, { "site": "site05", "variety": "V1", "yield": 0.06732265175138585 }, { "site": "site07", "variety": "V4", "yield": 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"variety": "V2", "yield": 0.9110519259926467 }, { "site": "site03", "variety": "V0", "yield": 0.48606885239760467 }, { "site": "site04", "variety": "V1", "yield": 0.4924826289111328 }, { "site": "site00", "variety": "V8", "yield": 0.7915983154831172 }, { "site": "site13", "variety": "V0", "yield": 0.9680037817375033 }, { "site": "site11", "variety": "V5", "yield": 0.07137001344677263 }, { "site": "site10", "variety": "V9", "yield": 0.9903241444327127 }, { "site": "site11", "variety": "V4", "yield": 0.31669134069724414 }, { "site": "site06", "variety": "V5", "yield": 0.260469342702649 }, { "site": "site11", "variety": "V1", "yield": 0.44577076680400485 }, { "site": "site03", "variety": "V4", "yield": 0.1432131727004191 }, { "site": "site13", "variety": "V9", "yield": 0.9544650980038196 }, { "site": "site07", "variety": "V4", "yield": 0.6549305316639538 }, { "site": "site07", "variety": "V7", "yield": 0.549377786271797 }, { "site": "site03", "variety": "V0", "yield": 0.1441747635342686 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"site11", "variety": "V4", "yield": 0.026753884989129784 }, { "site": "site00", "variety": "V0", "yield": 0.3370413734843781 }, { "site": "site08", "variety": "V3", "yield": 0.7359751808798 }, { "site": "site07", "variety": "V5", "yield": 0.621758898634999 }, { "site": "site03", "variety": "V7", "yield": 0.5112415708329736 }, { "site": "site08", "variety": "V6", "yield": 0.022273439149509633 }, { "site": "site12", "variety": "V7", "yield": 0.20445691175596536 }, { "site": "site11", "variety": "V4", "yield": 0.37413055127949246 }, { "site": "site09", "variety": "V7", "yield": 0.47025879053189557 }, { "site": "site01", "variety": "V7", "yield": 0.18669345221603262 }, { "site": "site03", "variety": "V6", "yield": 0.09990604592248897 }, { "site": "site12", "variety": "V7", "yield": 0.5427649081971285 }, { "site": "site05", "variety": "V1", "yield": 0.6237296895071477 }, { "site": "site08", "variety": "V2", "yield": 0.4730484704405805 }, { "site": "site06", "variety": "V3", "yield": 0.9852390632468339 }, { "site": "site09", "variety": "V3", "yield": 0.4610304550064688 }, { "site": "site09", "variety": "V5", "yield": 0.5832970835763897 }, { "site": "site00", "variety": "V2", "yield": 0.04289281594049976 }, { "site": "site11", "variety": "V6", "yield": 0.6906975174781639 }, { "site": "site04", "variety": "V2", "yield": 0.013240776584001801 }, { "site": "site09", "variety": "V7", "yield": 0.7047226703697935 }, { "site": "site13", "variety": "V7", "yield": 0.90932826361239 }, { "site": "site07", "variety": "V0", "yield": 0.34671277497784947 }, { "site": "site09", "variety": "V6", "yield": 0.5899917298040512 }, { "site": "site02", "variety": "V3", "yield": 0.8833445057650728 }, { "site": "site06", "variety": "V5", "yield": 0.5571706251336104 }, { "site": "site07", "variety": "V1", "yield": 0.8759473218436359 }, { "site": "site11", "variety": "V2", "yield": 0.7460332791230896 }, { "site": "site09", "variety": "V9", "yield": 0.1666240373664477 }, { "site": "site06", "variety": "V9", "yield": 0.5375924939897925 }, { "site": "site00", "variety": "V7", "yield": 0.27120403792649006 }, { "site": "site00", "variety": "V8", "yield": 0.34459484131949225 }, { "site": "site00", "variety": "V4", "yield": 0.44304092696381603 }, { "site": "site09", "variety": "V8", "yield": 0.09978456356239207 }, { "site": "site06", "variety": "V2", "yield": 0.23592288947417706 }, { "site": "site00", "variety": "V3", "yield": 0.14542337498378055 }, { "site": "site07", "variety": "V1", "yield": 0.6866137834457997 }, { "site": "site00", "variety": "V6", "yield": 0.004598773155094937 }, { "site": "site10", "variety": "V9", "yield": 0.004413769200490081 }, { "site": "site06", "variety": "V0", "yield": 0.7179161807046103 }, { "site": "site11", "variety": "V8", "yield": 0.9590084148577933 }, { "site": "site04", "variety": "V8", "yield": 0.3611348143173697 }, { "site": "site07", "variety": "V4", "yield": 0.3069686997287574 }, { "site": "site06", "variety": "V0", "yield": 0.10539107612661047 }, { "site": "site01", "variety": "V1", "yield": 0.6295514068481894 }, { "site": "site05", "variety": "V7", "yield": 0.8580183413784922 }, { "site": "site02", "variety": "V9", "yield": 0.05125067161222874 }, { "site": "site05", "variety": "V1", "yield": 0.33476615328399584 }, { "site": "site13", "variety": "V9", "yield": 0.04895427656756146 }, { "site": "site10", "variety": "V6", "yield": 0.933985335338738 }, { "site": "site07", "variety": "V2", "yield": 0.48235741183107006 }, { "site": "site12", "variety": "V1", "yield": 0.7577424564604055 }, { "site": "site13", "variety": "V9", "yield": 0.1759922404684876 }, { "site": "site08", "variety": "V8", "yield": 0.18928588046878325 }, { "site": "site00", "variety": "V5", "yield": 0.9996265345647992 }, { "site": "site00", "variety": "V3", "yield": 0.8240193010615803 }, { "site": "site01", "variety": "V0", "yield": 0.1361542934101696 }, { "site": "site11", "variety": "V3", "yield": 0.9624196633190761 }, { "site": "site00", "variety": "V0", "yield": 0.11752888386034199 }, { "site": "site01", "variety": "V2", "yield": 0.9837326087822729 }, { "site": "site05", "variety": "V8", "yield": 0.31474981227969756 }, { "site": "site09", "variety": "V6", "yield": 0.33903757926278344 }, { "site": "site00", "variety": "V2", "yield": 0.2617735390102368 }, { "site": "site03", "variety": "V3", "yield": 0.25611264793032507 }, { "site": "site02", "variety": "V6", "yield": 0.8720473110321821 }, { "site": "site01", "variety": "V2", "yield": 0.48140660848904837 }, { "site": "site10", "variety": "V8", "yield": 0.41850078456130935 }, { "site": "site00", "variety": "V6", "yield": 0.7100865758372765 }, { "site": "site06", "variety": "V1", "yield": 0.3559468258612162 }, { "site": "site01", "variety": "V9", "yield": 0.09120643704747056 }, { "site": "site07", "variety": "V9", "yield": 0.8951715062351894 }, { "site": "site02", "variety": "V3", "yield": 0.7420720088465463 }, { "site": "site01", "variety": "V9", "yield": 0.6339868884881967 }, { "site": "site03", "variety": "V4", "yield": 0.5846227396893015 }, { "site": "site05", "variety": "V0", "yield": 0.8132176612218471 }, { "site": "site07", "variety": "V4", "yield": 0.21200710935837874 }, { "site": "site03", "variety": "V0", "yield": 0.7652767604684935 }, { "site": "site03", "variety": "V6", "yield": 0.6287528017825372 }, { "site": "site05", "variety": "V7", "yield": 0.6984648432374968 }, { "site": "site10", "variety": "V2", "yield": 0.4606930972102845 }, { "site": "site12", "variety": "V1", "yield": 0.5299897599391012 }, { "site": "site11", "variety": "V5", "yield": 0.14478268663656446 }, { "site": "site01", "variety": "V8", "yield": 0.7174684585656858 }, { "site": "site00", "variety": "V0", "yield": 0.928446487929171 }, { "site": "site04", "variety": "V8", "yield": 0.6677676202645348 }, { "site": "site11", "variety": "V2", "yield": 0.25241144393975024 }, { "site": "site11", "variety": "V6", "yield": 0.47832114658397784 }, { "site": "site01", "variety": "V2", "yield": 0.5268670884040028 }, { "site": "site08", "variety": "V0", "yield": 0.6101609072750501 }, { "site": "site00", "variety": "V6", "yield": 0.6981039481414061 }, { "site": "site06", "variety": "V1", "yield": 0.05118155478198405 }, { "site": "site05", "variety": "V0", "yield": 0.9686411178174728 }, { "site": "site09", "variety": "V7", "yield": 0.3770420287559302 }, { "site": "site02", "variety": "V3", "yield": 0.22547220823678737 }, { "site": "site03", "variety": "V6", "yield": 0.8647974646597102 }, { "site": "site12", "variety": "V1", "yield": 0.5050709063679087 }, { "site": "site04", "variety": "V0", "yield": 0.47531627470998417 } ] }, "height": 300, "layer": [ { "encoding": { "color": { "field": "site", "title": "Site", "type": "nominal" }, "opacity": { "condition": { "param": "param_1", "value": 1 }, "value": 0.2 }, "x": { "aggregate": "sum", "field": "yield", "stack": "zero", "type": "quantitative" }, "y": { "field": "variety", "title": "Variety", "type": "nominal" } }, "mark": { "type": "bar" }, "name": "view_1" }, { "encoding": { "detail": { "field": "site", "type": "nominal" }, "text": { "aggregate": "sum", "field": "yield", "format": ".1f", "type": "quantitative" }, "x": { "aggregate": "sum", "field": "yield", "stack": "zero", "type": "quantitative" }, "y": { "field": "variety", "type": "nominal" } }, "mark": { "color": "white", "dx": -15, "dy": 3, "type": "text" } } ], "params": [ { "bind": "legend", "name": "param_1", "select": { "fields": [ "site" ], "type": "point" }, "views": [ "view_1" ] } ], "title": "Example chart" }

Set basic colors📎

Four colors📎

The following code enables the theme with four colors using the set_basic_colors method. Source: https://altair-viz.github.io/gallery/normalized_stacked_area_chart.html.

import altair as alt
from vega_datasets import data  # type: ignore[import-untyped]

from driviz import theme

theme.set_basic_colors()

source = data.iowa_electricity()
chart = (
    alt.Chart(source)
    .mark_area()
    .encode(
        x="year:T",
        y=alt.Y("net_generation:Q").stack("normalize"),
        color="source:N",
    )
)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.20.1.json", "config": { "axis": { "domain": false, "grid": true, "gridColor": "#dfe6ea", "gridOpacity": 1, "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "tickColor": "#00004e", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 16.2, "titleFontWeight": "normal" }, "background": "white", "circle": { "fill": "#0043af", "stroke": null }, "header": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "legend": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 16.2, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "line": { "stroke": "#0043af" }, "point": { "fill": "#73baff", "stroke": "#0043af" }, "range": { "category": [ "#00004e", "#73baff", "#ffcd1b", "#f33" ], "diverging": [ "#0043af", "#fff", "#f33" ], "heatmap": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33" ], "ramp": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ] }, "rect": { "fill": "#0043af" }, "title": { "anchor": "start", "color": "#00004e", "font": "Roboto", "fontSize": 27.0, "fontWeight": "normal", "offset": 15, "subtitleFont": "Roboto", "subtitleFontSize": 16.2, "subtitleFontStyle": "normal", "subtitleFontWeight": "normal" }, "view": { "continuousHeight": 400, "continuousWidth": 711 } }, "data": { "name": "data-7fb5cba8489b31900f8ac51a35bf2f48" }, "datasets": { "data-7fb5cba8489b31900f8ac51a35bf2f48": [ { "net_generation": 35361, "source": "Fossil Fuels", "year": "2001-01-01T00:00:00" }, { "net_generation": 35991, "source": "Fossil Fuels", "year": "2002-01-01T00:00:00" }, { "net_generation": 36234, "source": "Fossil Fuels", "year": "2003-01-01T00:00:00" }, { "net_generation": 36205, "source": "Fossil Fuels", "year": "2004-01-01T00:00:00" }, { "net_generation": 36883, "source": "Fossil Fuels", "year": "2005-01-01T00:00:00" }, { "net_generation": 37014, "source": "Fossil Fuels", "year": "2006-01-01T00:00:00" }, { "net_generation": 41389, "source": "Fossil Fuels", "year": "2007-01-01T00:00:00" }, { "net_generation": 42734, "source": "Fossil Fuels", "year": "2008-01-01T00:00:00" }, { "net_generation": 38620, "source": "Fossil Fuels", "year": "2009-01-01T00:00:00" }, { "net_generation": 42750, "source": "Fossil Fuels", "year": "2010-01-01T00:00:00" }, { "net_generation": 39361, "source": "Fossil Fuels", "year": "2011-01-01T00:00:00" }, { "net_generation": 37379, "source": "Fossil Fuels", "year": "2012-01-01T00:00:00" }, { "net_generation": 34873, "source": "Fossil Fuels", "year": "2013-01-01T00:00:00" }, { "net_generation": 35250, "source": "Fossil Fuels", "year": "2014-01-01T00:00:00" }, { "net_generation": 32319, "source": "Fossil Fuels", "year": "2015-01-01T00:00:00" }, { "net_generation": 28437, "source": "Fossil Fuels", "year": "2016-01-01T00:00:00" }, { "net_generation": 29329, "source": "Fossil Fuels", "year": "2017-01-01T00:00:00" }, { "net_generation": 3853, "source": "Nuclear Energy", "year": "2001-01-01T00:00:00" }, { "net_generation": 4574, "source": "Nuclear Energy", "year": "2002-01-01T00:00:00" }, { "net_generation": 3988, "source": "Nuclear Energy", "year": "2003-01-01T00:00:00" }, { "net_generation": 4929, "source": "Nuclear Energy", "year": "2004-01-01T00:00:00" }, { "net_generation": 4538, "source": "Nuclear Energy", "year": "2005-01-01T00:00:00" }, { "net_generation": 5095, "source": "Nuclear Energy", "year": "2006-01-01T00:00:00" }, { "net_generation": 4519, "source": "Nuclear Energy", "year": "2007-01-01T00:00:00" }, { "net_generation": 5282, "source": "Nuclear Energy", "year": "2008-01-01T00:00:00" }, { "net_generation": 4679, "source": "Nuclear Energy", "year": "2009-01-01T00:00:00" }, { "net_generation": 4451, "source": "Nuclear Energy", "year": "2010-01-01T00:00:00" }, { "net_generation": 5215, "source": "Nuclear Energy", "year": "2011-01-01T00:00:00" }, { "net_generation": 4347, "source": "Nuclear Energy", "year": "2012-01-01T00:00:00" }, { "net_generation": 5321, "source": "Nuclear Energy", "year": "2013-01-01T00:00:00" }, { "net_generation": 4152, "source": "Nuclear Energy", "year": "2014-01-01T00:00:00" }, { "net_generation": 5243, "source": "Nuclear Energy", "year": "2015-01-01T00:00:00" }, { "net_generation": 4703, "source": "Nuclear Energy", "year": "2016-01-01T00:00:00" }, { "net_generation": 5214, "source": "Nuclear Energy", "year": "2017-01-01T00:00:00" }, { "net_generation": 1437, "source": "Renewables", "year": "2001-01-01T00:00:00" }, { "net_generation": 1963, "source": "Renewables", "year": "2002-01-01T00:00:00" }, { "net_generation": 1885, "source": "Renewables", "year": "2003-01-01T00:00:00" }, { "net_generation": 2102, "source": "Renewables", "year": "2004-01-01T00:00:00" }, { "net_generation": 2724, "source": "Renewables", "year": "2005-01-01T00:00:00" }, { "net_generation": 3364, "source": "Renewables", "year": "2006-01-01T00:00:00" }, { "net_generation": 3870, "source": "Renewables", "year": "2007-01-01T00:00:00" }, { "net_generation": 5070, "source": "Renewables", "year": "2008-01-01T00:00:00" }, { "net_generation": 8560, "source": "Renewables", "year": "2009-01-01T00:00:00" }, { "net_generation": 10308, "source": "Renewables", "year": "2010-01-01T00:00:00" }, { "net_generation": 11795, "source": "Renewables", "year": "2011-01-01T00:00:00" }, { "net_generation": 14949, "source": "Renewables", "year": "2012-01-01T00:00:00" }, { "net_generation": 16476, "source": "Renewables", "year": "2013-01-01T00:00:00" }, { "net_generation": 17452, "source": "Renewables", "year": "2014-01-01T00:00:00" }, { "net_generation": 19091, "source": "Renewables", "year": "2015-01-01T00:00:00" }, { "net_generation": 21241, "source": "Renewables", "year": "2016-01-01T00:00:00" }, { "net_generation": 21933, "source": "Renewables", "year": "2017-01-01T00:00:00" } ] }, "encoding": { "color": { "field": "source", "type": "nominal" }, "x": { "field": "year", "type": "temporal" }, "y": { "field": "net_generation", "stack": "normalize", "type": "quantitative" } }, "mark": { "type": "area" } }

Six colors📎

An option to allow six colors is also available by setting the argument six=True.

import altair as alt
import pandas as pd

from driviz import theme

theme.set_basic_colors(six=True)

source = pd.DataFrame(
    data={"category": [1, 2, 3, 4, 5, 6], "value": [4, 6, 10, 3, 7, 8]},
)
chart = (
    alt.Chart(source)
    .mark_arc()
    .encode(theta="value", color=alt.Color("category:N", title="Category"))
)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.20.1.json", "config": { "axis": { "domain": false, "grid": true, "gridColor": "#dfe6ea", "gridOpacity": 1, "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "tickColor": "#00004e", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 16.2, "titleFontWeight": "normal" }, "background": "white", "circle": { "fill": "#0043af", "stroke": null }, "header": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "legend": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 16.2, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "line": { "stroke": "#0043af" }, "point": { "fill": "#73baff", "stroke": "#0043af" }, "range": { "category": [ "#00004e", "#3d97f2", "#a8c2aa", "#ffcd1b", "#ff6d2a", "#a0213e" ], "diverging": [ "#0043af", "#fff", "#f33" ], "heatmap": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33" ], "ramp": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ] }, "rect": { "fill": "#0043af" }, "title": { "anchor": "start", "color": "#00004e", "font": "Roboto", "fontSize": 27.0, "fontWeight": "normal", "offset": 15, "subtitleFont": "Roboto", "subtitleFontSize": 16.2, "subtitleFontStyle": "normal", "subtitleFontWeight": "normal" }, "view": { "continuousHeight": 400, "continuousWidth": 711 } }, "data": { "name": "data-5ce6f248de7485cec3995742041b2fb0" }, "datasets": { "data-5ce6f248de7485cec3995742041b2fb0": [ { "category": 1, "value": 4 }, { "category": 2, "value": 6 }, { "category": 3, "value": 10 }, { "category": 4, "value": 3 }, { "category": 5, "value": 7 }, { "category": 6, "value": 8 } ] }, "encoding": { "color": { "field": "category", "title": "Category", "type": "nominal" }, "theta": { "field": "value", "type": "quantitative" } }, "mark": { "type": "arc" } }

Set custom colors📎

For creating a plot with custom colors, the theme can be enabled and use the colors in the plot encoding:

import altair as alt
import pandas as pd

from driviz import theme

theme.enable()

source = pd.DataFrame(
    data={"category": [1, 2, 3, 4, 5, 6], "value": [4, 6, 10, 3, 7, 8]},
)
color_mapping = {
    1: "#FD0100",
    2: "#F76915",
    3: "#EEDE04",
    4: "#A0D636",
    5: "#2FA236",
    6: "#333ED4",
}
chart = (
    alt.Chart(source)
    .mark_arc()
    .encode(
        theta="value",
        color=alt.Color(
            "category:N",
            title="Category",
            scale=alt.Scale(
                domain=list(color_mapping),
                range=list(color_mapping.values()),
            ),
        ),
    )
)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.20.1.json", "config": { "axis": { "domain": false, "grid": true, "gridColor": "#dfe6ea", "gridOpacity": 1, "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "tickColor": "#00004e", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 16.2, "titleFontWeight": "normal" }, "background": "white", "circle": { "fill": "#0043af", "stroke": null }, "header": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 18, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "legend": { "labelColor": "#00004e", "labelFont": "Roboto", "labelFontSize": 16.2, "labelFontWeight": "normal", "titleColor": "#00004e", "titleFont": "Roboto", "titleFontSize": 18, "titleFontWeight": "normal" }, "line": { "stroke": "#0043af" }, "point": { "fill": "#73baff", "stroke": "#0043af" }, "range": { "category": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ], "diverging": [ "#0043af", "#fff", "#f33" ], "heatmap": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33" ], "ramp": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ] }, "rect": { "fill": "#0043af" }, "title": { "anchor": "start", "color": "#00004e", "font": "Roboto", "fontSize": 27.0, "fontWeight": "normal", "offset": 15, "subtitleFont": "Roboto", "subtitleFontSize": 16.2, "subtitleFontStyle": "normal", "subtitleFontWeight": "normal" }, "view": { "continuousHeight": 400, "continuousWidth": 711 } }, "data": { "name": "data-5ce6f248de7485cec3995742041b2fb0" }, "datasets": { "data-5ce6f248de7485cec3995742041b2fb0": [ { "category": 1, "value": 4 }, { "category": 2, "value": 6 }, { "category": 3, "value": 10 }, { "category": 4, "value": 3 }, { "category": 5, "value": 7 }, { "category": 6, "value": 8 } ] }, "encoding": { "color": { "field": "category", "scale": { "domain": [ 1, 2, 3, 4, 5, 6 ], "range": [ "#FD0100", "#F76915", "#EEDE04", "#A0D636", "#2FA236", "#333ED4" ] }, "title": "Category", "type": "nominal" }, "theta": { "field": "value", "type": "quantitative" } }, "mark": { "type": "arc" } }

Customizing the theme📎

A further customization can be done by importing the Theme class from the driviz.theme module, and initializing it with the desired configuration:

import altair as alt
from pydantic_extra_types.color import Color
from vega_datasets import data  # type: ignore[import-untyped]

from driviz.theme import Theme

theme = Theme(font="Arial", font_color=Color("green"))
theme.set_basic_colors()

source = data.iowa_electricity()
chart = (
    alt.Chart(source)
    .mark_area()
    .encode(
        x="year:T",
        y=alt.Y("net_generation:Q").stack("normalize"),
        color="source:N",
    )
)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.20.1.json", "config": { "axis": { "domain": false, "grid": true, "gridColor": "#dfe6ea", "gridOpacity": 1, "labelColor": "#008000", "labelFont": "Arial", "labelFontSize": 18, "labelFontWeight": "normal", "tickColor": "#008000", "titleColor": "#008000", "titleFont": "Arial", "titleFontSize": 16.2, "titleFontWeight": "normal" }, "background": "white", "circle": { "fill": "#0043af", "stroke": null }, "header": { "labelColor": "#008000", "labelFont": "Arial", "labelFontSize": 18, "labelFontWeight": "normal", "titleColor": "#008000", "titleFont": "Arial", "titleFontSize": 18, "titleFontWeight": "normal" }, "legend": { "labelColor": "#008000", "labelFont": "Arial", "labelFontSize": 16.2, "labelFontWeight": "normal", "titleColor": "#008000", "titleFont": "Arial", "titleFontSize": 18, "titleFontWeight": "normal" }, "line": { "stroke": "#0043af" }, "point": { "fill": "#73baff", "stroke": "#0043af" }, "range": { "category": [ "#00004e", "#73baff", "#ffcd1b", "#f33" ], "diverging": [ "#0043af", "#fff", "#f33" ], "heatmap": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33" ], "ramp": [ "#00004e", "#0043af", "#3d97f2", "#73baff", "#a8c2aa", "#cbc771", "#ffcd1b", "#ff9424", "#ff6d2a", "#f33", "#a0213e", "#601445" ] }, "rect": { "fill": "#0043af" }, "title": { "anchor": "start", "color": "#008000", "font": "Arial", "fontSize": 27.0, "fontWeight": "normal", "offset": 15, "subtitleFont": "Arial", "subtitleFontSize": 16.2, "subtitleFontStyle": "normal", "subtitleFontWeight": "normal" }, "view": { "continuousHeight": 400, "continuousWidth": 711 } }, "data": { "name": "data-7fb5cba8489b31900f8ac51a35bf2f48" }, "datasets": { "data-7fb5cba8489b31900f8ac51a35bf2f48": [ { "net_generation": 35361, "source": "Fossil Fuels", "year": "2001-01-01T00:00:00" }, { "net_generation": 35991, "source": "Fossil Fuels", "year": "2002-01-01T00:00:00" }, { "net_generation": 36234, "source": "Fossil Fuels", "year": "2003-01-01T00:00:00" }, { "net_generation": 36205, "source": "Fossil Fuels", "year": "2004-01-01T00:00:00" }, { "net_generation": 36883, "source": "Fossil Fuels", "year": "2005-01-01T00:00:00" }, { "net_generation": 37014, "source": "Fossil Fuels", "year": "2006-01-01T00:00:00" }, { "net_generation": 41389, "source": "Fossil Fuels", "year": "2007-01-01T00:00:00" }, { "net_generation": 42734, "source": "Fossil Fuels", "year": "2008-01-01T00:00:00" }, { "net_generation": 38620, "source": "Fossil Fuels", "year": "2009-01-01T00:00:00" }, { "net_generation": 42750, "source": "Fossil Fuels", "year": "2010-01-01T00:00:00" }, { "net_generation": 39361, "source": "Fossil Fuels", "year": "2011-01-01T00:00:00" }, { "net_generation": 37379, "source": "Fossil Fuels", "year": "2012-01-01T00:00:00" }, { "net_generation": 34873, "source": "Fossil Fuels", "year": "2013-01-01T00:00:00" }, { "net_generation": 35250, "source": "Fossil Fuels", "year": "2014-01-01T00:00:00" }, { "net_generation": 32319, "source": "Fossil Fuels", "year": "2015-01-01T00:00:00" }, { "net_generation": 28437, "source": "Fossil Fuels", "year": "2016-01-01T00:00:00" }, { "net_generation": 29329, "source": "Fossil Fuels", "year": "2017-01-01T00:00:00" }, { "net_generation": 3853, "source": "Nuclear Energy", "year": "2001-01-01T00:00:00" }, { "net_generation": 4574, "source": "Nuclear Energy", "year": "2002-01-01T00:00:00" }, { "net_generation": 3988, "source": "Nuclear Energy", "year": "2003-01-01T00:00:00" }, { "net_generation": 4929, "source": "Nuclear Energy", "year": "2004-01-01T00:00:00" }, { "net_generation": 4538, "source": "Nuclear Energy", "year": "2005-01-01T00:00:00" }, { "net_generation": 5095, "source": "Nuclear Energy", "year": "2006-01-01T00:00:00" }, { "net_generation": 4519, "source": "Nuclear Energy", "year": "2007-01-01T00:00:00" }, { "net_generation": 5282, "source": "Nuclear Energy", "year": "2008-01-01T00:00:00" }, { "net_generation": 4679, "source": "Nuclear Energy", "year": "2009-01-01T00:00:00" }, { "net_generation": 4451, "source": "Nuclear Energy", "year": "2010-01-01T00:00:00" }, { "net_generation": 5215, "source": "Nuclear Energy", "year": "2011-01-01T00:00:00" }, { "net_generation": 4347, "source": "Nuclear Energy", "year": "2012-01-01T00:00:00" }, { "net_generation": 5321, "source": "Nuclear Energy", "year": "2013-01-01T00:00:00" }, { "net_generation": 4152, "source": "Nuclear Energy", "year": "2014-01-01T00:00:00" }, { "net_generation": 5243, "source": "Nuclear Energy", "year": "2015-01-01T00:00:00" }, { "net_generation": 4703, "source": "Nuclear Energy", "year": "2016-01-01T00:00:00" }, { "net_generation": 5214, "source": "Nuclear Energy", "year": "2017-01-01T00:00:00" }, { "net_generation": 1437, "source": "Renewables", "year": "2001-01-01T00:00:00" }, { "net_generation": 1963, "source": "Renewables", "year": "2002-01-01T00:00:00" }, { "net_generation": 1885, "source": "Renewables", "year": "2003-01-01T00:00:00" }, { "net_generation": 2102, "source": "Renewables", "year": "2004-01-01T00:00:00" }, { "net_generation": 2724, "source": "Renewables", "year": "2005-01-01T00:00:00" }, { "net_generation": 3364, "source": "Renewables", "year": "2006-01-01T00:00:00" }, { "net_generation": 3870, "source": "Renewables", "year": "2007-01-01T00:00:00" }, { "net_generation": 5070, "source": "Renewables", "year": "2008-01-01T00:00:00" }, { "net_generation": 8560, "source": "Renewables", "year": "2009-01-01T00:00:00" }, { "net_generation": 10308, "source": "Renewables", "year": "2010-01-01T00:00:00" }, { "net_generation": 11795, "source": "Renewables", "year": "2011-01-01T00:00:00" }, { "net_generation": 14949, "source": "Renewables", "year": "2012-01-01T00:00:00" }, { "net_generation": 16476, "source": "Renewables", "year": "2013-01-01T00:00:00" }, { "net_generation": 17452, "source": "Renewables", "year": "2014-01-01T00:00:00" }, { "net_generation": 19091, "source": "Renewables", "year": "2015-01-01T00:00:00" }, { "net_generation": 21241, "source": "Renewables", "year": "2016-01-01T00:00:00" }, { "net_generation": 21933, "source": "Renewables", "year": "2017-01-01T00:00:00" } ] }, "encoding": { "color": { "field": "source", "type": "nominal" }, "x": { "field": "year", "type": "temporal" }, "y": { "field": "net_generation", "stack": "normalize", "type": "quantitative" } }, "mark": { "type": "area" } }

Customizing the locale📎

Changing the locale of the theme can be done setting the locale attribute of the Theme class. The list of available locales can be found in this list.

import altair as alt
from vega_datasets import data  # type: ignore[import-untyped]

from driviz.theme import Theme

theme = Theme(locale="ca-ES")  # Set Catalan language
theme.set_basic_colors()

source = data.stocks().sort_values(by="date").iloc[-100:]
chart = (
    alt.Chart(source)
    .mark_line()
    .encode(
        x=alt.X("date:T", title="Data"),
        y=alt.Y("price:Q", title="Preu"),
        color=alt.Color("symbol:N", title="Símbol"),
    )
    .properties(title="Estocs", width=600, height=300)
)

Plot