Create separate hot spot maps for pedestrians and cyclists.

    1) Updated notebook with new helper functions and separate pedestrian and cyclist maps.
    2) Updated hotspots section of website.

Author: ray310

4-dangerous-locations.ipynb

@@ -17,14 +17,19 @@
 - name: Hot Spots
   link: /content/hotspots
   dropdown:
-    - name: Dangerous Locations
-      link: /content/hotspots/points_serious
-    - name: Dangerous Locations for Pedestrians / Cyclists
-      link: /content/hotspots/points_non_motor
     - name: Dangerous Areas
       link: /content/hotspots/clusters_serious
-    - name: Dangerous Areas for Pedestrians / Cyclists
-      link: /content/hotspots/clusters_non_motor
+    - name: Dangerous Areas for Pedestrians
+      link: /content/hotspots/clusters_pedestrian
+    - name: Dangerous Areas for Cyclists
+      link: /content/hotspots/clusters_cyclist
+    - name: Dangerous Points
+      link: /content/hotspots/points_serious
+    - name: Dangerous Points Pedestrians
+      link: /content/hotspots/points_pedestrian
+    - name: Dangerous Points Cyclists
+      link: /content/hotspots/points_cyclist
+
 - name: Trends
   link: /content/trends
   dropdown:

docs/_data/navigation.yaml

@@ -1 +1 @@
-<em>Click on icons for more information</em>
+Click on icons for more information

docs/_includes/click.html

@@ -1 +1 @@
-<em>Click on individual districts for council member contact information</em>
+Click on individual districts for council member contact information

docs/_includes/click_cc.html

@@ -1 +1 @@
-<em>Click or hover on map for more information</em>
+Click or hover on map for more information

docs/_includes/click_choro.html

@@ -0,0 +1 @@
+Click on icons for more information. Cluster membership can be seen by clicking on individual icons.

docs/_includes/click_cluster.html

@@ -0,0 +1 @@
+Dangerous areas are multi-block clusters of collisions with injuries or deaths. Clustering may reveal high-risk areas that would be missed by focusing on single points (like intersections) with many collisions. Clusters were identified by tuning a density-based clustering algorithm, <a href="https://scikit-learn.org/stable/modules/clustering.html#dbscan">Density-Based Spatial Clustering of Applications with Noise (DBSCAN)</a>.

docs/_includes/dangerous_area.html

@@ -1,17 +1,17 @@
 ---
 layout: page
 title: Vehicle Collision Hotspots in New York City
-description: Maps of high-density vehicle collisions (hotspots) in New York City (NYC)
+description: Maps of locations with a high-density of vehicle collisions (hotspots) in New York City (NYC)
 hide_hero: true
 ---
 
 # Hotspot Maps
 Identifying concentrations of collisions
-- [Dangerous Locations]({{ "/content/hotspots/points_serious" | relative_url }})
-- [Dangerous Locations for Pedestrians]({{ "/content/hotspots/points_non_motor" | relative_url }})
 - [Dangerous Areas]({{ "/content/hotspots/clusters_serious" | relative_url }})
-- [Dangerous Areas for Pedestrians]({{ "/content/hotspots/clusters_non_motor" | relative_url }})
+- [Dangerous Areas for Pedestrians]({{ "/content/hotspots/clusters_pedestrian" | relative_url }})
+- [Dangerous Areas for Cyclists]({{ "/content/hotspots/clusters_cyclist" | relative_url }})
+- [Dangerous Points]({{ "/content/hotspots/points_serious" | relative_url }})
+- [Dangerous Points for Pedestrians]({{ "/content/hotspots/points_pedestrian" | relative_url }})
+- [Dangerous Points for Cyclists]({{ "/content/hotspots/points_cyclist" | relative_url }})
 
-_Dangerous locations are single points where collisions are common_
-
-_Dangerous areas are clusters identified by clustering algorithm_
+_Dangerous points are frequently intersections_

docs/content/hotspots.md

@@ -0,0 +1,16 @@
+---
+layout: page
+title: Dangerous Areas for Cyclists in New York City
+description: Interactive map of clusters of cyclist injuries and deaths from vehicle collisions in New York City (NYC)
+hide_hero: true
+---
+# Dangerous Areas for Cyclists
+{% include dangerous_area.html %}
+
+{% include visit_github.html %}
+
+{% include slow_load.html %}
+
+{% include click_cluster.html %}
+<iframe src="clusters_cyclist_map.html" title="Marker cluster map identifying areas with a high density of collisions with cyclists in New York City"></iframe>
+{% include map_data_range_full.html %}

docs/content/hotspots/clusters_cyclist.md

@@ -0,0 +1,16 @@
+---
+layout: page
+title: Dangerous Areas for Pedestrians in New York City
+description: Interactive map of clusters of pedestrians injuries and deaths from vehicle collisions in New York City (NYC)
+hide_hero: true
+---
+# Dangerous Areas for Pedestrians
+{% include dangerous_area.html %}
+
+{% include visit_github.html %}
+
+{% include slow_load.html %}
+
+{% include click_cluster.html %}
+<iframe src="clusters_pedestrian_map.html" title="Marker cluster map identifying areas with a high density of collisions with pedestrians in New York City"></iframe>
+{% include map_data_range_full.html %}

docs/content/hotspots/clusters_cyclist_map.html

@@ -5,12 +5,12 @@ description: Interactive map of clusters of injuries and deaths from vehicle col
 hide_hero: true
 ---
 # Dangerous Areas
-Dangerous areas are clusters of collisions with a high number of injuries and deaths from vehicle collisions. Clusters were identified by tuning a density-based clustering algorithm.
+{% include dangerous_area.html %}
 
 {% include visit_github.html %}
 
 {% include slow_load.html %}
 
-{% include click.html %}
+{% include click_cluster.html %}
 <iframe src="clusters_serious_map.html" title="Marker cluster map identifying areas with a high density of serious collisions in New York City"></iframe>
 {% include map_data_range_full.html %}