Geoviz Intro

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title: Geospatial visualization jupyter: kernelspec: name: python3 display_name: Python 3 language: python format: revealjs execute: enabled: true echo: true —

Lecture overview

Learning goals

Explain what GeoJSON files are and where to find them
Load and explore GeoJSON data with geopandas
Plot geographic regions with alt.mark_geoshape() in Altair
Create choropleth maps by encoding values to color on geoshapes
Join external tabular data to a GeoJSON geodataframe
Apply map projections and handle missing data gracefully
~~Plot point data on a map~~ (-> 05b)
Embed interactive Altair maps in Shiny with output_widget
Distinguish client-side (Altair/JS) from server-side (Shiny/Python) interaction
Share computation across outputs with @reactive.calc

Covered dashboard variations

app-01-map-static.py — static world map in Shiny
app-02-map-dropdown.py — Shiny input -> map style
app-03-map-choropleth.py — Shiny input -> data -> choropleth
app-04-map-and-chart.py — @reactive.calc -> map + bar chart
app-04a-map-top-bottom.py — @reactive.calc -> map + top-5 / bottom-5 bars

Readings

GeoJSON

Up to this point, we have worked with JSON and CSV formatted datasets that correspond to data tables made up of rows (records) and columns (fields). In order to represent geographic regions (countries, states, etc.) and trajectories (flight paths, subway lines, etc.), we need to expand our repertoire with additional formats designed to support these richer geometries.

GeoJSON models geographic features within a specialized JSON format. A GeoJSON feature can include geometric data, such as longitude, latitude coordinates that make up a country boundary, as well as additional data attributes.

GeoJSON feature example

Here is a GeoJSON feature object for the boundary of the U.S. state of Colorado:

{
  "type": "Feature",
  "id": 8,
  "properties": {"name": "Colorado"},
  "geometry": {
    "type": "Polygon",
    "coordinates": [
      [[-106.32056285448942,40.998675790862656],[-106.19134826714341,40.99813863734313],[-105.27607827344248,40.99813863734313],[-104.9422739227986,40.99813863734313],[-104.05212898774828,41.00136155846029],[-103.57475287338661,41.00189871197981],[-103.38093099236758,41.00189871197981],[-102.65589358559272,41.00189871197981],[-102.62000064466328,41.00189871197981],[-102.052892177978,41.00189871197981],[-102.052892177978,40.74889940428302],[-102.052892177978,40.69733266640851],[-102.052892177978,40.44003613055551],[-102.052892177978,40.3492571857556],[-102.052892177978,40.00333031918079],[-102.04930288388505,39.57414465707943],[-102.04930288388505,39.56823596836465],[-102.0457135897921,39.1331416175485],[-102.0457135897921,39.0466599009048],[-102.0457135897921,38.69751011321283],[-102.0457135897921,38.61478847120581],[-102.0457135897921,38.268861604631],[-102.0457135897921,38.262415762396685],[-102.04212429569915,37.738153927339205],[-102.04212429569915,37.64415206142214],[-102.04212429569915,37.38900413964724],[-102.04212429569915,36.99365914927603],[-103.00046581851544,37.00010499151034],[-103.08660887674611,37.00010499151034],[-104.00905745863294,36.99580776335414],[-105.15404227428235,36.995270609834606],[-105.2222388620483,36.995270609834606],[-105.7175614468747,36.99580776335414],[-106.00829426840322,36.995270609834606],[-106.47490250048605,36.99365914927603],[-107.4224761410235,37.00010499151034],[-107.48349414060355,37.00010499151034],[-108.38081766383978,36.99903068447129],[-109.04483707103458,36.99903068447129],[-109.04483707103458,37.484617466122884],[-109.04124777694163,37.88049961001363],[-109.04124777694163,38.15283644441336],[-109.05919424740635,38.49983761802722],[-109.05201565922046,39.36680339854235],[-109.05201565922046,39.49786885730673],[-109.05201565922046,39.66062637372313],[-109.05201565922046,40.22248895514744],[-109.05201565922046,40.653823231326896],[-109.05201565922046,41.000287251421234],[-107.91779872584989,41.00189871197981],[-107.3183866123281,41.00297301901887],[-106.85895696843116,41.00189871197981],[-106.32056285448942,40.998675790862656]]
    ]
  }
}

You don’t need to understand this in detail, but having seen it once can be helpful when you encounter GeoJSON files in the wild. The feature includes a properties object, which can include any number of data fields, plus a geometry object, which in this case contains a single polygon that consists of [longitude, latitude] coordinates for the state boundary. To learn more about the nitty-gritty details of GeoJSON, see the official GeoJSON specification or read Tom MacWright’s helpful primer.

Where can I find GeoJSON files?

Many libraries, including Altair and Plotly, provide a few built-in GeoJSON datasets for common geographic regions. However, if you need a GeoJSON file for a specific region or purpose, these sample files are not of much help. Therefore, we will only work with GeoJSON files directly from Natural Earth Data which contains a variety of GeoJSON at different levels of detail to meet all your geospatial visualization needs.

These geojson files are available in different scale resolutions. If you are plotting the countries of the world, it is sufficient to use the 1:110m scale resolution, and if you are plotting regions withing a country (e.g. states or provinces), you can use the 1:50m scale resolution. There are also files available for other features such as rivers, lakes, and coastlines.

As you can see the download page containes a few different options. They are all detailed on this page, but in brief:

Cultural contains the boundaries of countries, states, and populated places (boundaries made by humans)
Physical contains the boundaries of rivers, lakes, and coastlines (boundaries made by nature)

To get the URL for the countries in the world, you select 1:110 scale resolution, “cultural”, and “Admin 0 – Countries”. Note that if you simply copy the URL from the link “Download countries”, it will look like this:

https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/110m/cultural/ne_110m_admin_0_countries.zip

But you need to change it to look like this when using it programmatically:

https://naciscdn.org/naturalearth/110m/cultural/ne_110m_admin_0_countries.zip

You can either do this manually or check the network tab in your browser’s developer console (press F12) to see the actual URL that is being requested.

Working with GeoJSON via geopandas

The geopandas library provides a convenient way to work with GeoJSON data in Python. It extends the capabilities of pandas to support spatial data types and operations. Let’s load in the dataset for the countries of the world and take a look at the first few rows.

import geopandas as gpd
import pandas as pd

_COMPACT = [
    {'selector': 'td, th', 'props': 'font-size: 0.52em; padding: 2px 5px; white-space: nowrap;'},
    {'selector': 'table',  'props': 'border-collapse: collapse;'},
]

url = "https://naciscdn.org/naturalearth/110m/cultural/ne_110m_admin_0_countries.zip"
world_countries = gpd.read_file(url)
(
    world_countries.head(4)
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	featurecla	scalerank	LABELRANK	SOVEREIGNT	SOV_A3	LEVEL	TYPE	TLC	ADMIN	ADM0_A3	GEOUNIT	GU_A3	SUBUNIT	SU_A3	BRK_DIFF	NAME	NAME_LONG	BRK_A3	BRK_NAME	BRK_GROUP	ABBREV	POSTAL	FORMAL_EN	FORMAL_FR	NAME_CIAWF	NOTE_ADM0	NOTE_BRK	NAME_SORT	NAME_ALT	MAPCOLOR7	MAPCOLOR8	MAPCOLOR9	MAPCOLOR13	POP_EST	POP_RANK	POP_YEAR	GDP_MD	GDP_YEAR	ECONOMY	INCOME_GRP	FIPS_10	ISO_A2	ISO_A2_EH	ISO_A3	ISO_A3_EH	ISO_N3	ISO_N3_EH	UN_A3	WB_A2	WB_A3	WOE_ID	WOE_ID_EH	WOE_NOTE	ADM0_ISO	ADM0_DIFF	ADM0_TLC	ADM0_A3_US	ADM0_A3_FR	ADM0_A3_RU	ADM0_A3_ES	ADM0_A3_CN	ADM0_A3_TW	ADM0_A3_IN	ADM0_A3_NP	ADM0_A3_PK	ADM0_A3_DE	ADM0_A3_GB	ADM0_A3_BR	ADM0_A3_IL	ADM0_A3_PS	ADM0_A3_SA	ADM0_A3_EG	ADM0_A3_MA	ADM0_A3_PT	ADM0_A3_AR	ADM0_A3_JP	ADM0_A3_KO	ADM0_A3_VN	ADM0_A3_TR	ADM0_A3_ID	ADM0_A3_PL	ADM0_A3_GR	ADM0_A3_IT	ADM0_A3_NL	ADM0_A3_SE	ADM0_A3_BD	ADM0_A3_UA	ADM0_A3_UN	ADM0_A3_WB	CONTINENT	REGION_UN	SUBREGION	REGION_WB	NAME_LEN	LONG_LEN	ABBREV_LEN	TINY	HOMEPART	MIN_ZOOM	MIN_LABEL	MAX_LABEL	LABEL_X	LABEL_Y	NE_ID	WIKIDATAID	NAME_AR	NAME_BN	NAME_DE	NAME_EN	NAME_ES	NAME_FA	NAME_FR	NAME_EL	NAME_HE	NAME_HI	NAME_HU	NAME_ID	NAME_IT	NAME_JA	NAME_KO	NAME_NL	NAME_PL	NAME_PT	NAME_RU	NAME_SV	NAME_TR	NAME_UK	NAME_UR	NAME_VI	NAME_ZH	NAME_ZHT	FCLASS_ISO	TLC_DIFF	FCLASS_TLC	FCLASS_US	FCLASS_FR	FCLASS_RU	FCLASS_ES	FCLASS_CN	FCLASS_TW	FCLASS_IN	FCLASS_NP	FCLASS_PK	FCLASS_DE	FCLASS_GB	FCLASS_BR	FCLASS_IL	FCLASS_PS	FCLASS_SA	FCLASS_EG	FCLASS_MA	FCLASS_PT	FCLASS_AR	FCLASS_JP	FCLASS_KO	FCLASS_VN	FCLASS_TR	FCLASS_ID	FCLASS_PL	FCLASS_GR	FCLASS_IT	FCLASS_NL	FCLASS_SE	FCLASS_BD	FCLASS_UA	geometry
0	Admin-0 country	1	6	Fiji	FJI	2	Sovereign country	1	Fiji	FJI	Fiji	FJI	Fiji	FJI	0	Fiji	Fiji	FJI	Fiji	None	Fiji	FJ	Republic of Fiji	None	Fiji	None	None	Fiji	None	5	1	2	2	889953.0	11	2019	5496	2019	6. Developing region	4. Lower middle income	FJ	FJ	FJ	FJI	FJI	242	242	242	FJ	FJI	23424813	23424813	Exact WOE match as country	FJI	None	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	FJI	-99	-99	Oceania	Oceania	Melanesia	East Asia & Pacific	4	4	4	-99	1	0.0	3.0	8.0	177.975427	-17.826099	1159320625	Q712	فيجي	ফিজি	Fidschi	Fiji	Fiyi	فیجی	Fidji	Φίτζι	פיג'י	फ़िजी	Fidzsi-szigetek	Fiji	Figi	フィジー	피지	Fiji	Fidżi	Fiji	Фиджи	Fiji	Fiji	Фіджі	فجی	Fiji	斐济	斐濟	Admin-0 country	None	Admin-0 country	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	MULTIPOLYGON (((180 -16.067132663642447, 180 -16.555216566639196, 179.36414266196414 -16.801354076946883, 178.72505936299711 -17.01204167436804, 178.59683859511713 -16.639150000000004, 179.0966093629971 -16.433984277547403, 179.4135093629971 -16.379054277547404, 180 -16.067132663642447)), ((178.12557 -17.50481, 178.3736 -17.33992, 178.71806 -17.62846, 178.55271 -18.15059, 177.93266000000003 -18.28799, 177.38146 -18.16432, 177.28504 -17.72465, 177.67087 -17.381140000000002, 178.12557 -17.50481)), ((-179.79332010904864 -16.020882256741224, -179.9173693847653 -16.501783135649397, -180 -16.555216566639196, -180 -16.067132663642447, -179.79332010904864 -16.020882256741224)))
1	Admin-0 country	1	3	United Republic of Tanzania	TZA	2	Sovereign country	1	United Republic of Tanzania	TZA	Tanzania	TZA	Tanzania	TZA	0	Tanzania	Tanzania	TZA	Tanzania	None	Tanz.	TZ	United Republic of Tanzania	None	Tanzania	None	None	Tanzania	None	3	6	2	2	58005463.0	16	2019	63177	2019	7. Least developed region	5. Low income	TZ	TZ	TZ	TZA	TZA	834	834	834	TZ	TZA	23424973	23424973	Exact WOE match as country	TZA	None	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	TZA	-99	-99	Africa	Africa	Eastern Africa	Sub-Saharan Africa	8	8	5	-99	1	0.0	3.0	8.0	34.959183	-6.051866	1159321337	Q924	تنزانيا	তানজানিয়া	Tansania	Tanzania	Tanzania	تانزانیا	Tanzanie	Τανζανία	טנזניה	तंज़ानिया	Tanzánia	Tanzania	Tanzania	タンザニア	탄자니아	Tanzania	Tanzania	Tanzânia	Танзания	Tanzania	Tanzanya	Танзанія	تنزانیہ	Tanzania	坦桑尼亚	坦尚尼亞	Admin-0 country	None	Admin-0 country	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	POLYGON ((33.90371119710453 -0.9500000000000001, 34.07261999999997 -1.0598199999999451, 37.69868999999994 -3.0969899999999484, 37.7669 -3.6771200000000004, 39.20222 -4.67677, 38.74053999999995 -5.9089499999999475, 38.79977000000008 -6.475660000000005, 39.44 -6.839999999999861, 39.47000000000014 -7.099999999999966, 39.19468999999998 -7.703899999999976, 39.25203000000005 -8.00780999999995, 39.18652000000009 -8.48550999999992, 39.53574000000009 -9.112369999999885, 39.94960000000003 -10.098400000000026, 40.316586229110854 -10.317097752817492, 40.31659000000002 -10.317099999999868, 39.52099999999996 -10.89688000000001, 38.42755659358775 -11.285202325081656, 37.827639999999974 -11.26878999999991, 37.471289999999954 -11.568759999999997, 36.775150994622805 -11.594537448780805, 36.51408165868426 -11.720938002166735, 35.31239790216904 -11.439146416879147, 34.55998904799935 -11.520020033415925, 34.27999999999997 -10.160000000000025, 33.940837724096525 -9.693673841980285, 33.73972000000009 -9.417149999999992, 32.75937544122132 -9.23059905358906, 32.19186486179194 -8.930358981973257, 31.556348097466497 -8.762048841998642, 31.15775133695005 -8.594578747317366, 30.740009731422095 -8.34000593035372, 30.74001549655179 -8.340007419470915, 30.199996779101696 -7.079980970898163, 29.620032179490014 -6.520015150583426, 29.419992710088167 -5.939998874539434, 29.519986606572928 -5.419978936386315, 29.339997592900346 -4.4999834122940925, 29.753512404099865 -4.452389418153302, 30.11632000000003 -4.090120000000013, 30.505539999999996 -3.5685799999999404, 30.752240000000086 -3.3593099999999936, 30.743010000000027 -3.034309999999948, 30.527660000000026 -2.807619999999986, 30.469673645761223 -2.41385475710134, 30.469670000000008 -2.4138299999999617, 30.75830895358311 -2.2872502579883687, 30.816134881317712 -1.6989140763453887, 30.419104852019245 -1.1346591121504161, 30.769860000000108 -1.0145499999999856, 31.866170000000068 -1.0273599999999306, 33.90371119710453 -0.9500000000000001))
2	Admin-0 country	1	7	Western Sahara	SAH	2	Indeterminate	1	Western Sahara	SAH	Western Sahara	SAH	Western Sahara	SAH	1	W. Sahara	Western Sahara	B28	W. Sahara	None	W. Sah.	WS	Sahrawi Arab Democratic Repu…	None	Western Sahara	None	Self admin.; Claimed by Moro…	Western Sahara	None	4	7	4	4	603253.0	11	2017	907	2007	7. Least developed region	5. Low income	WI	EH	EH	ESH	ESH	732	732	732	-99	-99	23424990	23424990	Exact WOE match as country	B28	None	B28	SAH	MAR	SAH	SAH	SAH	SAH	MAR	SAH	SAH	SAH	SAH	SAH	SAH	MAR	MAR	SAH	MAR	SAH	SAH	SAH	SAH	SAH	MAR	MAR	MAR	SAH	SAH	MAR	SAH	SAH	SAH	-99	-99	Africa	Africa	Northern Africa	Middle East & North Africa	9	14	7	-99	1	4.7	6.0	11.0	-12.630304	23.967592	1159321223	Q6250	الصحراء الغربية	পশ্চিম সাহারা	Westsahara	Western Sahara	Sahara Occidental	صحرای غربی	Sahara occidental	Δυτική Σαχάρα	סהרה המערבית	पश्चिमी सहारा	Nyugat-Szahara	Sahara Barat	Sahara Occidentale	西サハラ	서사하라	Westelijke Sahara	Sahara Zachodnia	Sara Ocidental	Западная Сахара	Västsahara	Batı Sahra	Західна Сахара	مغربی صحارا	Tây Sahara	西撒哈拉	西撒哈拉	Admin-0 dependency	None	Admin-0 dependency	None	Unrecognized	None	None	None	None	Unrecognized	None	None	None	None	None	None	Unrecognized	Unrecognized	None	Unrecognized	None	None	None	None	None	Unrecognized	Unrecognized	Unrecognized	None	None	Unrecognized	None	None	None	POLYGON ((-8.665589565454809 27.656425889592356, -8.665124477564191 27.589479071558227, -8.684399786809053 27.395744126896005, -8.6872936670174 25.881056219988906, -11.96941891117116 25.933352769468268, -11.937224493853321 23.374594224536168, -12.874221564169575 23.284832261645178, -13.118754441774712 22.771220201096256, -12.929101935263532 21.327070624267563, -16.845193650773993 21.33332347257488, -17.06342322434257 20.999752102130827, -17.02042843267577 21.422310288981578, -17.00296179856109 21.420734157796577, -14.750954555713534 21.500600083903663, -14.630832688851072 21.860939846274903, -14.221167771857253 22.31016307218816, -13.891110398809047 23.691009019459305, -12.50096269372537 24.7701162785782, -12.03075883630163 26.030866197203068, -11.718219773800357 26.104091701760623, -11.392554897497007 26.883423977154393, -10.551262579785273 26.990807603456886, -10.189424200877582 26.860944729107405, -9.735343390328879 26.860944729107405, -9.41303748212448 27.088476060488574, -8.794883999049077 27.120696316022507, -8.817828334986672 27.656425889592356, -8.665589565454809 27.656425889592356))
3	Admin-0 country	1	2	Canada	CAN	2	Sovereign country	1	Canada	CAN	Canada	CAN	Canada	CAN	0	Canada	Canada	CAN	Canada	None	Can.	CA	Canada	None	Canada	None	None	Canada	None	6	6	2	2	37589262.0	15	2019	1736425	2019	1. Developed region: G7	1. High income: OECD	CA	CA	CA	CAN	CAN	124	124	124	CA	CAN	23424775	23424775	Exact WOE match as country	CAN	None	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	CAN	-99	-99	North America	Americas	Northern America	North America	6	6	4	-99	1	0.0	1.7	5.7	-101.9107	60.324287	1159320467	Q16	كندا	কানাডা	Kanada	Canada	Canadá	کانادا	Canada	Καναδάς	קנדה	कनाडा	Kanada	Kanada	Canada	カナダ	캐나다	Canada	Kanada	Canadá	Канада	Kanada	Kanada	Канада	کینیڈا	Canada	加拿大	加拿大	Admin-0 country	None	Admin-0 country	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	MULTIPOLYGON (((-122.84000000000003 49.000000000000114, -122.97421000000001 49.00253777777778, -124.91024 49.98456, -125.62461 50.416560000000004, -127.43561000000001 50.83061, -127.99276 51.71583, -127.85032 52.32961, -129.12979 52.75538, -129.30523 53.561589999999995, -130.51497 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67.58809000000001, -76.81166 68.14856, -75.89521 68.28721, -75.11449999999999 68.01035999999999, -75.10333 67.58202, -75.21597 67.44425)), ((-96.25740120380055 69.49003035832177, -95.64768120380054 69.10769035832178, -96.26952120380055 68.75704035832177, -97.61740120380055 69.06003035832177, -98.43180120380055 68.95070035832177, -99.79740120380055 69.40003035832177, -98.91740120380055 69.71003035832177, -98.21826120380055 70.14354035832177, -97.15740120380055 69.86003035832177, -96.55740120380055 69.68003035832177, -96.25740120380055 69.49003035832177)), ((-64.51912 49.87304, -64.17322 49.95718, -62.858290000000004 49.70641, -61.835584999999995 49.28855, -61.806304999999995 49.10506000000001, -62.29318 49.08717, -63.589259999999996 49.400690000000004, -64.51912 49.87304)), ((-64.01486 47.03601, -63.6645 46.55001, -62.9393 46.41587, -62.012080000000005 46.44314, -62.503910000000005 46.033390000000004, -62.87433 45.968180000000004, -64.14280000000001 46.39265, -64.39261 46.72747, -64.01486 47.03601)))

That’s alot of columns! The column containing the actual outlines of the countries is the geometry column. Let’s keep that one plus a few other interesting ones for now.

world_countries = world_countries[
    ["NAME", "CONTINENT",  'SUBREGION', "POP_EST", 'ECONOMY', 'INCOME_GRP', 'GDP_MD', 'geometry']
].rename(
    columns=lambda x: x.lower()  # Lowercase column names
).assign(
    gdp_per_capita=lambda x: x["gdp_md"] / x["pop_est"] * 1e6
).query(
    'continent != "Antarctica"'
)
(
    world_countries.head(4)
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	name	continent	subregion	pop_est	economy	income_grp	gdp_md	geometry	gdp_per_capita
0	Fiji	Oceania	Melanesia	889953.0	6. Developing region	4. Lower middle income	5496	MULTIPOLYGON (((180 -16.067132663642447, 180 -16.555216566639196, 179.36414266196414 -16.801354076946883, 178.72505936299711 -17.01204167436804, 178.59683859511713 -16.639150000000004, 179.0966093629971 -16.433984277547403, 179.4135093629971 -16.379054277547404, 180 -16.067132663642447)), ((178.12557 -17.50481, 178.3736 -17.33992, 178.71806 -17.62846, 178.55271 -18.15059, 177.93266000000003 -18.28799, 177.38146 -18.16432, 177.28504 -17.72465, 177.67087 -17.381140000000002, 178.12557 -17.50481)), ((-179.79332010904864 -16.020882256741224, -179.9173693847653 -16.501783135649397, -180 -16.555216566639196, -180 -16.067132663642447, -179.79332010904864 -16.020882256741224)))	6175.607026438475
1	Tanzania	Africa	Eastern Africa	58005463.0	7. Least developed region	5. Low income	63177	POLYGON ((33.90371119710453 -0.9500000000000001, 34.07261999999997 -1.0598199999999451, 37.69868999999994 -3.0969899999999484, 37.7669 -3.6771200000000004, 39.20222 -4.67677, 38.74053999999995 -5.9089499999999475, 38.79977000000008 -6.475660000000005, 39.44 -6.839999999999861, 39.47000000000014 -7.099999999999966, 39.19468999999998 -7.703899999999976, 39.25203000000005 -8.00780999999995, 39.18652000000009 -8.48550999999992, 39.53574000000009 -9.112369999999885, 39.94960000000003 -10.098400000000026, 40.316586229110854 -10.317097752817492, 40.31659000000002 -10.317099999999868, 39.52099999999996 -10.89688000000001, 38.42755659358775 -11.285202325081656, 37.827639999999974 -11.26878999999991, 37.471289999999954 -11.568759999999997, 36.775150994622805 -11.594537448780805, 36.51408165868426 -11.720938002166735, 35.31239790216904 -11.439146416879147, 34.55998904799935 -11.520020033415925, 34.27999999999997 -10.160000000000025, 33.940837724096525 -9.693673841980285, 33.73972000000009 -9.417149999999992, 32.75937544122132 -9.23059905358906, 32.19186486179194 -8.930358981973257, 31.556348097466497 -8.762048841998642, 31.15775133695005 -8.594578747317366, 30.740009731422095 -8.34000593035372, 30.74001549655179 -8.340007419470915, 30.199996779101696 -7.079980970898163, 29.620032179490014 -6.520015150583426, 29.419992710088167 -5.939998874539434, 29.519986606572928 -5.419978936386315, 29.339997592900346 -4.4999834122940925, 29.753512404099865 -4.452389418153302, 30.11632000000003 -4.090120000000013, 30.505539999999996 -3.5685799999999404, 30.752240000000086 -3.3593099999999936, 30.743010000000027 -3.034309999999948, 30.527660000000026 -2.807619999999986, 30.469673645761223 -2.41385475710134, 30.469670000000008 -2.4138299999999617, 30.75830895358311 -2.2872502579883687, 30.816134881317712 -1.6989140763453887, 30.419104852019245 -1.1346591121504161, 30.769860000000108 -1.0145499999999856, 31.866170000000068 -1.0273599999999306, 33.90371119710453 -0.9500000000000001))	1089.1560334584349
2	W. Sahara	Africa	Northern Africa	603253.0	7. Least developed region	5. Low income	907	POLYGON ((-8.665589565454809 27.656425889592356, -8.665124477564191 27.589479071558227, -8.684399786809053 27.395744126896005, -8.6872936670174 25.881056219988906, -11.96941891117116 25.933352769468268, -11.937224493853321 23.374594224536168, -12.874221564169575 23.284832261645178, -13.118754441774712 22.771220201096256, -12.929101935263532 21.327070624267563, -16.845193650773993 21.33332347257488, -17.06342322434257 20.999752102130827, -17.02042843267577 21.422310288981578, -17.00296179856109 21.420734157796577, -14.750954555713534 21.500600083903663, -14.630832688851072 21.860939846274903, -14.221167771857253 22.31016307218816, -13.891110398809047 23.691009019459305, -12.50096269372537 24.7701162785782, -12.03075883630163 26.030866197203068, -11.718219773800357 26.104091701760623, -11.392554897497007 26.883423977154393, -10.551262579785273 26.990807603456886, -10.189424200877582 26.860944729107405, -9.735343390328879 26.860944729107405, -9.41303748212448 27.088476060488574, -8.794883999049077 27.120696316022507, -8.817828334986672 27.656425889592356, -8.665589565454809 27.656425889592356))	1503.5151089178173
3	Canada	North America	Northern America	37589262.0	1. Developed region: G7	1. High income: OECD	1736425	MULTIPOLYGON (((-122.84000000000003 49.000000000000114, -122.97421000000001 49.00253777777778, -124.91024 49.98456, -125.62461 50.416560000000004, -127.43561000000001 50.83061, -127.99276 51.71583, -127.85032 52.32961, -129.12979 52.75538, -129.30523 53.561589999999995, -130.51497 54.28757, -130.53610895273684 54.80275447679924, -130.53611 54.802780000000006, -129.98 55.285000000000004, -130.00778000000003 55.915830000000085, -131.70781 56.55212, -132.73042 57.692890000000006, -133.35556000000003 58.41028000000001, -134.27111000000002 58.86111000000005, -134.94500000000005 59.2705600000001, -135.47583 59.787780000000005, -136.47972000000004 59.46389000000005, -137.4525 58.905, -138.34089 59.562110000000004, -139.03900000000002 60, -140.013 60.27682000000001, -140.99778 60.30639000000001, -140.9925 66.00003000000001, -140.986 69.712, -140.98598761037601 69.71199839952635, -139.12052 69.47102, -137.54636000000002 68.99002, -136.50358 68.89804, -135.62576 69.31512000000001, -134.41464000000002 69.62743, -132.92925000000002 69.50534, -131.43135999999998 69.94451, -129.79471 70.19369, -129.10773 69.77927000000001, -128.36156 70.01286, -128.13817 70.48384, -127.44712000000001 70.37721, -125.75632000000002 69.48058, -124.42483 70.1584, -124.28968 69.39968999999999, -123.06108 69.56372, -122.6835 69.85553, -121.47226 69.79778, -119.94288 69.37786, -117.60268 69.01128, -116.22643 68.84151, -115.24690000000001 68.90591, -113.89793999999999 68.3989, -115.30489 67.90261000000001, -113.49727 67.68815000000001, -110.798 67.80611999999999, -109.94619 67.98104000000001, -108.8802 67.38144, -107.79239 67.88736, -108.81299 68.31164, -108.16721000000001 68.65392, -106.95 68.7, -106.15 68.8, -105.34282000000002 68.56122, -104.33791000000001 68.018, -103.22115000000001 68.09775, -101.45433 67.64689, -99.90195 67.80566, -98.4432 67.78165, -98.5586 68.40394, -97.66948000000001 68.57864000000001, -96.11991 68.23939, -96.12588 67.29338, -95.48943 68.0907, 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Quick maps with geopandas

You have seen previously that you can plot the data in a geopandas pandas dataframe using the plot method.

world_countries.plot()

And that you can use explore to create an interactive chart.

world_countries.explore()

Make this Notebook Trusted to load map: File -> Trust Notebook

Interestingly, if you zoom in on this map, you can see that the boundaries of the countries in our geojson are not as detailed as those in the background tile/raster image provided by the explore function. The reason for this is that we chose the largest scale resolution (1:110m); which is the most practical for plotting the entire world, but not for zooming into small regions.

Plotting geodata with Altair

The plot and explore methods are useful options for quickly visualizing the data, but they are not as flexible as using Altair or Plotly, and they are less suitable when you want polished, composable dashboard views. For teaching and app development, it is often better to build a map specification in Altair/Plotly, then place it inside a Shiny app with reactive inputs and outputs.

To chart the data using Altair, we use mark_geoshape.

import altair as alt

# More efficient for large data sets
alt.data_transformers.enable('vegafusion')

alt.Chart(world_countries, width=600).mark_geoshape()

One striking difference is how big Africa looks in the Altair plot compared to the geopandas plot! What’s going on there? The answer is that a different default projection is used. We will talk more about projections later, but for now you can just remember that the default in Altair is to adjust the country areas to be more proportional to their actual size. For example, Africa is ~14 times larger than Greenland in reality, and on the Altair chart we can see this, whereas in explore it looks like Greenland is larger than Africa, which is a misrepresentation of the actual sizes.

Choropleth maps

A choropleth maps a numeric or categorical value to fill color on geographic regions. world_countries already has several interesting columns bundled in the GeoJSON — no extra data needed:

alt.Chart(world_countries, width=600).mark_geoshape().encode(
    color='continent',
    tooltip='name'
)

chart = alt.Chart(world_countries, width=600).mark_geoshape().encode(
    color='pop_est'
)

chart

chart.encode(color='gdp_per_capita')

chart.encode(color='economy:O')

chart.encode(color='income_grp:O')

What if we want to include only a specific region? While we can adjust the coordinates of the map using the projection parameter, it more convenient to filter the geo dataframe for the for the region of interest:

alt.Chart(world_countries.query('continent == "Africa"'), width=600).mark_geoshape().encode(
    color='pop_est',
    tooltip=['name', 'pop_est']
)

To demarcate the countries more clearly, we can add a stroke color for the country borders.

alt.Chart(world_countries.query('continent == "Africa"'), width=600).mark_geoshape(stroke='grey').encode(
    color='pop_est',
    tooltip=['name', 'pop_est']
)

How can we see regions within countries, e.g. the American states or Canadian provinces?

alt.Chart(world_countries.query('name.isin(["Canada", "United States of America"])'), width=600).mark_geoshape()

As you can see, there are no state or province boundaries in the countries GeoJSON file. This is because we downloaded the file called “Admin 0 - Countries”, which is the highest level of boundaries, i.e. countries. To get more detailed boundaries, we need to download a different file: “Admin 1 – States, Provinces”. This file only exists at the 1:50m scale resolution at the moment.

url = 'https://naciscdn.org/naturalearth/50m/cultural/ne_50m_admin_1_states_provinces.zip'
world_regions = gpd.read_file(url)
(
    world_regions.head(4)
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	featurecla	scalerank	adm1_code	diss_me	iso_3166_2	wikipedia	iso_a2	adm0_sr	name	name_alt	name_local	type	type_en	code_local	code_hasc	note	hasc_maybe	region	region_cod	provnum_ne	gadm_level	check_me	datarank	abbrev	postal	sameascity	labelrank	name_len	mapcolor9	mapcolor13	fips	fips_alt	woe_id	woe_label	woe_name	latitude	longitude	sov_a3	adm0_a3	adm0_label	admin	geonunit	gu_a3	gn_id	gn_name	gns_id	gns_name	gn_level	gn_region	gn_a1_code	region_sub	sub_code	gns_level	gns_lang	gns_adm1	gns_region	min_label	max_label	min_zoom	wikidataid	name_ar	name_bn	name_de	name_en	name_es	name_fr	name_el	name_hi	name_hu	name_id	name_it	name_ja	name_ko	name_nl	name_pl	name_pt	name_ru	name_sv	name_tr	name_vi	name_zh	ne_id	name_he	name_uk	name_ur	name_fa	name_zht	FCLASS_ISO	FCLASS_US	FCLASS_FR	FCLASS_RU	FCLASS_ES	FCLASS_CN	FCLASS_TW	FCLASS_IN	FCLASS_NP	FCLASS_PK	FCLASS_DE	FCLASS_GB	FCLASS_BR	FCLASS_IL	FCLASS_PS	FCLASS_SA	FCLASS_EG	FCLASS_MA	FCLASS_PT	FCLASS_AR	FCLASS_JP	FCLASS_KO	FCLASS_VN	FCLASS_TR	FCLASS_ID	FCLASS_PL	FCLASS_GR	FCLASS_IT	FCLASS_NL	FCLASS_SE	FCLASS_BD	FCLASS_UA	FCLASS_TLC	geometry
0	Admin-1 scale rank	2	AUS-2651	2651	AU-WA	None	AU	6	Western Australia	None	None	State	State	None	AU.WA	None	None	None	None	5.0	1	20	3	W.A.	WA	-99	2	17	2	7	AS08	None	2344706.0	Western Australia, AU, Austr…	Western Australia	-25.8483	121.646	AU1	AUS	2	Australia	Australia	AUS	2058645	State of Western Australia	-1608952.0	Western Australia	1.0	None	AU.08	None	None	1.0	zho	AS08	None	3.5	7.5	2.0	Q3206	أستراليا الغربية	পশ্চিম অস্ট্রেলিয়া	Western Australia	Western Australia	Australia Occidental	Australie-Occidentale	Δυτική Αυστραλία	पश्चिमी ऑस्ट्रेलिया	Nyugat-Ausztrália	Australia Barat	Australia Occidentale	西オーストラリア州	웨스턴오스트레일리아	West-Australië	Australia Zachodnia	Austrália Ocidental	Западная Австралия	Western Australia	Batı Avustralya	Tây Úc	西澳大利亚州	1159315805	אוסטרליה המערבית	Західна Австралія	مغربی آسٹریلیا	استرالیای غربی	西澳州	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	MULTIPOLYGON (((113.13181294000367 -25.951992185759366, 113.1482265148486 -25.973833006905068, 113.18311909430474 -26.053022463050866, 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2	Admin-1 scale rank	2	AUS-2655	2655	AU-SA	None	AU	3	South Australia	None	None	State	State	None	AU.SA	None	None	None	None	6.0	1	20	3	S.A.	SA	-99	2	15	2	7	AS05	None	2344703.0	South Australia, AU, Austral…	South Australia	-29.6504	135.783	AU1	AUS	2	Australia	Australia	AUS	2061327	State of South Australia	-1601186.0	South Australia	1.0	None	AU.05	None	None	1.0	zho	AS05	None	3.5	7.5	2.0	Q35715	جنوب أستراليا	দক্ষিণ অস্ট্রেলিয়া	South Australia	South Australia	Australia Meridional	Australie-Méridionale	Νότια Αυστραλία	दक्षिण ऑस्ट्रेलिया	Dél-Ausztrália	Australia Selatan	Australia Meridionale	南オーストラリア州	사우스오스트레일리아	Zuid-Australië	Australia Południowa	Austrália Meridional	Южная Австралия	South Australia	Güney Avustralya	Nam Úc	南澳大利亚州	1159313267	אוסטרליה הדרומית	Південна Австралія	جنوبی آسٹریلیا	استرالیای جنوبی	南澳州	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	MULTIPOLYGON (((129.0019600297769 -31.692656467248355, 129.0019600297769 -25.999013671928026, 138.00196037309956 -25.999013671928026, 141.0021069719212 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alt.Chart(world_regions, width=600).mark_geoshape().encode(
    color='admin'
)

canadian_provinces = world_regions.query("iso_a2 == 'CA'")[['wikipedia', 'name', 'region', 'postal', 'latitude', 'longitude', 'geometry']]
(
    canadian_provinces
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	wikipedia	name	region	postal	latitude	longitude	geometry
36	http://en.wikipedia.org/wiki…	Alberta	Western Canada	AB	55.2816	-115.0	POLYGON ((-109.99943214404341 48.99308269465271, -110.32129861139977 48.99308269465271, -110.74767802219611 48.99308269465271, -111.17406292615671 48.99308269465271, -111.60044233695305 48.99308269465271, -112.02682724091365 48.99308269465271, -112.45320665170999 48.99308269465271, -112.87959155567059 48.99308269465271, -113.30597096646693 48.99308269465271, -113.73235587042753 48.99308269465271, -114.06251701583469 48.99308269465271, -114.0506023425286 49.01462688492768, -114.05747429103295 49.03796184675534, -114.13253838081047 49.09405804030149, -114.16367363590443 49.146770444656056, -114.18979363201802 49.168061949374504, -114.35484673890024 49.21068890412562, -114.37815423490653 49.23226605338621, -114.38616326841517 49.25203045843705, -114.42590631192344 49.274409609681356, -114.47964593799689 49.33342816662022, -114.56522394419112 49.39388593259838, -114.58801508275585 49.42031903907548, 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45	http://en.wikipedia.org/wiki…	Prince Edward Island	Eastern Canada	PE	46.3417	-63.3862	POLYGON ((-63.81126998171423 46.468688067104694, -63.78424361349576 46.454658525553896, -63.73701338708469 46.48049837028961, -63.68143355098012 46.56191805112988, -63.534359570760316 46.54062654641143, -63.456477487711226 46.50393220907415, -63.41314740793331 46.51201814688261, -63.368663763658276 46.50824983619199, -63.2860795319923 46.460217607797205, -63.12937054163933 46.42220491103464, -62.96400432439361 46.42773103429232, -62.71203287923478 46.45029695312189, -62.68190836636688 46.459437578470585, -62.42311441118217 46.47824617293807, -62.16356239932793 46.48718904437297, -62.074265520921514 46.465743731054886, -62.040889054804566 46.445693681461904, -62.023728409618684 46.42155671765053, -62.17175820042182 46.35538606082946, -62.31998574513875 46.27831696609263, -62.526045323311806 46.20286286165177, -62.55199503133295 46.16593781141506, -62.539228917564714 46.09793243772711, -62.543260900140396 46.028663636256596, -62.502589511870156 46.022928772756586, -62.47808999921682 45.99972564687144, -62.53131876101297 45.97730255031294, -62.74319010698585 45.966887510853155, -62.80488932808949 45.97321563609455, -62.87835490706385 46.00137359615306, -62.90354655841546 46.06824737800096, -62.99460124938892 46.05842560028256, -63.02208904340624 46.06659942871937, -62.89454875533784 46.12359650120612, -62.952666433336105 46.195161445342364, -63.01505779313803 46.189942939283924, -63.05632244314964 46.223945626127886, -63.05291668130097 46.26981354779949, -62.995139579487585 46.2921377674011, -62.97847331908619 46.31635163551226, -63.05687175957685 46.295367747993055, -63.11702190835577 46.25283967019885, -63.19471722381961 46.23671173989612, -63.27080853531602 46.199995429901776, -63.15278240776681 46.188338935316466, -63.213503845630015 46.15984039907309, -63.276598330458754 46.15328156093227, -63.56887861504586 46.20922394587879, -63.6409928756093 46.230460518954544, -63.7317838946977 46.289061595408754, -63.80054732505519 46.36732819995689, -63.763237753319444 46.37037141296358, -63.750548543851025 46.384357009200215, -63.758656454316565 46.39760652142439, -63.8605436652345 46.408175369483814, -64.0197026068528 46.40481355294932, -64.11081222946899 46.425434891626594, -64.10657150665097 46.562115805043675, -64.13605881246332 46.59968904866449, -64.235638894387 46.63143953815694, -64.38805223027923 46.64087679437631, -64.40314744569882 46.691622645921484, -64.35462083251954 46.76924105708551, -64.28000168904805 46.835741303762916, -64.2232353294607 46.90124179454281, -64.15689987771147 46.95488803682363, -63.993577117574944 47.06157627331535, -63.997279510294305 46.981727637456856, -63.981492156176444 46.912997166085006, -64.08786178914038 46.77543734638439, -63.90304977037161 46.63911898180925, -63.87933028704491 46.60896150995572, -63.86371871418375 46.57235506324679, -63.87562789432555 46.53865999360204, -63.90555465327965 46.50876619363356, -63.83361617397293 46.4938797184563, -63.81126998171423 46.468688067104694))
46	http://en.wikipedia.org/wiki…	Québec	Eastern Canada	QC	52.2593	-73.7168	MULTIPOLYGON (((-66.70437678153063 48.0224405677819, -66.84268367157223 47.9978971098144, -66.92502620401024 47.96350990147138, -66.95182185932929 47.89944861973075, -67.05757625789474 47.91857581772604, -67.18723690737215 47.8940763050727, -67.30705380647406 47.88723182238974, -67.36485288094454 47.85480018052755, -67.57904234224021 47.93950477360252, -67.60946348597882 47.96882728448671, -67.61289122048457 47.99856727585558, -67.73932188937002 47.99856727585558, -67.91344421046539 47.99856727585558, -68.02341735919178 47.99856727585558, -68.1135162395819 47.99856727585558, -68.1135162395819 47.92937537868488, -68.2524932956647 47.92937537868488, -68.3779132223241 47.92937537868488, -68.37825379850896 47.8384195646683, -68.37852845672256 47.765151739607745, -68.37881410126471 47.69187292821863, -68.3792096090923 47.58898596140318, -68.39367860378488 47.56314611666747, -68.4296368571097 47.52818761924016, 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47	http://en.wikipedia.org/wiki…	Saskatchewan	Western Canada	SK	54.4965	-105.682	POLYGON ((-109.99943214404341 48.99308269465271, -109.99943214404341 49.337965520308956, -109.9994541167005 49.681958453353104, -109.9994541167005 50.02594040006872, -109.99948158252187 50.36990037412727, -109.99950904834323 50.71386034818579, -109.99950904834323 51.057842294901405, -109.99953102100031 51.40182424161705, -109.99955848682167 51.74578421567557, -109.99958595264303 52.08974418973409, -109.99961341846439 52.43372613644971, -109.99961341846439 52.77770808316535, -109.99963539112149 53.12166805722387, -109.99966285694285 53.46562803128239, -109.99966285694285 53.809609977998036, -109.99969032276421 54.15359192471365, -109.99971229542129 54.49755189877217, -109.99973976124265 54.841511872830694, -109.99976722706401 55.18547184688924, -109.99976722706401 55.52947576626195, -109.9997891997211 55.873435740320474, -109.99981666554245 56.217395714378995, -109.99981666554245 56.56137766109464, -109.99984413136382 56.905359607810254, -109.99987159718518 57.249319581868775, -109.99989356984227 57.593279555927325, -109.99992103566363 57.937239529985845, -109.99992103566363 58.28125443568709, -109.999948501485 58.62520342341708, -109.99997047414207 58.969163397475626, -109.99997047414207 59.31314534419124, -109.99999793996344 59.65713827723539, -110.0000254057848 60.00108726496538, -109.50013097753565 60.00108726496538, -109.00024204245078 60.00108726496538, -108.50032014838027 60.00108726496538, -108.0004312132954 60.00108726496538, -107.50053678504625 60.00108726496538, -107.00062038414002 60.00108726496538, -106.50073144905514 60.00108726496538, -106.00083702080599 60.00108726496538, -105.50094259255685 60.00108726496538, -105.00105365747197 60.00108726496538, -104.50113725656574 60.00108726496538, -104.00124282831659 60.00108726496538, -103.50135389323172 60.00108726496538, -103.00143199916121 60.00108726496538, -102.50154306407633 60.00108726496538, -102.0016486358272 60.00108726496538, -102.00162117000583 59.73961264561592, -102.00159919734874 59.478149012595, -102.00154426570602 59.216696365902635, -102.00152229304894 58.95521076022462, -102.00149482722757 58.6937251545466, -102.00144538874912 58.43225053519714, -102.00141792292776 58.17076492951912, -102.0013904571064 57.90927932384113, -102.00134101862795 57.64784864980584, -102.0013135528066 57.38636304412782, -102.00128608698523 57.12488842477836, -102.00123664850679 56.863402819100344, -102.00120918268543 56.601917213422354, -102.00118171686407 56.34046456672996, -102.00113227838561 56.07900093370904, -102.00110481256425 55.81752631435958, -101.96129035792046 55.39103704027781, -101.92149787593374 54.96460269783876, -101.8817108871113 54.53811342375698, -101.84191840512459 54.111657108660836, -101.80212592313788 53.68520079356469, -101.76233344115116 53.258711519482915, -101.72254645232873 52.83225520438677, -101.682753970342 52.40579888929062, -101.6429614883553 51.97933158786594, -101.60317449953286 51.552875272769796, -101.56338201754615 51.12641895767365, -101.52358953555942 50.69995165624897, -101.483802546737 50.27347336849573, -101.44401006475027 49.84703902605668, -101.40421758276356 49.4205497519749, -101.36727055986977 48.993137626295436, -101.79364997066611 48.993137626295436, -102.2200348746267 48.993137626295436, -102.64641428542305 48.993137626295436, -103.07279918938364 48.993137626295436, -103.49917860017999 48.993137626295436, -103.9255635041406 48.993137626295436, -104.03392715573527 48.993137626295436, -104.35194291493693 48.993137626295436, -104.77832781889754 48.993137626295436, -105.20470722969387 48.993137626295436, -105.63109213365448 48.993137626295436, -106.05747703761507 48.993137626295436, -106.48385644841142 48.993137626295436, -106.91024135237201 48.993137626295436, -107.33662076316836 48.993137626295436, -107.76300566712895 48.993137626295436, -108.1893850779253 48.993137626295436, -108.61576998188589 48.993137626295436, -109.04214939268223 48.99310466730981, -109.46853429664283 48.99308269465271, -109.89491370743917 48.99308269465271, -109.99943214404341 48.99308269465271))
48	http://en.wikipedia.org/wiki…	Yukon	Northern Canada	YT	63.6088	-135.7	MULTIPOLYGON (((-123.81915679231783 60.00108726496538, -124.77090792725707 60.00108726496538, -125.7226810348534 60.00108726496538, -126.67443216979262 60.00108726496538, -127.62618330473185 60.00108726496538, -128.57793443967108 60.00108726496538, -129.52968557461034 60.00108726496538, -130.48143670954957 60.00108726496538, -131.43318784448883 60.00108726496538, -132.38493897942806 60.00108726496538, -133.3366901143673 60.00108726496538, -134.2884632219636 60.00108726496538, -135.24021435690284 60.00108726496538, -136.1919654918421 60.00108726496538, -137.1437385994384 60.00108726496538, -138.0954952275419 60.00108726496538, -139.05651882377236 60.00158164974988, -139.18516873102374 60.08357261967444, -139.13697994744717 60.172704703152704, -139.0792577772765 60.27944787128712, -139.0792577772765 60.34370690694155, -139.23477749756458 60.339729856008574, -139.4679925333165 60.33370934796642, -139.67630156225897 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-138.87885615830368 69.58970213269515, -139.04313472902354 69.57689207361273)))

For maps of Canada, the Canadian govenrment officially uses the Universal Transverse Mercator (UTM) Projection (rotated) and sometimes also the Lambert Conformal Conic projection.

alt.Chart(canadian_provinces, width=600, height=500).mark_geoshape(stroke='white').project(
    'transverseMercator',
    rotate=[90, 0, 0]
).encode(
    tooltip='name',
    color=alt.Color('name').scale(scheme='tableau20'),  # To avoid repeating colors
    href='wikipedia',
)

Joining external data for choropleths

So far the values we encoded as color were already baked into the GeoJSON file. In practice, the data you want to visualize often lives in a separate table, so you need to join it onto the geodataframe first.

Let’s color Canadian provinces by population — that column isn’t in the GeoJSON. We’ll scrape it from Wikipedia and merge() it in (the same workflow you’d follow with any external CSV or database query). The data exists in an html table on the Wikipedia page for Canadian provinces and territories.

The function pd.read_html can be used to read in html tables from a webpage quite effectively. It will return a list of all tables that we need to index for the table we want, in this case the first one.

import urllib.request
import io

def read_wiki_html(url):
    """Read HTML tables from Wikipedia with a proper User-Agent."""
    req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla/5.0'})
    html = urllib.request.urlopen(req).read().decode('utf-8')
    return pd.read_html(io.StringIO(html))

url = 'https://en.wikipedia.org/wiki/Population_of_Canada_by_province_and_territory'
province_populations = read_wiki_html(
    url
)[0].droplevel(
    0,
    axis=1
)[['Name', 'Pop.']].rename(
    columns={'Name': 'name', 'Pop.': 'population'}
).assign(
    name=lambda x: x['name'].str.replace('Quebec', 'Québec')
).query(
    'name != "Canada"'
)

(
    province_populations
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	name	population
0	Ontario	14223942
1	Québec	8501833
2	British Columbia	5000879
3	Alberta	4262635
4	Manitoba	1342153
5	Saskatchewan	1132505
6	Nova Scotia	969383
7	New Brunswick	775610
8	Newfoundland and Labrador	510550
9	Prince Edward Island	154331
10	Northwest Territories	41070
11	Yukon	40232
12	Nunavut	36858

canadian_provinces = canadian_provinces.merge(province_populations)
(
    canadian_provinces
    .style.set_table_styles(_COMPACT)
    .format(lambda v: str(v)[:28] + '…' if isinstance(v, str) and len(str(v)) > 28 else v)
)

	wikipedia	name	region	postal	latitude	longitude	geometry	population
0	http://en.wikipedia.org/wiki…	Alberta	Western Canada	AB	55.2816	-115.0	POLYGON ((-109.99943214404341 48.99308269465271, -110.32129861139977 48.99308269465271, -110.74767802219611 48.99308269465271, -111.17406292615671 48.99308269465271, -111.60044233695305 48.99308269465271, -112.02682724091365 48.99308269465271, -112.45320665170999 48.99308269465271, -112.87959155567059 48.99308269465271, -113.30597096646693 48.99308269465271, -113.73235587042753 48.99308269465271, -114.06251701583469 48.99308269465271, -114.0506023425286 49.01462688492768, -114.05747429103295 49.03796184675534, -114.13253838081047 49.09405804030149, -114.16367363590443 49.146770444656056, -114.18979363201802 49.168061949374504, -114.35484673890024 49.21068890412562, -114.37815423490653 49.23226605338621, -114.38616326841517 49.25203045843705, -114.42590631192344 49.274409609681356, -114.47964593799689 49.33342816662022, -114.56522394419112 49.39388593259838, -114.58801508275585 49.42031903907548, 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1	http://en.wikipedia.org/wiki…	British Columbia	Western Canada	BC	54.6943	-124.662	MULTIPOLYGON (((-120.00000686635538 60.00108726496538, -120.00008377065518 59.616258148722835, -120.0001387022979 59.231429032480264, -120.00018814077636 58.84658892990913, -120.00024307241908 58.46175981366659, -120.00029251089752 58.07691971109546, -120.00036941519733 57.692090594852914, -120.00044631949714 57.30725049228178, -120.00050125113987 56.922443348696305, -120.00055068961831 56.53763620511083, -120.00062759391813 56.152796102539725, -120.00070449821793 55.767966986297154, -120.00075942986065 55.38312688372605, -120.0008088683391 54.99829776748348, -120.00088577263891 54.613457664912374, -120.00096267693871 54.2286285486698, -120.00101760858144 53.8437884460987, -119.97269485359476 53.79705260447213, -119.9171699491329 53.76989440031113, -119.90443130118602 53.723004750084925, -119.88463943031384 53.70793150732243, -119.81156935916707 53.698790881973736, -119.73482985428655 53.6336529400358, 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9	http://en.wikipedia.org/wiki…	Prince Edward Island	Eastern Canada	PE	46.3417	-63.3862	POLYGON ((-63.81126998171423 46.468688067104694, -63.78424361349576 46.454658525553896, -63.73701338708469 46.48049837028961, -63.68143355098012 46.56191805112988, -63.534359570760316 46.54062654641143, -63.456477487711226 46.50393220907415, -63.41314740793331 46.51201814688261, -63.368663763658276 46.50824983619199, -63.2860795319923 46.460217607797205, -63.12937054163933 46.42220491103464, -62.96400432439361 46.42773103429232, -62.71203287923478 46.45029695312189, -62.68190836636688 46.459437578470585, -62.42311441118217 46.47824617293807, -62.16356239932793 46.48718904437297, -62.074265520921514 46.465743731054886, -62.040889054804566 46.445693681461904, -62.023728409618684 46.42155671765053, -62.17175820042182 46.35538606082946, -62.31998574513875 46.27831696609263, -62.526045323311806 46.20286286165177, -62.55199503133295 46.16593781141506, -62.539228917564714 46.09793243772711, -62.543260900140396 46.028663636256596, -62.502589511870156 46.022928772756586, -62.47808999921682 45.99972564687144, -62.53131876101297 45.97730255031294, -62.74319010698585 45.966887510853155, -62.80488932808949 45.97321563609455, -62.87835490706385 46.00137359615306, -62.90354655841546 46.06824737800096, -62.99460124938892 46.05842560028256, -63.02208904340624 46.06659942871937, -62.89454875533784 46.12359650120612, -62.952666433336105 46.195161445342364, -63.01505779313803 46.189942939283924, -63.05632244314964 46.223945626127886, -63.05291668130097 46.26981354779949, -62.995139579487585 46.2921377674011, -62.97847331908619 46.31635163551226, -63.05687175957685 46.295367747993055, -63.11702190835577 46.25283967019885, -63.19471722381961 46.23671173989612, -63.27080853531602 46.199995429901776, -63.15278240776681 46.188338935316466, -63.213503845630015 46.15984039907309, -63.276598330458754 46.15328156093227, -63.56887861504586 46.20922394587879, -63.6409928756093 46.230460518954544, -63.7317838946977 46.289061595408754, -63.80054732505519 46.36732819995689, -63.763237753319444 46.37037141296358, -63.750548543851025 46.384357009200215, -63.758656454316565 46.39760652142439, -63.8605436652345 46.408175369483814, -64.0197026068528 46.40481355294932, -64.11081222946899 46.425434891626594, -64.10657150665097 46.562115805043675, -64.13605881246332 46.59968904866449, -64.235638894387 46.63143953815694, -64.38805223027923 46.64087679437631, -64.40314744569882 46.691622645921484, -64.35462083251954 46.76924105708551, -64.28000168904805 46.835741303762916, -64.2232353294607 46.90124179454281, -64.15689987771147 46.95488803682363, -63.993577117574944 47.06157627331535, -63.997279510294305 46.981727637456856, -63.981492156176444 46.912997166085006, -64.08786178914038 46.77543734638439, -63.90304977037161 46.63911898180925, -63.87933028704491 46.60896150995572, -63.86371871418375 46.57235506324679, -63.87562789432555 46.53865999360204, -63.90555465327965 46.50876619363356, -63.83361617397293 46.4938797184563, -63.81126998171423 46.468688067104694))	154331
10	http://en.wikipedia.org/wiki…	Québec	Eastern Canada	QC	52.2593	-73.7168	MULTIPOLYGON (((-66.70437678153063 48.0224405677819, -66.84268367157223 47.9978971098144, -66.92502620401024 47.96350990147138, -66.95182185932929 47.89944861973075, -67.05757625789474 47.91857581772604, -67.18723690737215 47.8940763050727, -67.30705380647406 47.88723182238974, -67.36485288094454 47.85480018052755, -67.57904234224021 47.93950477360252, -67.60946348597882 47.96882728448671, -67.61289122048457 47.99856727585558, -67.73932188937002 47.99856727585558, -67.91344421046539 47.99856727585558, -68.02341735919178 47.99856727585558, -68.1135162395819 47.99856727585558, -68.1135162395819 47.92937537868488, -68.2524932956647 47.92937537868488, -68.3779132223241 47.92937537868488, -68.37825379850896 47.8384195646683, -68.37852845672256 47.765151739607745, -68.37881410126471 47.69187292821863, -68.3792096090923 47.58898596140318, -68.39367860378488 47.56314611666747, -68.4296368571097 47.52818761924016, 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11	http://en.wikipedia.org/wiki…	Saskatchewan	Western Canada	SK	54.4965	-105.682	POLYGON ((-109.99943214404341 48.99308269465271, -109.99943214404341 49.337965520308956, -109.9994541167005 49.681958453353104, -109.9994541167005 50.02594040006872, -109.99948158252187 50.36990037412727, -109.99950904834323 50.71386034818579, -109.99950904834323 51.057842294901405, -109.99953102100031 51.40182424161705, -109.99955848682167 51.74578421567557, -109.99958595264303 52.08974418973409, -109.99961341846439 52.43372613644971, -109.99961341846439 52.77770808316535, -109.99963539112149 53.12166805722387, -109.99966285694285 53.46562803128239, -109.99966285694285 53.809609977998036, -109.99969032276421 54.15359192471365, -109.99971229542129 54.49755189877217, -109.99973976124265 54.841511872830694, -109.99976722706401 55.18547184688924, -109.99976722706401 55.52947576626195, -109.9997891997211 55.873435740320474, -109.99981666554245 56.217395714378995, -109.99981666554245 56.56137766109464, -109.99984413136382 56.905359607810254, -109.99987159718518 57.249319581868775, -109.99989356984227 57.593279555927325, -109.99992103566363 57.937239529985845, -109.99992103566363 58.28125443568709, -109.999948501485 58.62520342341708, -109.99997047414207 58.969163397475626, -109.99997047414207 59.31314534419124, -109.99999793996344 59.65713827723539, -110.0000254057848 60.00108726496538, -109.50013097753565 60.00108726496538, -109.00024204245078 60.00108726496538, -108.50032014838027 60.00108726496538, -108.0004312132954 60.00108726496538, -107.50053678504625 60.00108726496538, -107.00062038414002 60.00108726496538, -106.50073144905514 60.00108726496538, -106.00083702080599 60.00108726496538, -105.50094259255685 60.00108726496538, -105.00105365747197 60.00108726496538, -104.50113725656574 60.00108726496538, -104.00124282831659 60.00108726496538, -103.50135389323172 60.00108726496538, -103.00143199916121 60.00108726496538, -102.50154306407633 60.00108726496538, -102.0016486358272 60.00108726496538, -102.00162117000583 59.73961264561592, -102.00159919734874 59.478149012595, -102.00154426570602 59.216696365902635, -102.00152229304894 58.95521076022462, -102.00149482722757 58.6937251545466, -102.00144538874912 58.43225053519714, -102.00141792292776 58.17076492951912, -102.0013904571064 57.90927932384113, -102.00134101862795 57.64784864980584, -102.0013135528066 57.38636304412782, -102.00128608698523 57.12488842477836, -102.00123664850679 56.863402819100344, -102.00120918268543 56.601917213422354, -102.00118171686407 56.34046456672996, -102.00113227838561 56.07900093370904, -102.00110481256425 55.81752631435958, -101.96129035792046 55.39103704027781, -101.92149787593374 54.96460269783876, -101.8817108871113 54.53811342375698, -101.84191840512459 54.111657108660836, -101.80212592313788 53.68520079356469, -101.76233344115116 53.258711519482915, -101.72254645232873 52.83225520438677, -101.682753970342 52.40579888929062, -101.6429614883553 51.97933158786594, -101.60317449953286 51.552875272769796, -101.56338201754615 51.12641895767365, -101.52358953555942 50.69995165624897, -101.483802546737 50.27347336849573, -101.44401006475027 49.84703902605668, -101.40421758276356 49.4205497519749, -101.36727055986977 48.993137626295436, -101.79364997066611 48.993137626295436, -102.2200348746267 48.993137626295436, -102.64641428542305 48.993137626295436, -103.07279918938364 48.993137626295436, -103.49917860017999 48.993137626295436, -103.9255635041406 48.993137626295436, -104.03392715573527 48.993137626295436, -104.35194291493693 48.993137626295436, -104.77832781889754 48.993137626295436, -105.20470722969387 48.993137626295436, -105.63109213365448 48.993137626295436, -106.05747703761507 48.993137626295436, -106.48385644841142 48.993137626295436, -106.91024135237201 48.993137626295436, -107.33662076316836 48.993137626295436, -107.76300566712895 48.993137626295436, -108.1893850779253 48.993137626295436, -108.61576998188589 48.993137626295436, -109.04214939268223 48.99310466730981, -109.46853429664283 48.99308269465271, -109.89491370743917 48.99308269465271, -109.99943214404341 48.99308269465271))	1132505
12	http://en.wikipedia.org/wiki…	Yukon	Northern Canada	YT	63.6088	-135.7	MULTIPOLYGON (((-123.81915679231783 60.00108726496538, -124.77090792725707 60.00108726496538, -125.7226810348534 60.00108726496538, -126.67443216979262 60.00108726496538, -127.62618330473185 60.00108726496538, -128.57793443967108 60.00108726496538, -129.52968557461034 60.00108726496538, -130.48143670954957 60.00108726496538, -131.43318784448883 60.00108726496538, -132.38493897942806 60.00108726496538, -133.3366901143673 60.00108726496538, -134.2884632219636 60.00108726496538, -135.24021435690284 60.00108726496538, -136.1919654918421 60.00108726496538, -137.1437385994384 60.00108726496538, -138.0954952275419 60.00108726496538, -139.05651882377236 60.00158164974988, -139.18516873102374 60.08357261967444, -139.13697994744717 60.172704703152704, -139.0792577772765 60.27944787128712, -139.0792577772765 60.34370690694155, -139.23477749756458 60.339729856008574, -139.4679925333165 60.33370934796642, -139.67630156225897 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-138.87885615830368 69.58970213269515, -139.04313472902354 69.57689207361273)))	40232

Now we can color Canadian provinces by population:

alt.Chart(canadian_provinces, width=600, height=500).mark_geoshape(stroke='grey').project(
    'transverseMercator',
    rotate=[90, 0, 0]
).encode(
    color='population',
    tooltip=['name', alt.Tooltip('population', format=',')],
)

We could also bin the color scale. This is more helpful when there are many small regions and don’t add as much here. It has the same issues as binning a histogram as we can see on Alberta being binned into the lowest bin although it is closer to BC than Manitoba in terms of population (we could ameliorate this to some extent by increasing the number of bins)

alt.Chart(canadian_provinces, width=600, height=500).mark_geoshape(stroke='grey').project(
    'transverseMercator',
    rotate=[90, 0, 0]
).encode(
    color=alt.Color('population').bin(),
    tooltip=['name', alt.Tooltip('population', format=',')],
)

It’s always a good idea to check if the output seems to make sense. Let’s compare with the chart on Wikipedia to see if that’s what we have gotten:

That looks about right!

For fun, we can make our chart look more similar to the one on Wikipedia.

hover = alt.selection_point(fields=['name'], on='pointerover', empty=False)
alt.Chart(canadian_provinces, width=600, height=500).mark_geoshape(strokeWidth=2).project(
    'transverseMercator',
    rotate=[90, 0, 0]
).encode(
    color=alt.Color('population').scale(scheme='tealblues').legend(None),
    tooltip=['name', alt.Tooltip('population', format=',')],
    stroke=alt.condition(hover, alt.value('white'), alt.value('#222222')),  # If hovering, stroke white, otherwise black
    order=alt.condition(hover, alt.value(1), alt.value(0))  # Show the hovered stroke on top
).configure(
    background='transparent'
).add_params(
    hover
)

Maps in Shiny for Python

Now that we have seen how to construct maps in Altair, the next step is to embed them in interactive apps.

There are two distinct interaction paradigms to keep in mind:

Client-side (Altair / Vega-Lite)

Interactions live in the browser as JavaScript
No round-trip to Python
Examples: hover, zoom, selection_point
Fast, but invisible to Shiny’s server

Server-side (Shiny)

input.*() values travel to Python, trigger reactive re-renders
Can filter data, call models, update multiple outputs
Requires output_widget + @render_altair

We start with the simplest static map and build up to reactive patterns.

Example 1: Static map in Shiny

flowchart LR
  P([map])

The simplest case — just render an Altair geoshape inside a Shiny app. No inputs, no reactivity, but it establishes the pattern: output_widget in UI, @render_altair in server.

No reactive inputs — the map renders once

map is a @render_altair output wired to output_widget("map") in the UI
Because it reads no input.*() values, Shiny never needs to invalidate or re-run it
The chart builds once on session start and stays fixed
This is the minimal embedding pattern: just enough to put an Altair chart inside Shiny

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| viewerHeight: 520
#| packages: [altair, shinywidgets]

import altair as alt
from shiny import App, ui
from shinywidgets import output_widget, render_altair

countries = alt.topo_feature(
    "https://vega.github.io/vega-datasets/data/world-110m.json",
    "countries",
)

app_ui = ui.page_fluid(
    ui.h4("World map (static geoshape)"),
    output_widget("map"),
)


def server(input, output, session):
    @output
    @render_altair
    def map():
        return (
            alt.Chart(countries)
            .mark_geoshape(stroke="white", strokeWidth=0.4)
            .encode(color=alt.value("#93C5FD"))
            .project(type="equalEarth")
            .properties(height=430)
        )


app = App(app_ui, server)

Example 1: Static map in Shiny

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| components: [editor, viewer]
#| viewerHeight: 520
#| packages: [altair, shinywidgets]

import altair as alt
from shiny import App, ui
from shinywidgets import output_widget, render_altair

countries = alt.topo_feature(
    "https://vega.github.io/vega-datasets/data/world-110m.json",
    "countries",
)

app_ui = ui.page_fluid(
    ui.h4("World map (static geoshape)"),
    output_widget("map"),
)


def server(input, output, session):
    @output
    @render_altair
    def map():
        return (
            alt.Chart(countries)
            .mark_geoshape(stroke="white", strokeWidth=0.4)
            .encode(color=alt.value("#93C5FD"))
            .project(type="equalEarth")
            .properties(height=430)
        )


app = App(app_ui, server)

Example 2: Shiny input -> map style

flowchart LR
  A[/input_projection/] --> P([map])

A Shiny dropdown changes the map projection — every time the user selects a new value, input.projection() travels to Python and triggers re-rendering.

One input drives one output

When the user picks a projection, input.projection() changes
Shiny marks map as invalid and schedules a re-render
Python re-runs @render_altair, reads the new value, returns a fresh chart
The output widget updates in the browser — no page reload

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| viewerHeight: 560
#| packages: [altair, shinywidgets]

import altair as alt
from shiny import App, ui
from shinywidgets import output_widget, render_altair

countries = alt.topo_feature(
    "https://vega.github.io/vega-datasets/data/world-110m.json",
    "countries",
)

app_ui = ui.page_fluid(
    ui.h4("Reactive map with projection selector"),
    ui.input_select(
        "projection",
        "Projection",
        choices=["equalEarth", "mercator", "orthographic"],
        selected="equalEarth",
    ),
    output_widget("map"),
)


def server(input, output, session):
    @output
    @render_altair
    def map():
        return (
            alt.Chart(countries)
            .mark_geoshape(stroke="white", strokeWidth=0.4)
            .encode(color=alt.value("#60A5FA"))
            .project(type=input.projection())
            .properties(height=430)
        )


app = App(app_ui, server)

Example 2: Shiny input -> map style

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| components: [editor, viewer]
#| viewerHeight: 560
#| packages: [altair, shinywidgets]

import altair as alt
from shiny import App, ui
from shinywidgets import output_widget, render_altair

countries = alt.topo_feature(
    "https://vega.github.io/vega-datasets/data/world-110m.json",
    "countries",
)

app_ui = ui.page_fluid(
    ui.h4("Reactive map with projection selector"),
    ui.input_select(
        "projection",
        "Projection",
        choices=["equalEarth", "mercator", "orthographic"],
        selected="equalEarth",
    ),
    output_widget("map"),
)


def server(input, output, session):
    @output
    @render_altair
    def map():
        return (
            alt.Chart(countries)
            .mark_geoshape(stroke="white", strokeWidth=0.4)
            .encode(color=alt.value("#60A5FA"))
            .project(type=input.projection())
            .properties(height=430)
        )


app = App(app_ui, server)

Example 3: Shiny input -> data -> map

flowchart TD
  A[/input_year/] --> P([map])
  B[/input_projection/] --> P

A more powerful pattern: the input controls which data the map shows. Here a year slider filters the gapminder dataset in Python, and transform_lookup joins the filtered rows to the world TopoJSON to produce a choropleth.

Two inputs, one output

Either change invalidates map and triggers a full re-render
input.year() controls data: Python filters gapminder rows in the server before building the chart
input.projection() controls style: passed directly to .project()
Both still require a Python round-trip — client-side interaction alone couldn’t filter the data

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| viewerHeight: 560
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Year slider + projection selector -> life-expectancy choropleth.

Builds on app-02: adds a data-driven layer (choropleth via transform_lookup)
while keeping the projection selector from the previous example.
The slider filters gapminder rows; transform_lookup joins them to the
world TopoJSON for colouring.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui
from shinywidgets import output_widget, render_altair

# ── data ────────────────────────────────────────────────────────────
# ISO 3166-1 numeric codes so gapminder rows match world-110m.json IDs
COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

app_ui = ui.page_fluid(
    ui.h4("Life expectancy over time"),
    ui.layout_columns(
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
    ),
    output_widget("map"),
)


def server(input, output, session):
    @render_altair
    def map():
        yr = gapminder[gapminder["year"] == input.year()]
        proj = input.projection()

        # grey base layer — makes "no data" countries explicit rather than absent
        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )

        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    yr, "id",
                    ["life_expect", "fertility", "pop", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                    alt.Tooltip("fertility:Q", title="Fertility", format=".1f"),
                    alt.Tooltip("pop:Q", title="Population", format=","),
                ],
            )
        )

        return (
            alt.layer(base, choropleth)
            .project(type=proj)
            .properties(width=600, height=380)
        )


app = App(app_ui, server)

Example 3: Shiny input -> data -> map

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| components: [editor, viewer]
#| viewerHeight: 560
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Year slider + projection selector -> life-expectancy choropleth.

Builds on app-02: adds a data-driven layer (choropleth via transform_lookup)
while keeping the projection selector from the previous example.
The slider filters gapminder rows; transform_lookup joins them to the
world TopoJSON for colouring.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui
from shinywidgets import output_widget, render_altair

# ── data ────────────────────────────────────────────────────────────
# ISO 3166-1 numeric codes so gapminder rows match world-110m.json IDs
COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

app_ui = ui.page_fluid(
    ui.h4("Life expectancy over time"),
    ui.layout_columns(
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
    ),
    output_widget("map"),
)


def server(input, output, session):
    @render_altair
    def map():
        yr = gapminder[gapminder["year"] == input.year()]
        proj = input.projection()

        # grey base layer — makes "no data" countries explicit rather than absent
        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )

        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    yr, "id",
                    ["life_expect", "fertility", "pop", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                    alt.Tooltip("fertility:Q", title="Fertility", format=".1f"),
                    alt.Tooltip("pop:Q", title="Population", format=","),
                ],
            )
        )

        return (
            alt.layer(base, choropleth)
            .project(type=proj)
            .properties(width=600, height=380)
        )


app = App(app_ui, server)

Example 4: `@reactive.calc` -> map + bar chart

flowchart TD
  A[/input_year/] --> F{{filtered}}
  B[/input_region/] --> F
  F --> P1([map])
  F --> P2([bars])
  C[/input_projection/] --> P1

When multiple outputs depend on the same filtered data, use a @reactive.calc so the filtering runs once and both outputs share the result.

@reactive.calc fans out to multiple outputs

filtered() runs once when input.year() or input.region() changes
Both map and bars call filtered() — they receive the cached result; Python does not re-filter twice
input.projection() bypasses filtered() and feeds map directly — changing the projection re-renders only map, not bars
Rule of thumb: if two or more outputs share expensive computation, extract it into a @reactive.calc

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| viewerHeight: 700
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Region + year → map + bar chart via @reactive.calc.

Demonstrates a single reactive calculation that feeds two outputs:
  • a choropleth map (countries coloured by life expectancy)
  • a bar chart (countries ranked by life expectancy)

Both outputs re-render whenever either input changes, but the data
is filtered only once inside the reactive calculation.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui, reactive
from shinywidgets import output_widget, render_altair

COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

REGIONS = {
    "All": None,
    "Americas": [
        "Argentina", "Bolivia", "Brazil", "Canada", "Chile", "Colombia",
        "Costa Rica", "Cuba", "Dominican Republic", "Ecuador",
        "El Salvador", "Haiti", "Jamaica", "Mexico", "Peru",
        "United States", "Venezuela",
    ],
    "Europe": [
        "Austria", "Belgium", "Croatia", "Finland", "France", "Georgia",
        "Germany", "Greece", "Iceland", "Ireland", "Italy", "Netherlands",
        "Norway", "Poland", "Portugal", "Spain", "Switzerland", "Turkey",
        "United Kingdom",
    ],
    "Asia & Pacific": [
        "Afghanistan", "Australia", "Bangladesh", "China", "India",
        "Indonesia", "Japan", "New Zealand", "North Korea", "Pakistan",
        "Philippines", "South Korea",
    ],
    "Middle East & Africa": [
        "Egypt", "Iran", "Iraq", "Israel", "Kenya", "Lebanon",
        "Nigeria", "Rwanda", "Saudi Arabia", "South Africa",
    ],
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

app_ui = ui.page_fluid(
    ui.h4("Gapminder explorer"),
    ui.layout_columns(
        ui.input_select("region", "Region", choices=list(REGIONS.keys())),
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
        col_widths=[3, 6, 3],
    ),
    ui.layout_columns(
        output_widget("map"),
        output_widget("bars"),
        col_widths=[7, 5],
    ),
)


def server(input, output, session):
    @reactive.calc
    def filtered():
        """Filter once, share across outputs."""
        df = gapminder[gapminder["year"] == input.year()]
        members = REGIONS[input.region()]
        if members is not None:
            df = df[df["country"].isin(members)]
        return df

    @render_altair
    def map():
        df = filtered()

        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )

        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    df, "id",
                    ["life_expect", "fertility", "pop", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                    alt.Tooltip("pop:Q", title="Population", format=","),
                ],
            )
        )

        return (
            alt.layer(base, choropleth)
            .project(type=input.projection())
            .properties(width="container", height=340)
        )

    @render_altair
    def bars():
        df = filtered()
        n = len(df)
        bar_size = 18
        chart_height = max(120, n * bar_size)
        # hide axis labels when too many countries to read them
        y_axis = alt.Axis(
            labels=n <= 25, ticks=n <= 25,
            labelLimit=160, minExtent=140,
        )
        return (
            alt.Chart(df)
            .mark_bar()
            .encode(
                x=alt.X("life_expect:Q")
                    .scale(zero=True)
                    .title("Life expectancy"),
                y=alt.Y("country:N").sort("-x").title(None).axis(y_axis),
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .legend(None),
                tooltip=[
                    alt.Tooltip("country:N"),
                    alt.Tooltip("life_expect:Q", format=".1f"),
                    alt.Tooltip("pop:Q", format=","),
                ],
            )
            .properties(width="container", height=chart_height)
        )


app = App(app_ui, server)

Example 4: `@reactive.calc` -> map + bar chart

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| components: [editor, viewer]
#| viewerHeight: 700
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Region + year → map + bar chart via @reactive.calc.

Demonstrates a single reactive calculation that feeds two outputs:
  • a choropleth map (countries coloured by life expectancy)
  • a bar chart (countries ranked by life expectancy)

Both outputs re-render whenever either input changes, but the data
is filtered only once inside the reactive calculation.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui, reactive
from shinywidgets import output_widget, render_altair

COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

REGIONS = {
    "All": None,
    "Americas": [
        "Argentina", "Bolivia", "Brazil", "Canada", "Chile", "Colombia",
        "Costa Rica", "Cuba", "Dominican Republic", "Ecuador",
        "El Salvador", "Haiti", "Jamaica", "Mexico", "Peru",
        "United States", "Venezuela",
    ],
    "Europe": [
        "Austria", "Belgium", "Croatia", "Finland", "France", "Georgia",
        "Germany", "Greece", "Iceland", "Ireland", "Italy", "Netherlands",
        "Norway", "Poland", "Portugal", "Spain", "Switzerland", "Turkey",
        "United Kingdom",
    ],
    "Asia & Pacific": [
        "Afghanistan", "Australia", "Bangladesh", "China", "India",
        "Indonesia", "Japan", "New Zealand", "North Korea", "Pakistan",
        "Philippines", "South Korea",
    ],
    "Middle East & Africa": [
        "Egypt", "Iran", "Iraq", "Israel", "Kenya", "Lebanon",
        "Nigeria", "Rwanda", "Saudi Arabia", "South Africa",
    ],
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

app_ui = ui.page_fluid(
    ui.h4("Gapminder explorer"),
    ui.layout_columns(
        ui.input_select("region", "Region", choices=list(REGIONS.keys())),
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
        col_widths=[3, 6, 3],
    ),
    ui.layout_columns(
        output_widget("map"),
        output_widget("bars"),
        col_widths=[7, 5],
    ),
)


def server(input, output, session):
    @reactive.calc
    def filtered():
        """Filter once, share across outputs."""
        df = gapminder[gapminder["year"] == input.year()]
        members = REGIONS[input.region()]
        if members is not None:
            df = df[df["country"].isin(members)]
        return df

    @render_altair
    def map():
        df = filtered()

        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )

        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    df, "id",
                    ["life_expect", "fertility", "pop", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                    alt.Tooltip("pop:Q", title="Population", format=","),
                ],
            )
        )

        return (
            alt.layer(base, choropleth)
            .project(type=input.projection())
            .properties(width="container", height=340)
        )

    @render_altair
    def bars():
        df = filtered()
        n = len(df)
        bar_size = 18
        chart_height = max(120, n * bar_size)
        # hide axis labels when too many countries to read them
        y_axis = alt.Axis(
            labels=n <= 25, ticks=n <= 25,
            labelLimit=160, minExtent=140,
        )
        return (
            alt.Chart(df)
            .mark_bar()
            .encode(
                x=alt.X("life_expect:Q")
                    .scale(zero=True)
                    .title("Life expectancy"),
                y=alt.Y("country:N").sort("-x").title(None).axis(y_axis),
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .legend(None),
                tooltip=[
                    alt.Tooltip("country:N"),
                    alt.Tooltip("life_expect:Q", format=".1f"),
                    alt.Tooltip("pop:Q", format=","),
                ],
            )
            .properties(width="container", height=chart_height)
        )


app = App(app_ui, server)

Example 4a: `@reactive.calc` -> map + top/bottom bars

flowchart TD
  A[/input_year/] --> F{{filtered}}
  B[/input_region/] --> F
  F --> P1([map])
  F --> P2([top5])
  F --> P3([bottom5])
  C[/input_projection/] --> P1

One way to fix ugliness is to split outputs into two. Luckily we can use the same reactivity pattern, but now with three outputs: the choropleth map plus separate bar charts for the top-5 and bottom-5 countries by life expectancy.

One @reactive.calc feeds three outputs

filtered() is called by map, top5, and bottom5 — but runs only once per input change
top5 renders the 5 highest life-expectancy countries; bottom5 the 5 lowest — both derived from the same cached result
input.projection() still only invalidates map — the bar charts are unaffected
Adding a third output costs nothing extra: no additional Python filtering

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| viewerHeight: 680
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Region + year → map + top-5 / bottom-5 charts via @reactive.calc.

Demonstrates that a single @reactive.calc can feed THREE outputs:
  • a choropleth map
  • a bar chart of the 5 highest life-expectancy countries
  • a bar chart of the 5 lowest life-expectancy countries

The data is filtered only once; all three outputs share that result.
Countries and rankings shift as the year or region changes.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui, reactive
from shinywidgets import output_widget, render_altair

# ── data ────────────────────────────────────────────────────────────
COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

REGIONS = {
    "All": None,
    "Americas": [
        "Argentina", "Bolivia", "Brazil", "Canada", "Chile", "Colombia",
        "Costa Rica", "Cuba", "Dominican Republic", "Ecuador",
        "El Salvador", "Haiti", "Jamaica", "Mexico", "Peru",
        "United States", "Venezuela",
    ],
    "Europe": [
        "Austria", "Belgium", "Croatia", "Finland", "France", "Georgia",
        "Germany", "Greece", "Iceland", "Ireland", "Italy", "Netherlands",
        "Norway", "Poland", "Portugal", "Spain", "Switzerland", "Turkey",
        "United Kingdom",
    ],
    "Asia & Pacific": [
        "Afghanistan", "Australia", "Bangladesh", "China", "India",
        "Indonesia", "Japan", "New Zealand", "North Korea", "Pakistan",
        "Philippines", "South Korea",
    ],
    "Middle East & Africa": [
        "Egypt", "Iran", "Iraq", "Israel", "Kenya", "Lebanon",
        "Nigeria", "Rwanda", "Saudi Arabia", "South Africa",
    ],
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

# ── UI ──────────────────────────────────────────────────────────────
app_ui = ui.page_fluid(
    ui.h4("Gapminder explorer"),
    ui.layout_columns(
        ui.input_select("region", "Region", choices=list(REGIONS.keys())),
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
        col_widths=[3, 6, 3],
    ),
    ui.div(
        output_widget("map"),
        style="min-height: 480px;",
    ),
    ui.layout_columns(
        output_widget("top5"),
        output_widget("bottom5"),
        col_widths=[6, 6],
    ),
)


# ── helpers ─────────────────────────────────────────────────────────
def bar_chart(df, title):
    return (
        alt.Chart(df, title=title)
        .mark_bar()
        .encode(
            x=alt.X("life_expect:Q").scale(zero=True).title("Life expectancy"),
            y=alt.Y("country:N").sort("-x").title(None)
                .axis(alt.Axis(labelLimit=160, minExtent=140)),
            color=alt.Color("life_expect:Q")
                .scale(scheme="yellowgreenblue", domain=[20, 85])
                .legend(None),
            tooltip=[
                alt.Tooltip("country:N"),
                alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
            ],
        )
        .properties(width="container", height=160)
    )


# ── server ──────────────────────────────────────────────────────────
def server(input, output, session):

    @reactive.calc
    def filtered():
        """Filter once; top5, bottom5, and map all share this result."""
        df = gapminder[gapminder["year"] == input.year()]
        members = REGIONS[input.region()]
        if members is not None:
            df = df[df["country"].isin(members)]
        return df.sort_values("life_expect", ascending=False)

    @render_altair
    def map():
        df = filtered()

        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )
        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    df, "id", ["life_expect", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                ],
            )
        )
        return (
            alt.layer(base, choropleth)
            .project(type=input.projection())
            .properties(width="container", height=450)
        )

    @render_altair
    def top5():
        df = filtered().head(5)
        return bar_chart(df, "Top 5 — highest life expectancy")

    @render_altair
    def bottom5():
        df = filtered().tail(5)
        return bar_chart(df, "Bottom 5 — lowest life expectancy")


app = App(app_ui, server)

Example 4a: `@reactive.calc` -> map + top/bottom bars

#| '!! shinylive warning !!': |
#|   shinylive does not work in self-contained HTML documents.
#|   Please set `embed-resources: false` in your metadata.
#| standalone: true
#| components: [editor, viewer]
#| viewerHeight: 680
#| packages: [altair, shinywidgets, vega_datasets, pandas]

"""Region + year → map + top-5 / bottom-5 charts via @reactive.calc.

Demonstrates that a single @reactive.calc can feed THREE outputs:
  • a choropleth map
  • a bar chart of the 5 highest life-expectancy countries
  • a bar chart of the 5 lowest life-expectancy countries

The data is filtered only once; all three outputs share that result.
Countries and rankings shift as the year or region changes.
"""

import altair as alt
import pandas as pd
from vega_datasets import data as vega_data
from shiny import App, ui, reactive
from shinywidgets import output_widget, render_altair

# ── data ────────────────────────────────────────────────────────────
COUNTRY_IDS = {
    "Afghanistan": 4, "Argentina": 32, "Australia": 36, "Austria": 40,
    "Bangladesh": 50, "Belgium": 56, "Bolivia": 68, "Brazil": 76,
    "Canada": 124, "Chile": 152, "China": 156, "Colombia": 170,
    "Costa Rica": 188, "Croatia": 191, "Cuba": 192,
    "Dominican Republic": 214, "Ecuador": 218, "Egypt": 818,
    "El Salvador": 222, "Finland": 246, "France": 250, "Georgia": 268,
    "Germany": 276, "Greece": 300, "Haiti": 332, "Iceland": 352,
    "India": 356, "Indonesia": 360, "Iran": 364, "Iraq": 368,
    "Ireland": 372, "Israel": 376, "Italy": 380, "Jamaica": 388,
    "Japan": 392, "Kenya": 404, "Lebanon": 422, "Mexico": 484,
    "Netherlands": 528, "New Zealand": 554, "Nigeria": 566,
    "North Korea": 408, "Norway": 578, "Pakistan": 586, "Peru": 604,
    "Philippines": 608, "Poland": 616, "Portugal": 620, "Rwanda": 646,
    "Saudi Arabia": 682, "South Africa": 710, "South Korea": 410,
    "Spain": 724, "Switzerland": 756, "Turkey": 792,
    "United Kingdom": 826, "United States": 840, "Venezuela": 862,
}

REGIONS = {
    "All": None,
    "Americas": [
        "Argentina", "Bolivia", "Brazil", "Canada", "Chile", "Colombia",
        "Costa Rica", "Cuba", "Dominican Republic", "Ecuador",
        "El Salvador", "Haiti", "Jamaica", "Mexico", "Peru",
        "United States", "Venezuela",
    ],
    "Europe": [
        "Austria", "Belgium", "Croatia", "Finland", "France", "Georgia",
        "Germany", "Greece", "Iceland", "Ireland", "Italy", "Netherlands",
        "Norway", "Poland", "Portugal", "Spain", "Switzerland", "Turkey",
        "United Kingdom",
    ],
    "Asia & Pacific": [
        "Afghanistan", "Australia", "Bangladesh", "China", "India",
        "Indonesia", "Japan", "New Zealand", "North Korea", "Pakistan",
        "Philippines", "South Korea",
    ],
    "Middle East & Africa": [
        "Egypt", "Iran", "Iraq", "Israel", "Kenya", "Lebanon",
        "Nigeria", "Rwanda", "Saudi Arabia", "South Africa",
    ],
}

gapminder = (
    pd.DataFrame(vega_data.gapminder())
    .assign(id=lambda df: df["country"].map(COUNTRY_IDS))
    .dropna(subset=["id"])
    .astype({"id": int})
)
countries_topo = alt.topo_feature(vega_data.world_110m.url, "countries")
years = sorted(gapminder["year"].unique())

# ── UI ──────────────────────────────────────────────────────────────
app_ui = ui.page_fluid(
    ui.h4("Gapminder explorer"),
    ui.layout_columns(
        ui.input_select("region", "Region", choices=list(REGIONS.keys())),
        ui.input_slider(
            "year", "Year",
            min=min(years), max=max(years),
            value=max(years), step=5, sep="",
        ),
        ui.input_select(
            "projection", "Projection",
            choices=["equalEarth", "mercator", "naturalEarth1", "orthographic"],
            selected="equalEarth",
        ),
        col_widths=[3, 6, 3],
    ),
    ui.div(
        output_widget("map"),
        style="min-height: 480px;",
    ),
    ui.layout_columns(
        output_widget("top5"),
        output_widget("bottom5"),
        col_widths=[6, 6],
    ),
)


# ── helpers ─────────────────────────────────────────────────────────
def bar_chart(df, title):
    return (
        alt.Chart(df, title=title)
        .mark_bar()
        .encode(
            x=alt.X("life_expect:Q").scale(zero=True).title("Life expectancy"),
            y=alt.Y("country:N").sort("-x").title(None)
                .axis(alt.Axis(labelLimit=160, minExtent=140)),
            color=alt.Color("life_expect:Q")
                .scale(scheme="yellowgreenblue", domain=[20, 85])
                .legend(None),
            tooltip=[
                alt.Tooltip("country:N"),
                alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
            ],
        )
        .properties(width="container", height=160)
    )


# ── server ──────────────────────────────────────────────────────────
def server(input, output, session):

    @reactive.calc
    def filtered():
        """Filter once; top5, bottom5, and map all share this result."""
        df = gapminder[gapminder["year"] == input.year()]
        members = REGIONS[input.region()]
        if members is not None:
            df = df[df["country"].isin(members)]
        return df.sort_values("life_expect", ascending=False)

    @render_altair
    def map():
        df = filtered()

        base = (
            alt.Chart(countries_topo)
            .mark_geoshape(fill="#d0d0d0", stroke="white", strokeWidth=0.35)
        )
        choropleth = (
            alt.Chart(countries_topo)
            .mark_geoshape(stroke="white", strokeWidth=0.35)
            .transform_lookup(
                lookup="id",
                from_=alt.LookupData(
                    df, "id", ["life_expect", "country"],
                ),
            )
            .transform_filter("datum.life_expect !== null")
            .encode(
                color=alt.Color("life_expect:Q")
                    .scale(scheme="yellowgreenblue", domain=[20, 85])
                    .title("Life expectancy"),
                tooltip=[
                    alt.Tooltip("country:N", title="Country"),
                    alt.Tooltip("life_expect:Q", title="Life exp.", format=".1f"),
                ],
            )
        )
        return (
            alt.layer(base, choropleth)
            .project(type=input.projection())
            .properties(width="container", height=450)
        )

    @render_altair
    def top5():
        df = filtered().head(5)
        return bar_chart(df, "Top 5 — highest life expectancy")

    @render_altair
    def bottom5():
        df = filtered().tail(5)
        return bar_chart(df, "Bottom 5 — lowest life expectancy")


app = App(app_ui, server)

Geoviz Intro

Lecture overview

GeoJSON

GeoJSON feature example

Where can I find GeoJSON files?

Working with GeoJSON via geopandas

Quick maps with geopandas

Plotting geodata with Altair

Choropleth maps

Joining external data for choropleths

Maps in Shiny for Python

Example 1: Static map in Shiny

Example 1: Static map in Shiny

Example 2: Shiny input -> map style

Example 2: Shiny input -> map style

Example 3: Shiny input -> data -> map

Example 3: Shiny input -> data -> map

Example 4: @reactive.calc -> map + bar chart

Example 4: @reactive.calc -> map + bar chart

Example 4a: @reactive.calc -> map + top/bottom bars

Example 4a: @reactive.calc -> map + top/bottom bars

Example 4: `@reactive.calc` -> map + bar chart

Example 4: `@reactive.calc` -> map + bar chart

Example 4a: `@reactive.calc` -> map + top/bottom bars

Example 4a: `@reactive.calc` -> map + top/bottom bars