diff --git a/plugins/plotly-express/docs/density-map.md b/plugins/plotly-express/docs/density-map.md
new file mode 100644
index 000000000..84985fcc9
--- /dev/null
+++ b/plugins/plotly-express/docs/density-map.md
@@ -0,0 +1,106 @@
+# Density Map
+
+A density map plot is a geographic visualization that connects data points with a heatmap on a geographic map using latitude and longitude coordinates or locations. The heatmap is ideal for visualizing the density of data across geographic areas.
+
+Density map plots are appropriate when the dataset contains geographic coordinates (latitude and longitude) or locations that represent individual points on a map. `density_map` visualizes data using detailed map tiles. For visualizing individual points, use [`scatter_geo`](./scatter-geo.md) or [`scatter_map`](./scatter-map.md).
+
+## What are density map plots useful for?
+
+- **Geographic density**: They are excellent for showing the density of individual geographic locations on a map.
+- **Detailed geographic context**: Density map plots provide a rich and detailed way to visualize geographic data with map tile features.
+
+## Examples
+
+### A basic density map plot
+
+Visualize geographic density by passing longitude and latitude column names to the `lon` and `lat` arguments.
+It's recommended to set the initial `zoom` level and `center` coordinates for better visualization based on the data. Click and drag on the resulting map to pan and zoom.
+
+```python order=density_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages()
+
+# Create a density map showing concentration of outages
+# Zoom and center are set for better initial view
+density_map_plot = dx.density_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+### Adjust the density radius
+
+Control how spread out the density visualization appears using the `radius` argument.
+
+```python order=density_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages()
+
+# Use a larger radius for a more diffuse heatmap
+# Zoom and center are set for better initial view
+density_map_plot = dx.density_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ radius=10,
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+### Customize the color scale
+
+Change the color scale using the `color_continuous_scale` argument.
+
+```python order=density_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages()
+
+# Use a different color scale
+# Zoom and center are set for better initial view
+density_map_plot = dx.density_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ color_continuous_scale=["yellow", "orange", "red"],
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+### Change map style
+
+Use different base map styles with the `map_style` argument. The default style is dependent on the theme.
+
+```python order=density_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages()
+
+# Change the map style for different tiles
+# Zoom and center are set for better initial view
+density_map_plot = dx.density_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ map_style="open-street-map",
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+## API Reference
+
+```{eval-rst}
+.. dhautofunction:: deephaven.plot.express.density_map
+```
diff --git a/plugins/plotly-express/docs/line-geo.md b/plugins/plotly-express/docs/line-geo.md
new file mode 100644
index 000000000..4f52c65d4
--- /dev/null
+++ b/plugins/plotly-express/docs/line-geo.md
@@ -0,0 +1,90 @@
+# Line Geo
+
+A line geo plot is a geographic visualization that connects data points with lines on a map using latitude and longitude coordinates or locations. The lines are ideal for visualizing relationships between geographic locations, such as paths or routes.
+
+Line geo plots are appropriate when the dataset contains geographic coordinates (latitude and longitude) or locations that connect across geographic areas. `line_geo` visualizes data using a basic map projection, without a high degree of detail. For richer tile maps, use [`line_map`](./line-map.md). For visualizing values at individual locations, consider using [`scatter_geo`](./scatter-geo.md).
+
+## What are line geo plots useful for?
+
+- **Geographic relationships**: They are excellent for showing connections or relationships between different geographic locations, such as routes or paths.
+- **Simple geographic context**: Line geo plots provide a clear and straightforward way to visualize geographic data that does not require detailed map features.
+- **Sequential geographic data**: Line geo plots specialize in showing how data changes across connected geographic points over time or other ordered dimensions.
+
+## Examples
+
+### A basic line geo plot
+
+Visualize geographic paths by passing longitude and latitude column names to the `lon` and `lat` arguments. It's recommended to set `fitbounds` to `"locations"`, which automatically adjusts the map view to include all points, unless a broader view is desired. Click and drag on the resulting map to pan and zoom.
+
+```python order=line_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Plot a single flight path
+# color is set for visibility
+# fitbounds is set for better initial view
+single_flight = flights_table.where("FlightId = `SAL101`")
+line_geo_plot = dx.line_geo(
+ single_flight,
+ lat="Lat",
+ lon="Lon",
+ color_discrete_sequence="red",
+ fitbounds="locations",
+)
+```
+
+### Color by group
+
+Denote different routes by using the color of the lines as group indicators by passing the grouping column name to the `by` argument. Set the color of each group using the `color_discrete_sequence` argument.
+
+```python order=line_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Color each flight path differently
+# fitbounds is set for better view
+line_geo_plot = dx.line_geo(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ color_discrete_sequence=["red", "blue", "green", "orange"],
+ fitbounds="locations",
+)
+```
+
+### Use different projections and scopes
+
+Change the map projection using the `projection` argument. Options include "natural earth", "mercator", and "orthographic". Adjust the geographic scope using the `scope` argument to focus on specific regions such as "world", "usa", "europe," or "north american". Set the `center` argument for a better initial view, especially when scoping to a specific region.
+
+```python order=line_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Use an orthographic (globe) projection and set scope to North America
+# center is set for better initial view
+line_geo_plot = dx.line_geo(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ projection="orthographic",
+ scope="north america",
+ center=dx.data.FLIGHT_CENTER
+)
+```
+
+## API Reference
+
+```{eval-rst}
+.. dhautofunction:: deephaven.plot.express.line_geo
+```
diff --git a/plugins/plotly-express/docs/line-map.md b/plugins/plotly-express/docs/line-map.md
new file mode 100644
index 000000000..47528a77e
--- /dev/null
+++ b/plugins/plotly-express/docs/line-map.md
@@ -0,0 +1,92 @@
+# Line Map
+
+A line map plot is a geographic visualization that connects data points with lines on a map using latitude and longitude coordinates or locations. The lines are ideal for visualizing relationships between geographic locations such as paths or routes.
+
+Line map plots are appropriate when the dataset contains geographic coordinates (latitude and longitude) or locations that connect across geographic areas. `line_map` visualizes data using detailed map tiles. For simpler projection maps, use [`line_geo`](./line-geo.md). For visualizing values at individual locations, consider using [`scatter_map`](./scatter-map.md).
+
+## What are line map plots useful for?
+
+- **Geographic relationships**: They are excellent for showing connections or relationships between different geographic locations, such as routes or paths.
+- **Detailed geographic context**: Line map plots provide a rich and detailed way to visualize geographic data with map tile features.
+- **Sequential geographic data**: Line map plots specialize in showing how data changes across connected geographic points over time or other ordered dimensions.
+
+## Examples
+
+### A basic line map plot
+
+Visualize geographic paths by passing longitude and latitude column names to the `lon` and `lat` arguments. It's recommended to set the initial `zoom` level and `center` coordinates for better visualization based on the data. Click and drag on the resulting map to pan and zoom.
+
+```python order=line_map_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Plot a single flight path
+# Color is set for visibility
+# Zoom and center are set for better initial view
+single_flight = flights_table.where("FlightId = `SAL101`")
+line_map_plot = dx.line_map(
+ single_flight,
+ lat="Lat",
+ lon="Lon",
+ color_discrete_sequence="red",
+ zoom=3,
+ center=dx.data.FLIGHT_CENTER
+)
+```
+
+### Color by group
+
+Denote different routes by using the color of the lines as group indicators by passing the grouping column name to the `by` argument. Set the color of each group using the `color_discrete_sequence` argument.
+
+```python order=line_map_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Color each flight path differently
+# Zoom and center are set for better initial view
+line_map_plot = dx.line_map(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ color_discrete_sequence=["red", "blue", "green", "orange"],
+ zoom=3,
+ center=dx.data.FLIGHT_CENTER
+)
+```
+
+### Customize map style
+
+Use different base map styles with the `map_style` argument. The default style is dependent on the theme.
+
+```python order=line_map_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Change the map style for different tiles
+# Zoom and center are set for better initial view
+line_map_plot = dx.line_map(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ map_style="open-street-map",
+ zoom=3,
+ center=dx.data.FLIGHT_CENTER,
+)
+```
+
+## API Reference
+
+```{eval-rst}
+.. dhautofunction:: deephaven.plot.express.line_map
+```
diff --git a/plugins/plotly-express/docs/scatter-geo.md b/plugins/plotly-express/docs/scatter-geo.md
new file mode 100644
index 000000000..c3725e075
--- /dev/null
+++ b/plugins/plotly-express/docs/scatter-geo.md
@@ -0,0 +1,89 @@
+# Scatter Geo
+
+A scatter geo plot is a geographic visualization that displays individual data points on a map using latitude and longitude coordinates or locations. The points are ideal for visualizing the distribution of data across geographic areas.
+
+Scatter geo plots are appropriate when the dataset contains geographic coordinates (latitude and longitude) or locations that represent individual points on a map. `scatter_geo` visualizes data using a basic map projection, without a high degree of detail. For richer tile maps, use [`scatter_map`](./scatter-map.md). For visualizing connections between locations, consider using [`line_geo`](./line-geo.md).
+
+## What are scatter geo plots useful for?
+
+- **Geographic distribution**: They are excellent for showing the distribution of individual geographic locations on a map.
+- **Simple geographic context**: Scatter geo plots provide a clear and straightforward way to visualize geographic data that does not require detailed map features.
+
+## Examples
+
+### A basic scatter geo plot
+
+Visualize geographic points by passing longitude and latitude column names to the `lon` and `lat` arguments. It's recommended to set `fitbounds` to `"locations"`, which automatically adjusts the map view to include all points, unless a broader view is desired. Click and drag on the resulting map to pan and zoom.
+
+```python order=scatter_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Plot a single flight path
+# color is set for visibility
+# fitbounds is set for better initial view
+single_flight = flights_table.where("FlightId = `SAL101`")
+scatter_geo_plot = dx.scatter_geo(
+ single_flight,
+ lat="Lat",
+ lon="Lon",
+ color_discrete_sequence="red",
+ fitbounds="locations",
+)
+```
+
+### Color by group
+
+Denote different categories by using the color of the points as group indicators by passing the grouping column name to the `by` argument. Set the color of each group using the `color_discrete_sequence` argument.
+
+```python order=scatter_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Color each flight path differently
+# fitbounds is set for better view
+scatter_geo_plot = dx.scatter_geo(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ color_discrete_sequence=["red", "blue", "green", "orange"],
+ fitbounds="locations",
+)
+```
+
+### Use different projections and scopes
+
+Change the map projection using the `projection` argument. Options include "natural earth", "mercator", and "orthographic". Adjust the geographic scope using the `scope` argument to focus on specific regions such as "world", "usa", "europe," or "north american". Set the `center` argument for a better initial view, especially when scoping to a specific region.
+
+```python order=scatter_geo_plot,flights_table
+import deephaven.plot.express as dx
+
+# Load the flights dataset
+# The speed_multiplier parameter speeds up the flight
+flights_table = dx.data.flights(speed_multiplier=50)
+
+# Use an orthographic (globe) projection and set scope to North America
+# center is set for better initial view
+scatter_geo_plot = dx.scatter_geo(
+ flights_table,
+ lat="Lat",
+ lon="Lon",
+ by="FlightId",
+ projection="orthographic",
+ scope="north america",
+ center=dx.data.FLIGHT_CENTER
+)
+```
+
+## API Reference
+
+```{eval-rst}
+.. dhautofunction:: deephaven.plot.express.scatter_geo
+```
diff --git a/plugins/plotly-express/docs/scatter-map.md b/plugins/plotly-express/docs/scatter-map.md
new file mode 100644
index 000000000..696bb3a72
--- /dev/null
+++ b/plugins/plotly-express/docs/scatter-map.md
@@ -0,0 +1,65 @@
+# Scatter Map
+
+A scatter geo plot is a geographic visualization that displays individual data points on a map using latitude and longitude coordinates or locations. The points are ideal for visualizing the distribution of data across geographic areas.
+
+Scatter map plots are appropriate when the dataset contains geographic coordinates (latitude and longitude) or locations that represent individual points on a map. `scatter_map` visualizes data using detailed map tiles. For simpler projection maps, use [`scatter_geo`](./scatter-geo.md). For visualizing connections between locations, consider using [`line_map`](./line-map.md).
+
+## What are scatter map plots useful for?
+
+- **Geographic distribution**: They are excellent for showing the distribution of individual geographic locations on a map.
+- **Detailed geographic context**: Scatter map plots provide a rich and detailed way to visualize geographic data with map tile features.
+
+## Examples
+
+### A basic scatter map plot
+
+Visualize geographic points by passing longitude and latitude column names to the `lon` and `lat` arguments.
+It's recommended to set the initial `zoom` level and `center` coordinates for better visualization based on the data. Click and drag on the resulting map to pan and zoom.
+
+```python order=scatter_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages()
+
+# Create a scatter map showing individual outage points
+# Color is set for visibility
+# Zoom and center are set for better initial view
+scatter_map_plot = dx.scatter_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ color_discrete_sequence="black",
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+### Color by group
+
+Denote different categories by using the color of the points as group indicators by passing the grouping column name to the `by` argument. Set the color of each group using the `color_discrete_sequence` argument.
+
+```python order=scatter_map_plot,outages_table
+import deephaven.plot.express as dx
+
+# Load the outages dataset
+outages_table = dx.data.outages().sort_descending("Severity")
+
+# Color each outage point differently based on the cause
+# Zoom and center are set for better initial view
+scatter_map_plot = dx.scatter_map(
+ outages_table,
+ lat="Lat",
+ lon="Lon",
+ by="Severity",
+ color_discrete_sequence=["black", "blue", "purple", "green"],
+ zoom=9,
+ center=dx.data.OUTAGE_CENTER
+)
+```
+
+## API Reference
+
+```{eval-rst}
+.. dhautofunction:: deephaven.plot.express.scatter_map
+```
diff --git a/plugins/plotly-express/docs/sidebar.json b/plugins/plotly-express/docs/sidebar.json
index 1dbbff929..6d16dbe1c 100644
--- a/plugins/plotly-express/docs/sidebar.json
+++ b/plugins/plotly-express/docs/sidebar.json
@@ -33,6 +33,10 @@
"label": "Density Heatmap",
"path": "density_heatmap.md"
},
+ {
+ "label": "Density Map",
+ "path": "density-map.md"
+ },
{
"label": "Funnel",
"path": "funnel.md"
@@ -61,6 +65,14 @@
"label": "Line 3d",
"path": "line-3d.md"
},
+ {
+ "label": "Line Geo",
+ "path": "line-geo.md"
+ },
+ {
+ "label": "Line Map",
+ "path": "line-map.md"
+ },
{
"label": "Line Polar",
"path": "line-polar.md"
@@ -85,6 +97,14 @@
"label": "Scatter 3d",
"path": "scatter-3d.md"
},
+ {
+ "label": "Scatter Geo",
+ "path": "scatter-geo.md"
+ },
+ {
+ "label": "Scatter Map",
+ "path": "scatter-map.md"
+ },
{
"label": "Scatter Polar",
"path": "scatter-polar.md"
diff --git a/plugins/plotly-express/docs/snapshots/10771509faaa04465017946cc4588f34.json b/plugins/plotly-express/docs/snapshots/10771509faaa04465017946cc4588f34.json
new file mode 100644
index 000000000..884d7dee6
--- /dev/null
+++ b/plugins/plotly-express/docs/snapshots/10771509faaa04465017946cc4588f34.json
@@ -0,0 +1 @@
+{"file":"density-map.md","objects":{"outages_table":{"type":"Table","data":{"columns":[{"name":"Timestamp","type":"java.time.Instant"},{"name":"Lat","type":"double"},{"name":"Lon","type":"double"},{"name":"Severity","type":"long"}],"rows":[[{"value":"2018-06-01 08:00:03.000"},{"value":"44.9936"},{"value":"-93.2865"},{"value":"4"}],[{"value":"2018-06-01 08:01:06.000"},{"value":"44.9502"},{"value":"-93.2309"},{"value":"4"}],[{"value":"2018-06-01 08:01:27.000"},{"value":"44.9892"},{"value":"-93.3348"},{"value":"4"}],[{"value":"2018-06-01 08:01:35.000"},{"value":"44.9698"},{"value":"-93.1325"},{"value":"4"}],[{"value":"2018-06-01 08:00:00.000"},{"value":"45.0771"},{"value":"-92.9625"},{"value":"3"}],[{"value":"2018-06-01 08:00:04.000"},{"value":"44.9896"},{"value":"-93.2981"},{"value":"3"}],[{"value":"2018-06-01 08:00:14.000"},{"value":"44.9905"},{"value":"-93.2683"},{"value":"3"}],[{"value":"2018-06-01 08:00:21.000"},{"value":"44.9732"},{"value":"-93.2830"},{"value":"3"}],[{"value":"2018-06-01 08:00:22.000"},{"value":"44.9289"},{"value":"-93.3725"},{"value":"3"}],[{"value":"2018-06-01 08:00:23.000"},{"value":"45.0920"},{"value":"-93.0474"},{"value":"3"}],[{"value":"2018-06-01 08:00:25.000"},{"value":"44.9529"},{"value":"-93.2884"},{"value":"3"}],[{"value":"2018-06-01 08:00:29.000"},{"value":"44.9473"},{"value":"-93.0707"},{"value":"3"}],[{"value":"2018-06-01 08:00:30.000"},{"value":"44.9631"},{"value":"-93.2621"},{"value":"3"}],[{"value":"2018-06-01 08:00:37.000"},{"value":"44.9620"},{"value":"-93.0742"},{"value":"3"}],[{"value":"2018-06-01 08:00:48.000"},{"value":"44.9375"},{"value":"-93.1412"},{"value":"3"}],[{"value":"2018-06-01 08:00:53.000"},{"value":"44.9480"},{"value":"-93.1478"},{"value":"3"}],[{"value":"2018-06-01 08:00:54.000"},{"value":"44.8344"},{"value":"-93.3815"},{"value":"3"}],[{"value":"2018-06-01 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diff --git a/plugins/plotly-express/src/deephaven/plot/express/data/__init__.py b/plugins/plotly-express/src/deephaven/plot/express/data/__init__.py
index 8b4c1a832..4dba6076a 100644
--- a/plugins/plotly-express/src/deephaven/plot/express/data/__init__.py
+++ b/plugins/plotly-express/src/deephaven/plot/express/data/__init__.py
@@ -8,4 +8,8 @@
wind,
gapminder,
fish_market,
+ outages,
+ flights,
+ OUTAGE_CENTER,
+ FLIGHT_CENTER,
)
diff --git a/plugins/plotly-express/src/deephaven/plot/express/data/data_generators.py b/plugins/plotly-express/src/deephaven/plot/express/data/data_generators.py
index 2fc4a5c00..08f35a442 100644
--- a/plugins/plotly-express/src/deephaven/plot/express/data/data_generators.py
+++ b/plugins/plotly-express/src/deephaven/plot/express/data/data_generators.py
@@ -26,6 +26,14 @@
MINUTE = 60 * SECOND #: One minute in nanoseconds.
STARTING_TIME = "2018-06-01T08:00:00 ET" # day deephaven.io was registered
+# Constants for easy access in charts
+OUTAGE_LAT = 44.97
+OUTAGE_LON = -93.17
+OUTAGE_CENTER = {"lat": OUTAGE_LAT, "lon": OUTAGE_LON}
+FLIGHT_LAT = 50
+FLIGHT_LON = -100
+FLIGHT_CENTER = {"lat": FLIGHT_LAT, "lon": FLIGHT_LON}
+
# Helper converters to satisfy static type checkers when dealing with pandas/numpy scalars
def _to_py_float(x: Any) -> float:
@@ -1339,3 +1347,354 @@ def gen_sale_delay(
)
else:
return generate(empty_table(base_rows).update("Index = ii"))
+
+
+def outages(ticking: bool = True) -> Table:
+ """
+ Returns a synthetic dataset of service outage locations.
+
+ This dataset generates latitude and longitude coordinates using a mixture of distributions
+ to simulate outage density patterns across a metropolitan region. The coordinates are sampled
+ from three overlapping regions: two Gaussian distributions centered on urban cores with higher
+ population density, and a uniform distribution covering the broader surrounding area.
+ The mixture weights emphasize the urban centers while still providing coverage of suburban areas.
+
+ Notes:
+ - The default configuration simulates the Minneapolis-St. Paul metro area
+ - Urban center 1 (Minneapolis): centered at (44.9778, -93.2650)
+ - Urban center 2 (St. Paul): centered at (44.9537, -93.0900)
+ - Broader metro area: bounding box
+ - All coordinates are deterministically generated using the row index as a random seed
+
+ Columns:
+ - Timestamp (Instant): Timestamp of the outage event
+ - Lat (Double): Latitude coordinate of the outage location
+ - Lon (Double): Longitude coordinate of the outage location
+ - Severity (Int): Severity level of the outage from 1 (least severe) to 4 (most severe)
+
+ Args:
+ ticking:
+ If true, the table will tick new data every second.
+
+ Returns:
+ A Deephaven Table containing outage location coordinates
+ """
+ base_rows = 100
+
+ # Configuration for geographic distribution of outages
+ # Default values simulate the Minneapolis-St. Paul metro area
+ # Weights determine relative sampling frequency from each distribution
+ config: dict[str, Any] = {
+ "weights": [6, 3, 2],
+ "distributions": [
+ {
+ # Urban center 1 (Minneapolis downtown)
+ "distribution": "gauss",
+ "lat_center": 44.9778,
+ "lon_center": -93.2650,
+ "lat_sd": 0.0316,
+ "lon_sd": 0.0229,
+ },
+ {
+ # Urban center 2 (St. Paul downtown)
+ "distribution": "gauss",
+ "lat_center": 44.9537,
+ "lon_center": -93.0900,
+ "lat_sd": 0.0108,
+ "lon_sd": 0.0491,
+ },
+ {
+ # Broader central metro bounding box
+ "distribution": "uniform",
+ "lat_north": 45.130,
+ "lat_south": 44.790,
+ "lon_west": -93.410,
+ "lon_east": -92.880,
+ },
+ ],
+ }
+
+ def sample_distribution_index(index: int) -> int:
+ """Select which distribution to sample from based on configured weights."""
+ return Random(index).choices([0, 1, 2], config["weights"])[0]
+
+ def generate_lat(dist_index: int, index: int) -> float:
+ """Generate a latitude coordinate based on the selected distribution."""
+ rand = Random(index * 2) # Use different seed than lon for independence
+ dist = config["distributions"][dist_index]
+ if dist["distribution"] == "gauss":
+ return round(rand.gauss(dist["lat_center"], dist["lat_sd"]), 4)
+ else:
+ return round(rand.uniform(dist["lat_south"], dist["lat_north"]), 4)
+
+ def generate_lon(dist_index: int, index: int) -> float:
+ """Generate a longitude coordinate based on the selected distribution."""
+ rand = Random(index * 3) # Use different seed than lat for independence
+ dist = config["distributions"][dist_index]
+ if dist["distribution"] == "gauss":
+ return round(rand.gauss(dist["lon_center"], dist["lon_sd"]), 4)
+ else:
+ return round(rand.uniform(dist["lon_west"], dist["lon_east"]), 4)
+
+ def generate_severity(index: int) -> int:
+ """Generate a severity level between 1 and 4, where 4 is rarest but most severe."""
+ rand = Random(index * 5)
+ return rand.choices([1, 2, 3, 4], weights=[50, 30, 15, 5])[0]
+
+ outage_table = empty_table(base_rows).update(["Index = ii"])
+
+ if ticking:
+ ticking_table = (
+ time_table("PT1S")
+ .update(f"Index = ii + {base_rows}")
+ .drop_columns("Timestamp")
+ )
+ outage_table = merge([outage_table, ticking_table])
+
+ base_time = to_j_instant(STARTING_TIME)
+
+ return (
+ outage_table.update(
+ [
+ "Timestamp = base_time + Index * SECOND",
+ "DistIndex = sample_distribution_index(Index)",
+ "Lat = generate_lat(DistIndex, Index)",
+ "Lon = generate_lon(DistIndex, Index)",
+ "Severity = generate_severity(Index)",
+ ]
+ )
+ .view(["Timestamp", "Lat", "Lon", "Severity"])
+ .sort_descending("Severity")
+ )
+
+
+def flights(ticking: bool = True, speed_multiplier: int = 1) -> Table:
+ """
+ Returns a synthetic dataset of in-progress flight positions across Canada.
+
+ This dataset generates realistic flight path data for three routes between major Canadian cities.
+ Each flight computes its position based on elapsed time and varying ground speed, following
+ great-circle paths between origin and destination airports. Flights start at different times
+ and complete their journeys based on realistic flight durations.
+
+ Notes:
+ - Routes: Toronto to Vancouver (~4h), Montreal to Calgary (~4h), Calgary to Toronto (~3.5h)
+ - Speeds vary realistically between 800-950 km/h with deterministic randomness,
+ although they do not account for landing/takeoff phases
+ - Static data shows partial progress for each flight
+ - Ticking stops automatically when all flights reach their destinations
+ - Positions are computed using great-circle interpolation
+ - Flights do not adjust for air traffic control maneuvers such as weather, holding patterns, waypoints, etc.
+
+ Columns:
+ - FlightId (String): Unique identifier for the flight (e.g., "AC101")
+ - Lat (Double): Current latitude of the aircraft
+ - Lon (Double): Current longitude of the aircraft
+ - Speed (Double): Current ground speed in km/h
+ - Origin (String): Origin airport code (YYZ, YUL, YYC)
+ - Destination (String): Destination airport code (YVR, YYC, YYZ)
+
+ Args:
+ ticking:
+ If true, the table will tick new positions every second until all flights arrive.
+ speed_multiplier:
+ A multiplier to increase flight speeds for faster simulation. Defaults to 1 (realistic speeds).
+
+ Returns:
+ A Deephaven Table containing flight position data
+ """
+ # Canadian airport coordinates
+ airports = {
+ "YYZ": (43.6777, -79.6248), # Toronto
+ "YVR": (49.1947, -123.1790), # Vancouver
+ "YUL": (45.4706, -73.7408), # Montreal
+ "YYC": (51.1215, -114.0076), # Calgary
+ }
+
+ # Flight configurations: (flight_id, origin, destination, duration_seconds)
+ # Durations based on realistic flight times, modified by speed_multiplier
+ flight_configs = [
+ (
+ "SAL101",
+ "YYZ",
+ "YVR",
+ (4 * 3600 + 30 * 60) / speed_multiplier,
+ ), # Toronto to Vancouver: 4.5 hours
+ (
+ "LCF202",
+ "YUL",
+ "YYC",
+ (4 * 3600 + 15 * 60) / speed_multiplier,
+ ), # Montreal to Calgary: 4.25 hours
+ (
+ "SAL303",
+ "YYC",
+ "YYZ",
+ (3 * 3600 + 45 * 60) / speed_multiplier,
+ ), # Calgary to Toronto: 3.75 hours
+ (
+ "LCF404",
+ "YVR",
+ "YUL",
+ (5 * 3600) / speed_multiplier,
+ ), # Vancouver to Montreal: 5 hours
+ ]
+
+ # Base and variable speed parameters (km/h)
+ base_speed = 850.0
+ speed_variation = 75.0 # +/- variation
+
+ def get_speed(flight_index: int, time_index: int, progress: float) -> float:
+ """
+ Generate a realistic varying ground speed.
+ This doesn't actually affect position calculation, but on average the position will align.
+ """
+ if progress <= 0.0 or progress >= 1.0:
+ return 0.0
+ rand = Random(flight_index * 10000 + time_index)
+ speed = (
+ base_speed + rand.uniform(-speed_variation, speed_variation)
+ ) * speed_multiplier
+ return round(speed, 1)
+
+ def interpolate_position(
+ origin: tuple[float, float],
+ destination: tuple[float, float],
+ progress: float,
+ ) -> tuple[float, float]:
+ """
+ Interpolate position along a great-circle path.
+ Progress is 0.0 at origin, 1.0 at destination.
+ Uses spherical linear interpolation for realistic flight paths.
+ """
+ if progress <= 0:
+ return origin
+ if progress >= 1:
+ return destination
+
+ # Convert degrees to radians
+ lat1, lon1 = math.radians(origin[0]), math.radians(origin[1])
+ lat2, lon2 = math.radians(destination[0]), math.radians(destination[1])
+
+ # Great-circle angle distance
+ d = math.acos(
+ math.sin(lat1) * math.sin(lat2)
+ + math.cos(lat1) * math.cos(lat2) * math.cos(lon2 - lon1)
+ )
+
+ if d == 0:
+ return origin
+
+ # Interpolation coefficients for spherical linear interpolation
+ a = math.sin((1 - progress) * d) / math.sin(d)
+ b = math.sin(progress * d) / math.sin(d)
+
+ # Convert spherical to Cartesian coordinates
+ x1 = math.cos(lat1) * math.cos(lon1)
+ y1 = math.cos(lat1) * math.sin(lon1)
+ z1 = math.sin(lat1)
+ x2 = math.cos(lat2) * math.cos(lon2)
+ y2 = math.cos(lat2) * math.sin(lon2)
+ z2 = math.sin(lat2)
+
+ # Interpolate in Cartesian space
+ x = a * x1 + b * x2
+ y = a * y1 + b * y2
+ z = a * z1 + b * z2
+
+ # Convert from Cartesian back to spherical coordinates in radians
+ lat = math.atan2(z, math.sqrt(x * x + y * y))
+ lon = math.atan2(y, x)
+
+ # Convert back to degrees and round
+ return round(math.degrees(lat), 4), round(math.degrees(lon), 4)
+
+ def get_flight_position(
+ flight_index: int, elapsed_seconds: int
+ ) -> tuple[float, float, float]:
+ """
+ Calculate flight position at a given elapsed time.
+ Returns None if flight hasn't departed yet or has arrived.
+ """
+ config = flight_configs[flight_index]
+ flight_id, origin_code, dest_code, duration = config
+
+ origin = airports[origin_code]
+ destination = airports[dest_code]
+
+ flight_time = max(elapsed_seconds, 0)
+ progress = flight_time / duration
+ speed = get_speed(flight_index, elapsed_seconds, progress)
+ lat, lon = interpolate_position(origin, destination, progress)
+
+ return lat, lon, speed
+
+ # Calculate max duration to know when all flights complete
+ max_duration = max(config[3] for i, config in enumerate(flight_configs))
+
+ # For static data, show flights at ~25% progress of longest flight
+ static_seconds = int(max_duration * 0.25)
+
+ def compute_lat(flight_idx: int, elapsed: int) -> float:
+ return get_flight_position(flight_idx, elapsed)[0]
+
+ def compute_lon(flight_idx: int, elapsed: int) -> float:
+ return get_flight_position(flight_idx, elapsed)[1]
+
+ def compute_speed(flight_idx: int, elapsed: int) -> float:
+ return get_flight_position(flight_idx, elapsed)[2]
+
+ def is_flight_active(flight_idx: int, elapsed: int) -> bool:
+ """Check if a flight is still in progress."""
+ config = flight_configs[flight_idx]
+ duration = config[3]
+ return 0 <= elapsed <= duration
+
+ def get_flight_id(flight_idx: int) -> str:
+ return flight_configs[flight_idx][0]
+
+ def get_origin_code(flight_idx: int) -> str:
+ return flight_configs[flight_idx][1]
+
+ def get_destination_code(flight_idx: int) -> str:
+ return flight_configs[flight_idx][2]
+
+ num_flights = len(flight_configs)
+
+ tables = []
+
+ base_time = to_j_instant(STARTING_TIME)
+
+ for flight in range(num_flights):
+ flight_table = empty_table(static_seconds).update("ElapsedSeconds = ii")
+ if ticking:
+ ticking_table = (
+ time_table("PT1S")
+ .drop_columns(["Timestamp"])
+ .update("ElapsedSeconds = ii + static_seconds")
+ )
+ flight_table = merge([flight_table, ticking_table]).update(
+ [
+ "FlightIdx = flight",
+ "Timestamp = base_time + ElapsedSeconds * SECOND",
+ ]
+ )
+ tables.append(flight_table)
+
+ return (
+ merge(tables)
+ .update(
+ [
+ "FlightId = get_flight_id(FlightIdx)",
+ "Lat = compute_lat(FlightIdx, ElapsedSeconds)",
+ "Lon = compute_lon(FlightIdx, ElapsedSeconds)",
+ "Speed = compute_speed(FlightIdx, ElapsedSeconds)",
+ "Origin = get_origin_code(FlightIdx)",
+ "Destination = get_destination_code(FlightIdx)",
+ "Active = is_flight_active(FlightIdx, ElapsedSeconds)",
+ ]
+ )
+ .where("Active")
+ .drop_columns(["FlightIdx", "Active"])
+ .sort(["Timestamp", "FlightId"])
+ )
diff --git a/plugins/plotly-express/src/deephaven/plot/express/plots/_private_utils.py b/plugins/plotly-express/src/deephaven/plot/express/plots/_private_utils.py
index 334e049bc..58421c4dc 100644
--- a/plugins/plotly-express/src/deephaven/plot/express/plots/_private_utils.py
+++ b/plugins/plotly-express/src/deephaven/plot/express/plots/_private_utils.py
@@ -428,6 +428,19 @@ def process_args(
render_args["args"]["filter_by"] = filter_by
render_args["args"]["required_filter_by"] = required_filter_by
+ if "center" in render_args["args"]:
+ center = render_args["args"].pop("center")
+ if center is None:
+ # Set a default center to prevent px from auto-centering based on data
+ # which breaks the initial view for map plots since the data may be null initially
+ # Auto centering on the server side is also a bad idea since the data can change,
+ # so that should be done on the client side if desired
+ center = {
+ "lat": 0,
+ "lon": 0,
+ }
+ render_args["args"]["center"] = center
+
orig_process_args = args_copy(render_args)
orig_process_func = lambda **local_args: create_deephaven_figure(**local_args)[0]
diff --git a/plugins/plotly-express/src/deephaven/plot/express/plots/maps.py b/plugins/plotly-express/src/deephaven/plot/express/plots/maps.py
index c39a9bda3..625f30fba 100644
--- a/plugins/plotly-express/src/deephaven/plot/express/plots/maps.py
+++ b/plugins/plotly-express/src/deephaven/plot/express/plots/maps.py
@@ -29,7 +29,7 @@ def scatter_geo(
text: str | None = None,
hover_name: str | None = None,
labels: dict[str, str] | None = None,
- color_discrete_sequence: list[str] | None = None,
+ color_discrete_sequence: str | list[str] | None = None,
color_discrete_map: str
| tuple[str, dict[str | tuple[str], str]]
| dict[str | tuple[str], str]
@@ -222,7 +222,7 @@ def scatter_map(
text: str | None = None,
hover_name: str | None = None,
labels: dict[str, str] | None = None,
- color_discrete_sequence: list[str] | None = None,
+ color_discrete_sequence: str | list[str] | None = None,
color_discrete_map: str
| tuple[str, dict[str | tuple[str], str]]
| dict[str | tuple[str], str]
@@ -238,9 +238,9 @@ def scatter_map(
range_color: list[float] | None = None,
color_continuous_midpoint: float | None = None,
opacity: float | None = None,
- zoom: float | None = None,
+ zoom: float | None = 0,
center: dict[str, float] | None = None,
- map_style: str = "open-street-map",
+ map_style: str | None = None,
title: str | None = None,
template: str | None = None,
unsafe_update_figure: Callable = default_callback,
@@ -308,13 +308,14 @@ def scatter_map(
color_continuous_midpoint: A number that is the midpoint of the color axis
opacity: Opacity to apply to all markers. 0 is completely transparent
and 1 is completely opaque.
- zoom: The zoom level of the map.
+ zoom: The zoom level of the map. 0 is the whole world, and higher values zoom in closer.
center: A dictionary of center coordinates.
The keys should be 'lat' and 'lon' and the values should be floats
that represent the lat and lon of the center of the map.
- map_style: The style of the map.
- One of 'open-street-map', 'white-bg', 'carto-positron', 'carto-darkmatter',
- and 'stamen-terrain', 'stamen-toner', 'stamen-watercolor'
+ map_style: The style of the map. Defaults to None, which uses the theme's default.
+ If a str, one of 'basic', 'carto-darkmatter', 'carto-darkmatter-nolabels', 'carto-positron',
+ 'carto-positron-nolabels', 'carto-voyager', 'carto-voyager-nolabels', 'dark', 'light',
+ 'open-street-map', 'outdoors', 'satellite', 'satellite-streets', 'streets', 'white-bg'.
title: The title of the chart
template: The template for the chart.
unsafe_update_figure: An update function that takes a plotly figure
@@ -353,7 +354,7 @@ def line_geo(
text: str | None = None,
hover_name: str | None = None,
labels: dict[str, str] | None = None,
- color_discrete_sequence: list[str] | None = None,
+ color_discrete_sequence: str | list[str] | None = None,
color_discrete_map: dict[str | tuple[str], str] | None = None,
symbol_sequence: list[str] | None = None,
symbol_map: dict[str | tuple[str], str] | None = None,
@@ -506,7 +507,7 @@ def line_map(
line_dash: str | None = None,
hover_name: str | None = None,
labels: dict[str, str] | None = None,
- color_discrete_sequence: list[str] | None = None,
+ color_discrete_sequence: str | list[str] | None = None,
color_discrete_map: dict[str | tuple[str], str] | None = None,
line_dash_sequence: list[str] | None = None,
line_dash_map: dict[str | tuple[str], str] | None = None,
@@ -516,8 +517,8 @@ def line_map(
size_map: dict[str | tuple[str], str] | None = None,
width_sequence: list[int] | None = None,
width_map: dict[str | tuple[str], str] | None = None,
- zoom: float | None = None,
- map_style: str = "open-street-map",
+ zoom: float | None = 0,
+ map_style: str | None = None,
center: dict[str, float] | None = None,
title: str | None = None,
template: str | None = None,
@@ -595,13 +596,14 @@ def line_map(
widths, widths will be reused. This is overriden if "line_dash" is specified.
line_dash_map: If dict, the keys should be strings of the column values (or a tuple
of combinations of column values) which map to line_dash.
- zoom: The zoom level of the map.
+ zoom: The zoom level of the map. 0 is the whole world, and higher values zoom in closer.
center: A dictionary of center coordinates.
The keys should be 'lat' and 'lon' and the values should be floats
that represent the lat and lon of the center of the map.
- map_style: The style of the map.
- One of 'open-street-map', 'white-bg', 'carto-positron', 'carto-darkmatter',
- and 'stamen-terrain', 'stamen-toner', 'stamen-watercolor'
+ map_style: The style of the map. Defaults to None, which uses the theme's default.
+ If a str, one of 'basic', 'carto-darkmatter', 'carto-darkmatter-nolabels', 'carto-positron',
+ 'carto-positron-nolabels', 'carto-voyager', 'carto-voyager-nolabels', 'dark', 'light',
+ 'open-street-map', 'outdoors', 'satellite', 'satellite-streets', 'streets', 'white-bg'.
title: The title of the chart
template: The template for the chart.
unsafe_update_figure: An update function that takes a plotly figure
@@ -633,9 +635,9 @@ def density_map(
labels: dict[str, str] | None = None,
radius: int = 30,
opacity: float | None = None,
- zoom: float | None = None,
+ zoom: float | None = 0,
center: dict[str, float] | None = None,
- map_style: str = "open-street-map",
+ map_style: str | None = None,
title: str | None = None,
template: str | None = None,
unsafe_update_figure: Callable = default_callback,
@@ -656,13 +658,14 @@ def density_map(
radius: The radius of each point.
opacity: Opacity to apply to all markers. 0 is completely transparent
and 1 is completely opaque.
- zoom: The zoom level of the map.
+ zoom: The zoom level of the map. 0 is the whole world, and higher values zoom in closer.
center: A dictionary of center coordinates.
The keys should be 'lat' and 'lon' and the values should be floats
that represent the lat and lon of the center of the map.
- map_style: The style of the map.
- One of 'open-street-map', 'white-bg', 'carto-positron', 'carto-darkmatter',
- and 'stamen-terrain', 'stamen-toner', 'stamen-watercolor'
+ map_style: The style of the map. Defaults to None, which uses the theme's default.
+ If a str, one of 'basic', 'carto-darkmatter', 'carto-darkmatter-nolabels', 'carto-positron',
+ 'carto-positron-nolabels', 'carto-voyager', 'carto-voyager-nolabels', 'dark', 'light',
+ 'open-street-map', 'outdoors', 'satellite', 'satellite-streets', 'streets', 'white-bg'.
title: The title of the chart
template: The template for the chart.
unsafe_update_figure: An update function that takes a plotly figure
diff --git a/plugins/plotly-express/test/deephaven/plot/express/plots/test_maps.py b/plugins/plotly-express/test/deephaven/plot/express/plots/test_maps.py
index 560e50e4b..d55f8a5b3 100644
--- a/plugins/plotly-express/test/deephaven/plot/express/plots/test_maps.py
+++ b/plugins/plotly-express/test/deephaven/plot/express/plots/test_maps.py
@@ -44,7 +44,11 @@ def test_basic_scatter_geo(self):
self.assertEqual(plotly["data"], expected_data)
expected_layout = {
- "geo": {"domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]}, "fitbounds": False},
+ "geo": {
+ "center": {"lat": 0, "lon": 0},
+ "domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]},
+ "fitbounds": False,
+ },
"legend": {"tracegroupgap": 0},
}
@@ -80,15 +84,13 @@ def test_basic_scatter_map(self):
expected_layout = {
"legend": {"tracegroupgap": 0},
"map": {
- "center": {"lat": NULL_INT, "lon": NULL_INT},
+ "center": {"lat": 0, "lon": 0},
"domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]},
- "style": "open-street-map",
- "zoom": 8,
+ "zoom": 0,
},
"mapbox": {
- "center": {"lat": -2147483648.0, "lon": -2147483648.0},
- "style": "open-street-map",
- "zoom": 8,
+ "center": {"lat": 0, "lon": 0},
+ "zoom": 0,
},
}
@@ -123,7 +125,11 @@ def test_basic_line_geo(self):
self.assertEqual(plotly["data"], expected_data)
expected_layout = {
- "geo": {"domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]}, "fitbounds": False},
+ "geo": {
+ "center": {"lat": 0, "lon": 0},
+ "domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]},
+ "fitbounds": False,
+ },
"legend": {"tracegroupgap": 0},
}
@@ -158,15 +164,13 @@ def test_basic_line_map(self):
expected_layout = {
"legend": {"tracegroupgap": 0},
"map": {
- "center": {"lat": -2147483648.0, "lon": -2147483648.0},
+ "center": {"lat": 0, "lon": 0},
"domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]},
- "style": "open-street-map",
- "zoom": 8,
+ "zoom": 0,
},
"mapbox": {
- "center": {"lat": -2147483648.0, "lon": -2147483648.0},
- "style": "open-street-map",
- "zoom": 8,
+ "center": {"lat": 0, "lon": 0},
+ "zoom": 0,
},
}
@@ -217,15 +221,13 @@ def test_basic_density_map(self):
},
"legend": {"tracegroupgap": 0},
"map": {
- "center": {"lat": -2147483648.0, "lon": -2147483648.0},
+ "center": {"lat": 0, "lon": 0},
"domain": {"x": [0.0, 1.0], "y": [0.0, 1.0]},
- "style": "open-street-map",
- "zoom": 8,
+ "zoom": 0,
},
"mapbox": {
- "center": {"lat": -2147483648.0, "lon": -2147483648.0},
- "style": "open-street-map",
- "zoom": 8,
+ "center": {"lat": 0, "lon": 0},
+ "zoom": 0,
},
}