diff --git a/book/src/trafficsim/travel_demand.md b/book/src/trafficsim/travel_demand.md
index 8ebfde75fa..9ded47c0d0 100644
--- a/book/src/trafficsim/travel_demand.md
+++ b/book/src/trafficsim/travel_demand.md
@@ -130,3 +130,4 @@ modify the mode for some people (change 50% of all driving trips between 7 and
 - <https://github.com/BayAreaMetro/travel-model-one>
 - <https://github.com/RSGInc/DaySim>
 - <https://github.com/arup-group/pam>
+- <https://spatial-microsim-book.robinlovelace.net/smsimr.html>
diff --git a/collisions/src/lib.rs b/collisions/src/lib.rs
index f36bf6a07e..765ed57697 100644
--- a/collisions/src/lib.rs
+++ b/collisions/src/lib.rs
@@ -78,3 +78,63 @@ pub fn import_stats19(input: ExtraShapes, source_url: &str) -> CollisionDataset
     }
     data
 }
+
+/// Import data from Seattle GeoData
+/// (https://data-seattlecitygis.opendata.arcgis.com/datasets/5b5c745e0f1f48e7a53acec63a0022ab_0).
+/// Any parsing errors will skip the row and log a warning.
+pub fn import_seattle(input: ExtraShapes, source_url: &str) -> CollisionDataset {
+    let mut data = CollisionDataset {
+        source_url: source_url.to_string(),
+        collisions: Vec::new(),
+    };
+    for shape in input.shapes {
+        if shape.points.len() != 1 {
+            warn!("One row had >1 point: {:?}", shape);
+            continue;
+        }
+        let time = match parse_incdttm(&shape.attributes["INCDTTM"]) {
+            Some(time) => time,
+            None => {
+                warn!("Couldn't parse time {}", shape.attributes["INCDTTM"]);
+                continue;
+            }
+        };
+        let severity = match shape
+            .attributes
+            .get("SEVERITYCODE")
+            .cloned()
+            .unwrap_or_else(String::new)
+            .as_ref()
+        {
+            "1" | "0" => Severity::Slight,
+            "2b" | "2" => Severity::Serious,
+            "3" => Severity::Fatal,
+            x => {
+                warn!("Unknown severity {}", x);
+                continue;
+            }
+        };
+        data.collisions.push(Collision {
+            location: shape.points[0],
+            time,
+            severity,
+        });
+    }
+    data
+}
+
+// INCDTTM is something like "11/12/2019 7:30:00 AM"
+fn parse_incdttm(x: &str) -> Option<Duration> {
+    let parts = x.split(" ").collect::<Vec<_>>();
+    if parts.len() != 3 {
+        return None;
+    }
+    let time = Duration::parse(parts[1]).ok()?;
+    if parts[2] == "AM" {
+        Some(time)
+    } else if parts[2] == "PM" {
+        Some(time + Duration::hours(12))
+    } else {
+        None
+    }
+}
diff --git a/data/MANIFEST.json b/data/MANIFEST.json
index a79b2b00da..9838fb801c 100644
--- a/data/MANIFEST.json
+++ b/data/MANIFEST.json
@@ -128,6 +128,14 @@
       "checksum": "350bd9e59bf2af4e885a7c0741e6ee6b",
       "size_bytes": 102846513
     },
+    "data/input/seattle/collisions.bin": {
+      "checksum": "5c403fc190bc43e028a34d6d54a5d6bf",
+      "size_bytes": 4457539
+    },
+    "data/input/seattle/collisions.kml": {
+      "checksum": "16e26b4a07d2918780e09c95202ba9ac",
+      "size_bytes": 433758033
+    },
     "data/input/seattle/footways.bin": {
       "checksum": "09c6aca2ad37d007c6bd40b91886ed95",
       "size_bytes": 5536891
diff --git a/importer/src/seattle.rs b/importer/src/seattle.rs
index 94db9f0167..d8567abff9 100644
--- a/importer/src/seattle.rs
+++ b/importer/src/seattle.rs
@@ -54,6 +54,23 @@ fn input(config: &ImporterConfiguration, timer: &mut abstutil::Timer) {
         "input/seattle/google_transit/",
         "http://metro.kingcounty.gov/gtfs/google_transit.zip",
     );
+
+    // From
+    // https://data-seattlecitygis.opendata.arcgis.com/datasets/5b5c745e0f1f48e7a53acec63a0022ab_0
+    download(
+        config,
+        "input/seattle/collisions.kml",
+        "https://opendata.arcgis.com/datasets/5b5c745e0f1f48e7a53acec63a0022ab_0.kml",
+    );
+
+    // This is a little expensive, so delete data/input/seattle/collisions.bin to regenerate this.
+    if !abstutil::file_exists("data/input/seattle/collisions.bin") {
+        let shapes = kml::load("data/input/seattle/collisions.kml", &bounds, true, timer).unwrap();
+        let collisions = collisions::import_seattle(
+        shapes,
+        "https://data-seattlecitygis.opendata.arcgis.com/datasets/5b5c745e0f1f48e7a53acec63a0022ab_0");
+        abstutil::write_binary("data/input/seattle/collisions.bin".to_string(), &collisions);
+    }
 }
 
 pub fn osm_to_raw(name: &str, timer: &mut abstutil::Timer, config: &ImporterConfiguration) {