Bad Cams - No direction information

The following cameras lacked direction data in either “direction” or “camera:direction” tags. Not all datapoints are necessarily wrong, but could likely be improved. Cameras that were marked with cardinal directions are not interpreted as having a direction.

Map
Table

Code

import pandas as pd
import geopandas as gpd
import folium
import itables
from datetime import datetime
from folium.plugins import MarkerCluster

m = folium.Map([37, -100], zoom_start=4)

nodirgdf = gpd.read_file("../../../osmbadcams/nodirection.gpkg")
nodirgdf = nodirgdf.rename({"STUSPS":"State", "NAME":"State Full","osmid":"ALPR ID"},axis=1)
marker_cluster = MarkerCluster(disableClusteringAtZoom=10).add_to(m)

for idx, row in nodirgdf.iterrows():
    popup_html = f"<style> th\
                {{border:1px solid black;\}}</style>\
                <table><tr>\
                    <th>State: </th>\
                    <th>{row['State Full']}</th>\
                </tr><tr>\
                    <th>ALPR ID: </th>\
                    <th>{row['ALPR ID']}</th>\
                </tr><tr>\
                    <th text-align='center' colspan='2'>{row['url']}</th>\
                </tr></table>"
    folium.Circle(
        location=[row.geometry.y, row.geometry.x], 
        popup=popup_html, fill=True, radius=30, weight=9,color="#9E2F02",opacity=0.8,fillOpacity=0.5
    ).add_to(marker_cluster)

m

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Code

itables.show(pd.DataFrame(nodirgdf.drop(["geometry","camindex"], axis=1)[["State Full", "State", "ALPR ID", "url"]]),  maxBytes=200000, allow_html=True)

Loading ITables v2.7.3 from the internet... (need help?)

Started with 1,736 datapoints on 2026-05-25
Last updated: 2026-06-08