From a8af99745d188b689de3d0c974901fcacb229f34 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Fri, 20 Oct 2023 17:46:20 -0400 Subject: [PATCH 01/24] change the descriptions --- routing_app.ipynb | 67 ++++++++++++++++++++--------------------------- 1 file changed, 29 insertions(+), 38 deletions(-) diff --git a/routing_app.ipynb b/routing_app.ipynb index 0f450c8..913fabf 100644 --- a/routing_app.ipynb +++ b/routing_app.ipynb @@ -161,9 +161,9 @@ " orgin_lat = pn.widgets.Select(name=\"Origin Latitude\", value=\"ZIP_lat\", options=list(df.columns) )\n", " dest_lon = pn.widgets.Select(name=\"Destination Longitude\", value=\"AHA_ID_lon\", options=list(df.columns))\n", " dest_lat = pn.widgets.Select(name=\"Destination Latitude\", value=\"AHA_ID_lat\", options=list(df.columns))\n", - " od_col_slect_view = pn.Column(\"## 2. Select the columns for origin and destination\", pn.Row(orgin_lon, orgin_lat, dest_lon, dest_lat))\n", + " od_col_slect_view = pn.Column(\"## 2. Select the columns for origin and destination points\", pn.Row(orgin_lon, orgin_lat, dest_lon, dest_lat))\n", "\n", - " return pn.Column(\"## Preview of your data (first 5 rows, there are %d rows in total)\"%df.shape[0],pn.pane.DataFrame(df.head(5)),\n", + " return pn.Column(\"Preview of the uploaded data (first 3 rows, there are %d rows in total)\"%df.shape[0],pn.pane.DataFrame(df.head(3)),\n", " # deck_gl,\n", " od_col_slect_view\n", " )\n", @@ -174,7 +174,7 @@ "\n", "# pn.Column(file_input, active_load_csv)\n", "\n", - "data_upload_view = pn.Column(\"## 1. Select data need to be calculated\",file_input,active_load_csv)\n", + "data_upload_view = pn.Column(\"## 1. Select the data that need to be calculated\",file_input,active_load_csv)\n", "data_upload_view" ] }, @@ -220,7 +220,7 @@ " df.loc[k, 'distance (m)'] = route.get_distance()\n", " df.loc[k, 'duration (s)'] = route.get_duration()\n", " \n", - " final_table = pn.pane.DataFrame(df.head(5), \n", + " final_table = pn.pane.DataFrame(df.head(3), \n", " # sizing_mode='stretch_width'\n", " )\n", " \n", @@ -269,16 +269,16 @@ " # sizing_mode='stretch_width'\n", " )\n", " results_desc = pn.pane.Markdown(\"\"\"\n", - " ## 3. Downlaod result\n", + " ## 3. Downlaod the result\n", " \n", - " The map can only show 10000 rows at most\n", + " The arc map of the source and destination points. Source location in red, destination location in green. The map can only show 10000 rows at most.\n", " \"\"\")\n", - " table_download_view = pn.Column(results_desc,deck_gl,\"The table view only show the first 5 rows\",final_table,download_view)\n", + " table_download_view = pn.Column(results_desc,deck_gl,\"Preview of the result. It only show the first 3 rows at most.\",final_table,download_view)\n", " \n", " yield table_download_view\n", "\n", "\n", - "run = pn.widgets.Button(name=\"Press to run calculation\")\n", + "run = pn.widgets.Button(name=\"Press to run the calculation\")\n", "\n", "run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run))\n", "\n", @@ -350,45 +350,35 @@ ], "source": [ "intro = pn.pane.Markdown(\"\"\"\n", - "# Routing Calculator\n", - "This app is used to calculate the distance and duration between two points. This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. \n", + " \n", + "This app calculates distance and duration between two points using a `CSV` input with longitude and latitude columns for both start and end points. See the sample data below or download the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) ( the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) includes comparison columns like the results from Google, which are not required). Ensure you select the right columns for origin and destination in the app. The output is a CSV with added `distance (m)` and `duration (s)` columns.\n", "\n", - "Your data should be a `CSV` file and have at least longitude and latitude columns for both origin and destination. Look at the sample data below,\n", - " \n", "| AHA_ID_lon | AHA_ID_lat | ZIP_lon | ZIP_lat |\n", "|--------------------|-------------|--------------------|--------------|\n", "| -73.91651806999998 | 42.81997773 | -72.605400453 | 42.376239033 |\n", "| -72.68278784 | 41.75384063 | -72.967189321 | 42.293923206 |\n", - " \n", - "You can also download the sample csv file [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) (notice that this example has some addtional columns like the results from Google for comparasion) by click on the link and then `Ctrl+S` on Windows or `Cmd+S` on Mac.\n", - " \n", - "The column names can be different, but you need to select the correct columns for origin and destination in the app.\n", - " \n", - "The output will be a `CSV` file with two additional columns, `distance (m)` and `duration (s)` ,for distance in meters and duration in seconds.\n", "\n", - "This app is using [OSRM](http://project-osrm.org/) as the routing engine. We use Multi-Level Dijkstra (MLD) algorithm to find the route.\n", - "\n", - "For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023.\n", - " \n", - "Please cite our paper if you use this app for your research.\n", + "\"\"\", \n", + "sizing_mode='stretch_width'\n", + ")\n", + "intro" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "contribute = pn.pane.Markdown(\"\"\"\n", + "Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., for more detail please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. \n", "\n", - "```bibtex\n", - "@Article{isprs-archives-XLVIII-4-W7-2023-53-2023,\n", - "AUTHOR = {Fu, X. and Kakkar, D. and Chen, J. and Moynihan, K. M. and Hegland, T. A. and Blossom, J.},\n", - "TITLE = {A COMPARATIVE STUDY OF METHODS FOR DRIVE TIME ESTIMATION ON GEOSPATIAL BIG DATA: A CASE STUDY IN USA},\n", - "JOURNAL = {The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},\n", - "VOLUME = {XLVIII-4/W7-2023},\n", - "YEAR = {2023},\n", - "PAGES = {53--60},\n", - "URL = {https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/},\n", - "DOI = {10.5194/isprs-archives-XLVIII-4-W7-2023-53-2023}\n", - "}\n", - "``` \n", + "This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. \n", "\n", "\"\"\", \n", "sizing_mode='stretch_width'\n", ")\n", - "intro" + "contribute" ] }, { @@ -417,7 +407,8 @@ "app = pn.Column(\n", " intro,\n", " data_upload_view,\n", - " run_and_download\n", + " run_and_download,\n", + " contribute\n", " )\n", "app" ] @@ -669,7 +660,7 @@ "source": [ "# Instantiate the template with widgets displayed in the sidebar\n", "template = pn.template.FastListTemplate(\n", - " title='Routing Calculator',\n", + " title='Rapid Route',\n", " logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg',\n", " favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg',\n", " header_background = '#212121',\n", From 01a2c1c149c7882aa96b26b3d6af9cb7decd30fe Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 01:44:06 -0400 Subject: [PATCH 02/24] change theme --- routing_app.ipynb | 44 ++++++------ routing_app.py | 180 ++++++++++++++++++++++++++++++++++++++++++++++ sample_3.csv | 8 +-- 3 files changed, 204 insertions(+), 28 deletions(-) create mode 100644 routing_app.py diff --git a/routing_app.ipynb b/routing_app.ipynb index 913fabf..3d6d1c8 100644 --- a/routing_app.ipynb +++ b/routing_app.ipynb @@ -156,17 +156,17 @@ " if data is not None:\n", " global df\n", " df = pd.read_csv(io.BytesIO(data))\n", - " global orgin_lon, orgin_lat, dest_lon, dest_lat\n", - " orgin_lon = pn.widgets.Select(name=\"Origin Lontitue\", value=\"ZIP_lon\", options=list(df.columns))\n", - " orgin_lat = pn.widgets.Select(name=\"Origin Latitude\", value=\"ZIP_lat\", options=list(df.columns) )\n", - " dest_lon = pn.widgets.Select(name=\"Destination Longitude\", value=\"AHA_ID_lon\", options=list(df.columns))\n", - " dest_lat = pn.widgets.Select(name=\"Destination Latitude\", value=\"AHA_ID_lat\", options=list(df.columns))\n", - " od_col_slect_view = pn.Column(\"## 2. Select the columns for origin and destination points\", pn.Row(orgin_lon, orgin_lat, dest_lon, dest_lat))\n", + " # global orgin_lon, orgin_lat, dest_lon, dest_lat\n", + " # orgin_lon = pn.widgets.Select(name=\"Origin Lontitue\", value=\"ZIP_lon\", options=list(df.columns))\n", + " # orgin_lat = pn.widgets.Select(name=\"Origin Latitude\", value=\"ZIP_lat\", options=list(df.columns) )\n", + " # dest_lon = pn.widgets.Select(name=\"Destination Longitude\", value=\"AHA_ID_lon\", options=list(df.columns))\n", + " # dest_lat = pn.widgets.Select(name=\"Destination Latitude\", value=\"AHA_ID_lat\", options=list(df.columns))\n", + " # od_col_slect_view = pn.Column(\"## 2. Select the columns for origin and destination points\", pn.Row(orgin_lon, orgin_lat, dest_lon, dest_lat))\n", "\n", - " return pn.Column(\"Preview of the uploaded data (first 3 rows, there are %d rows in total)\"%df.shape[0],pn.pane.DataFrame(df.head(3)),\n", + " return pn.Column(\"There are %d od pairs that need to be calculated\"%df.shape[0])\n", " # deck_gl,\n", - " od_col_slect_view\n", - " )\n", + " # od_col_slect_view\n", + " # )\n", "\n", "\n", "active_load_csv = pn.bind(load_csv, file_input.param.value)\n", @@ -205,7 +205,7 @@ "tqdm = Tqdm()\n", "# create a router object \n", "router = OSRMRouter(mode=\"driving\",\n", - " base_url=\"http://172.30.232.152:5000\"\n", + " # base_url=\"http://172.30.232.152:5000\"\n", " )\n", "\n", "def calculate_distance(run):\n", @@ -214,8 +214,8 @@ " return\n", " # import gevent\n", " for k,v in tqdm(df.iterrows(), total=df.shape[0]):\n", - " origin = ( v[orgin_lat.value],v[orgin_lon.value])\n", - " destination = ( v[dest_lat.value],v[dest_lon.value])\n", + " origin = ( v[\"origin_lat\"],v[\"origin_lon\"])\n", + " destination = ( v[\"dest_lat\"],v[\"dest_lon\"])\n", " route = router.get_route(origin, destination)\n", " df.loc[k, 'distance (m)'] = route.get_distance()\n", " df.loc[k, 'duration (s)'] = route.get_duration()\n", @@ -232,8 +232,8 @@ " get_width=\"2\",\n", " # set arc width\n", "\n", - " get_source_position=[orgin_lon.value, orgin_lat.value],\n", - " get_target_position=[dest_lon.value, dest_lat.value],\n", + " get_source_position=[\"origin_lon\", \"origin_lat\"],\n", + " get_target_position=[\"dest_lon\", \"dest_lat\"],\n", " get_tilt=15,\n", " get_source_color=RED_RGB,\n", " get_target_color=GREEN_RGB,\n", @@ -241,8 +241,8 @@ " auto_highlight=True,\n", " )\n", " import numpy as np\n", - " v1 = df[[orgin_lon.value, orgin_lat.value]].values\n", - " v2 = df[[dest_lon.value, dest_lat.value]].values\n", + " v1 = df[[\"origin_lon\", \"origin_lat\"]].values\n", + " v2 = df[[\"dest_lon\", \"dest_lat\"]].values\n", " v = np.concatenate([v1, v2])\n", " v_df = pd.DataFrame(v, columns=[\"lon\", \"lat\"])\n", " data_view = pdk.data_utils.compute_view(v_df[[\"lon\", \"lat\"]])\n", @@ -271,9 +271,8 @@ " results_desc = pn.pane.Markdown(\"\"\"\n", " ## 3. Downlaod the result\n", " \n", - " The arc map of the source and destination points. Source location in red, destination location in green. The map can only show 10000 rows at most.\n", " \"\"\")\n", - " table_download_view = pn.Column(results_desc,deck_gl,\"Preview of the result. It only show the first 3 rows at most.\",final_table,download_view)\n", + " table_download_view = pn.Column(results_desc,\"Preview of the result. It only show the first 3 rows at most.\",final_table,download_view)\n", " \n", " yield table_download_view\n", "\n", @@ -353,10 +352,6 @@ " \n", "This app calculates distance and duration between two points using a `CSV` input with longitude and latitude columns for both start and end points. See the sample data below or download the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) ( the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) includes comparison columns like the results from Google, which are not required). Ensure you select the right columns for origin and destination in the app. The output is a CSV with added `distance (m)` and `duration (s)` columns.\n", "\n", - "| AHA_ID_lon | AHA_ID_lat | ZIP_lon | ZIP_lat |\n", - "|--------------------|-------------|--------------------|--------------|\n", - "| -73.91651806999998 | 42.81997773 | -72.605400453 | 42.376239033 |\n", - "| -72.68278784 | 41.75384063 | -72.967189321 | 42.293923206 |\n", "\n", "\"\"\", \n", "sizing_mode='stretch_width'\n", @@ -665,13 +660,14 @@ " favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg',\n", " header_background = '#212121',\n", " header_color = '#2F6DAA',\n", + " sidebar=[app],\n", ")\n", "\n", "# set relative sizing of the main area and sidebar\n", "\n", "# Append a layout to the main area, to demonstrate the list-like API\n", - "template.main.append(app)\n", - "template.main.append(app)\n", + "# template.main.append(app)\n", + "# template.main.append(app)\n", "template.servable()" ] } diff --git a/routing_app.py b/routing_app.py new file mode 100644 index 0000000..8429cdf --- /dev/null +++ b/routing_app.py @@ -0,0 +1,180 @@ +import panel as pn +import pandas as pd +import numpy as np +import json + +pn.extension('deckgl') + + +# pn.extension() +# pn.extension('deckgl') +import pydeck as pdk +file_input = pn.widgets.FileInput(accept='.csv', name='Upload CSV') +GREEN_RGB = [0, 255, 0, 90] +RED_RGB = [240, 100, 0, 90] +MAPBOX_KEY = "pk.eyJ1IjoicGFuZWxvcmciLCJhIjoiY2s1enA3ejhyMWhmZjNobjM1NXhtbWRrMyJ9.B_frQsAVepGIe-HiOJeqvQ" +# geoview +arc_layer = pdk.Layer( + "ArcLayer", + # data=df, + # get_width="S000 * 60", + get_width="2", + # set arc width + + # get_source_position=["origin_lon", "origin_lat"], + # get_target_position=["dest_lon", "dest_lat"], + get_tilt=15, + get_source_color=RED_RGB, + get_target_color=GREEN_RGB, + pickable=True, + auto_highlight=True, + ) +r = pdk.Deck(arc_layer) +json_spec = json.loads(r.to_json()) +deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, + sizing_mode='stretch_width', + height=550 + ) + +def load_csv(data): + import io + if data is not None: + global df + df = pd.read_csv(io.BytesIO(data)) + return pn.Column("There are %d od pairs that need to be calculated"%df.shape[0]) + +active_load_csv = pn.bind(load_csv, file_input.param.value) +sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file +The input CSV should have four columns named `origin_lon`, `origin_lat`, `dest_lon`, `dest_lat` for origin and destination longitude and latitude respectively, a sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv). + """) +data_upload_view = pn.Column(sel_data_desc,file_input,active_load_csv) + + + +from georouting.routers import OSRMRouter +from panel.widgets import Tqdm +tqdm = Tqdm(width=300) +# create a router object +router = OSRMRouter(mode="driving", + # base_url="http://172.30.232.152:5000" + ) + +def calculate_distance(run): + if not run: + yield "Calculation did not finish yet :(" + return + # import gevent + for k,v in tqdm(df.iterrows(), total=df.shape[0]): + origin = ( v["origin_lat"],v["origin_lon"]) + destination = ( v["dest_lat"],v["dest_lon"]) + route = router.get_route(origin, destination) + df.loc[k, 'distance (m)'] = route.get_distance() + df.loc[k, 'duration (s)'] = route.get_duration() + + final_table = pn.pane.DataFrame(df.head(3), + # sizing_mode='stretch_width' + ) + + import numpy as np + v1 = df[["origin_lon", "origin_lat"]].values + v2 = df[["dest_lon", "dest_lat"]].values + v = np.concatenate([v1, v2]) + v_df = pd.DataFrame(v, columns=["lon", "lat"]) + data_view = pdk.data_utils.compute_view(v_df[["lon", "lat"]]) + view_state = pdk.ViewState( + longitude=data_view.longitude, latitude=data_view.latitude, zoom= data_view.zoom, bearing=0, pitch=45 + ) + TOOLTIP_TEXT = {"html": "
Source location in red; Destination location in green"} + # r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT) + + + + + + + from io import StringIO + sio = StringIO() + df.to_csv(sio) + sio.seek(0) + download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', + # sizing_mode='stretch_width' + ) + results_desc = pn.pane.Markdown(""" + ## 3. Downlaod the result + + """) + table_download_view = pn.Column(results_desc,"The output is a CSV with added `distance (m)` and `duration (s)` columns. The table below only show the first 3 rows of the result",final_table,download_view) + + yield table_download_view + + +run = pn.widgets.Button(name="Press here to run the calculation", + # button_type='primary' + ) + +run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run)) + + +# pn.Column(button,tqdm) +# table_download_view = pn.bind(table_download, button.param.value) +# run_and_download = pn.Column(button,tqdm,table_download_view) +run_and_download + +intro = pn.pane.Markdown("""
+ drawing + +This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. +
+""", +sizing_mode='stretch_width' +) +intro + +cite = pn.pane.Markdown("""Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. +""", +sizing_mode='stretch_width' +) + +contribute = pn.pane.Markdown("""This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. +""", +sizing_mode='stretch_width' +) + +cite_and_contribute = pn.pane.Markdown("""Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. +This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. +""", +sizing_mode='stretch_width' +) + + +app = pn.Column( + intro, + data_upload_view, + run_and_download, + # cite + ) +app + +# Instantiate the template with widgets displayed in the sidebar +template = pn.template.FastListTemplate( + title='Rapid Route', + # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', + favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', + header_background = '#212121', + header_color = '#2F6DAA', + sidebar=[app], + main=[deck_gl,cite_and_contribute], + theme="dark" + # sidebar_footer = """Xiao""", + # busy_indicator=pn.indicators.BooleanStatus(value=False) + +) + +# template.param.busy_indicator.allow_None=True + +# set relative sizing of the main area and sidebar + +# Append a layout to the main area, to demonstrate the list-like API +# template.main.append(app) +# template.main.append(app) +template.servable() \ No newline at end of file diff --git a/sample_3.csv b/sample_3.csv index 4dab062..c5d5208 100644 --- a/sample_3.csv +++ b/sample_3.csv @@ -1,4 +1,4 @@ -,OID_,AHA_ID_lon,AHA_ID_lat,ZIP_lon,ZIP_lat,GIS_ID,Google Map,Bing Map,ESRI,OSRM -6010,3127,-73.91651806999998,42.81997773,-72.605400453,42.376239033,3127,113.43333333333334,109.7667,117.13012960361718,143.99666666666664 -5333,988,-72.68278784,41.75384063,-72.967189321,42.293923206,988,76.96666666666667,72.7833,84.36433677944086,92.51 -7678,1701,-74.21249992,40.70932005,-72.58532499999998,42.15852,1701,170.98333333333332,158.2333,194.62996530488303,205.22333333333333 +OID_,dest_lon,dest_lat,origin_lon,origin_lat,GIS_ID +3127,-73.91651806999998,42.81997773,-72.605400453,42.376239033,3127 +988,-72.68278784,41.75384063,-72.967189321,42.293923206,988 +1701,-74.21249992,40.70932005,-72.58532499999998,42.15852,1701 From 87636bd7efc168cd706ba054e0e3651922566479 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 02:13:27 -0400 Subject: [PATCH 03/24] make the map work --- routing_app.py | 33 +++++++++++++++++++++++++++------ 1 file changed, 27 insertions(+), 6 deletions(-) diff --git a/routing_app.py b/routing_app.py index 8429cdf..95234d6 100644 --- a/routing_app.py +++ b/routing_app.py @@ -64,7 +64,7 @@ def calculate_distance(run): yield "Calculation did not finish yet :(" return # import gevent - for k,v in tqdm(df.iterrows(), total=df.shape[0]): + for k,v in tqdm(df.iterrows(), total=df.shape[0],colour='#408558'): origin = ( v["origin_lat"],v["origin_lon"]) destination = ( v["dest_lat"],v["dest_lon"]) route = router.get_route(origin, destination) @@ -84,12 +84,27 @@ def calculate_distance(run): view_state = pdk.ViewState( longitude=data_view.longitude, latitude=data_view.latitude, zoom= data_view.zoom, bearing=0, pitch=45 ) - TOOLTIP_TEXT = {"html": "
Source location in red; Destination location in green"} - # r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT) - - + arc_layer = pdk.Layer( + "ArcLayer", + data=df, + # get_width="S000 * 60", + get_width="2", + # set arc width + get_source_position=["origin_lon", "origin_lat"], + get_target_position=["dest_lon", "dest_lat"], + get_tilt=15, + get_source_color=RED_RGB, + get_target_color=GREEN_RGB, + pickable=True, + auto_highlight=True, + ) + TOOLTIP_TEXT = {"html": "
Source location in red; Destination location in green"} + r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT) + json_spec = json.loads(r.to_json()) + deck_gl.object = json_spec + deck_gl.param.trigger('object') from io import StringIO @@ -97,7 +112,10 @@ def calculate_distance(run): df.to_csv(sio) sio.seek(0) download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', - # sizing_mode='stretch_width' + # sizing_mode='stretch_width', + button_type='success', + colour='#408558' + ) results_desc = pn.pane.Markdown(""" ## 3. Downlaod the result @@ -162,6 +180,9 @@ def calculate_distance(run): favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', header_color = '#2F6DAA', + # header_color = '#408558', + # neutral_color = '#408558', + # accent_base_color = '#408558', sidebar=[app], main=[deck_gl,cite_and_contribute], theme="dark" From 06654d2b9677768db2bea062bf4250216067b81c Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 10:56:45 -0400 Subject: [PATCH 04/24] add logo --- ...es connecting two points on the globe.png" | Bin 0 -> 852954 bytes ...o distinct points on the globe mark t.png" | Bin 0 -> 785421 bytes ...irect, with the 'Rapid Route' name wr.png" | Bin 0 -> 475575 bytes routing_app.py | 47 +++++++++--------- 4 files changed, 24 insertions(+), 23 deletions(-) create mode 100644 "DALL\302\267E 2023-10-21 10.49.08 - Vector illustration of a stopwatch merged with a globe, symbolizing rapid computation. Curved arrows depict routes connecting two points on the globe.png" create mode 100644 "DALL\302\267E 2023-10-21 10.53.23 - Photo logo with a clear image of the earth. Circling the globe is a blazing comet, emphasizing rapid movement. Two distinct points on the globe mark t.png" create mode 100644 "DALL\302\267E 2023-10-21 10.53.46 - Illustration of a minimalist compass needle pointing towards a destination dot. The design is uncomplicated and direct, with the 'Rapid Route' name wr.png" diff --git "a/DALL\302\267E 2023-10-21 10.49.08 - Vector illustration of a stopwatch merged with a globe, symbolizing rapid computation. Curved arrows depict routes connecting two points on the globe.png" "b/DALL\302\267E 2023-10-21 10.49.08 - Vector illustration of a stopwatch merged with a globe, symbolizing rapid computation. 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Circling the globe is a blazing comet, emphasizing rapid movement. Two distinct points on the globe mark t.png" "b/DALL\302\267E 2023-10-21 10.53.23 - Photo logo with a clear image of the earth. Circling the globe is a blazing comet, emphasizing rapid movement. 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tK)rEVPXHvty_1^~o{QrSjf`8)0%ZmU2002ovPDHLkV1o0WbcFx_ literal 0 HcmV?d00001 diff --git a/routing_app.py b/routing_app.py index 95234d6..7fb8bda 100644 --- a/routing_app.py +++ b/routing_app.py @@ -4,10 +4,6 @@ import json pn.extension('deckgl') - - -# pn.extension() -# pn.extension('deckgl') import pydeck as pdk file_input = pn.widgets.FileInput(accept='.csv', name='Upload CSV') GREEN_RGB = [0, 255, 0, 90] @@ -44,7 +40,7 @@ def load_csv(data): return pn.Column("There are %d od pairs that need to be calculated"%df.shape[0]) active_load_csv = pn.bind(load_csv, file_input.param.value) -sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file +sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file and Run The input CSV should have four columns named `origin_lon`, `origin_lat`, `dest_lon`, `dest_lat` for origin and destination longitude and latitude respectively, a sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv). """) data_upload_view = pn.Column(sel_data_desc,file_input,active_load_csv) @@ -100,7 +96,7 @@ def calculate_distance(run): auto_highlight=True, ) TOOLTIP_TEXT = {"html": "
Source location in red; Destination location in green"} - r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT) + r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT,description="

Taxi Trip Type

") json_spec = json.loads(r.to_json()) deck_gl.object = json_spec @@ -114,13 +110,11 @@ def calculate_distance(run): download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', # sizing_mode='stretch_width', button_type='success', - colour='#408558' + # text = "Download the result", + # colour='#408558' ) - results_desc = pn.pane.Markdown(""" - ## 3. Downlaod the result - - """) + results_desc = pn.pane.Markdown("""## 2. Downlaod the result""") table_download_view = pn.Column(results_desc,"The output is a CSV with added `distance (m)` and `duration (s)` columns. The table below only show the first 3 rows of the result",final_table,download_view) yield table_download_view @@ -136,7 +130,7 @@ def calculate_distance(run): # pn.Column(button,tqdm) # table_download_view = pn.bind(table_download, button.param.value) # run_and_download = pn.Column(button,tqdm,table_download_view) -run_and_download +# run_and_download intro = pn.pane.Markdown("""
drawing @@ -146,7 +140,7 @@ def calculate_distance(run): """, sizing_mode='stretch_width' ) -intro +# intro cite = pn.pane.Markdown("""Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. """, @@ -164,6 +158,14 @@ def calculate_distance(run): sizing_mode='stretch_width' ) +map_cite_contribute = pn.pane.Markdown("""The arc map of the source and destination points. Source location in red, destination location in green. The map can only show 10000 rows at most. + +Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. +This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. +""", +sizing_mode='stretch_width' +) + app = pn.Column( intro, @@ -171,12 +173,18 @@ def calculate_distance(run): run_and_download, # cite ) -app +# app # Instantiate the template with widgets displayed in the sidebar -template = pn.template.FastListTemplate( +# template = pn.template.GoldenTemplate( +# template = pn.template.FastListTemplate( +# template = pn.template.ReactTemplate( +# template = pn.template.BootstrapTemplate( +# template = pn.template.SlidesTemplate( +template = pn.template.VanillaTemplate( +# template = pn.template.MaterialTemplate( title='Rapid Route', - # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', + logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', header_color = '#2F6DAA', @@ -191,11 +199,4 @@ def calculate_distance(run): ) -# template.param.busy_indicator.allow_None=True - -# set relative sizing of the main area and sidebar - -# Append a layout to the main area, to demonstrate the list-like API -# template.main.append(app) -# template.main.append(app) template.servable() \ No newline at end of file From bd64c4e6e72bd0045b9c2e72339b475035752cd5 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 15:52:20 -0400 Subject: [PATCH 05/24] legend --- routing_app.py | 128 +++++++++++++++++++++++++++++++++++++------------ 1 file changed, 98 insertions(+), 30 deletions(-) diff --git a/routing_app.py b/routing_app.py index 7fb8bda..8d8146f 100644 --- a/routing_app.py +++ b/routing_app.py @@ -2,7 +2,18 @@ import pandas as pd import numpy as np import json +# CSS = """ +# #header { +# height: 0; +# padding: 0; +# } +# .pn-busy-container { +# visibility: hidden; +# } +# """ + +# pn.extension(raw_css=[CSS]) pn.extension('deckgl') import pydeck as pdk file_input = pn.widgets.FileInput(accept='.csv', name='Upload CSV') @@ -29,7 +40,8 @@ json_spec = json.loads(r.to_json()) deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, sizing_mode='stretch_width', - height=550 + # sizing_mode='stretch_both', + height=666 ) def load_csv(data): @@ -41,7 +53,7 @@ def load_csv(data): active_load_csv = pn.bind(load_csv, file_input.param.value) sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file and Run -The input CSV should have four columns named `origin_lon`, `origin_lat`, `dest_lon`, `dest_lat` for origin and destination longitude and latitude respectively, a sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv). +The input CSV must have 4 columns named `origin_lon`, `origin_lat`, `dest_lon`, `dest_lat` for origin and destination longitude and latitude respectively, a sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv). """) data_upload_view = pn.Column(sel_data_desc,file_input,active_load_csv) @@ -57,7 +69,7 @@ def load_csv(data): def calculate_distance(run): if not run: - yield "Calculation did not finish yet :(" + # yield "Calculation did not finish yet :(" return # import gevent for k,v in tqdm(df.iterrows(), total=df.shape[0],colour='#408558'): @@ -68,7 +80,7 @@ def calculate_distance(run): df.loc[k, 'duration (s)'] = route.get_duration() final_table = pn.pane.DataFrame(df.head(3), - # sizing_mode='stretch_width' + sizing_mode='stretch_width' ) import numpy as np @@ -121,7 +133,11 @@ def calculate_distance(run): run = pn.widgets.Button(name="Press here to run the calculation", - # button_type='primary' + # button_type='primary', + # button_type='warning', + # button_type='success', + button_type='danger', + ) run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run)) @@ -132,40 +148,67 @@ def calculate_distance(run): # run_and_download = pn.Column(button,tqdm,table_download_view) # run_and_download -intro = pn.pane.Markdown("""
- drawing +# intro = pn.pane.Markdown("""
+# drawing -This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. -
-""", -sizing_mode='stretch_width' -) -# intro +# This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. +#
+# """, +# sizing_mode='stretch_width' +# ) -cite = pn.pane.Markdown("""Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. -""", -sizing_mode='stretch_width' -) - -contribute = pn.pane.Markdown("""This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. +intro = pn.pane.Markdown("""
+drawing + +This app computes distance and duration between two points from a CSV with origin and destination longitudes and latitudes. +
""", sizing_mode='stretch_width' ) +intro -cite_and_contribute = pn.pane.Markdown("""Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. -This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. -""", -sizing_mode='stretch_width' -) +# intro = pn.pane.Markdown("""
+# drawing +# drawing -map_cite_contribute = pn.pane.Markdown("""The arc map of the source and destination points. Source location in red, destination location in green. The map can only show 10000 rows at most. +# This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. +#
+# """, +# sizing_mode='stretch_width' +# ) -Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. -This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. + + +cite = pn.pane.Markdown("""👉 Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. We use [OSRM](http://project-osrm.org/) with Multi-Level Dijkstra (MLD) algorithm to find the route in this app. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. """, sizing_mode='stretch_width' ) +# contribute = pn.pane.Markdown("""❤️ This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). ✉️ Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. +# """, +# sizing_mode='stretch_width' +# ) + +acknowledge = pn.pane.Markdown("""❤️ This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). """) + + +green = pn.Spacer(styles=dict(background='#408558'),width=33,height=16,align='center') +red = pn.Spacer(styles=dict(background='#CB444A'),width=33,height=16,align='center') +map_legend = pn.Column( + # pn.pane.Markdown("### The arc map of the source and destination points, The map can only show 10000 rows at most",align='end'), + pn.Row(red,"Source locations", + green,"Destination locations"), + # pn.pane.Markdown("The arc map of the source and destination points, The map can only show 10000 rows at most",align='end'), + align='end' + ) + + +contribute_contacts = pn.Row(pn.pane.Markdown("""❤️ This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar)"""), + pn.Spacer(width=10), + pn.pane.Markdown("""✉️ Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. """) + ) + + app = pn.Column( intro, @@ -175,6 +218,29 @@ def calculate_distance(run): ) # app + +cga_logo = pn.pane.PNG( + 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', + link_url='https://gis.harvard.edu/', height=33, align='center' +) + +iqss_logo = pn.pane.PNG( + 'https://www.iq.harvard.edu/files/harvard-iqss/files/iq-logo-white_alt.png', + link_url='https://www.iq.harvard.edu/', height=33, align='center' +) + +logos = pn.Row(pn.layout.HSpacer(),cga_logo,iqss_logo) + +main_view = pn.Column( + # pn.Row(pn.layout.HSpacer(),pn.pane.Markdown("## The arc map of the source and destination points, it only show 10000 rows at most"),pn.layout.HSpacer()), + # deck_gl, + pn.Row(pn.pane.Markdown("The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), + deck_gl, + # pn.layout.Divider(), + contribute_contacts + + # sizing_mode='stretch_height' +) # Instantiate the template with widgets displayed in the sidebar # template = pn.template.GoldenTemplate( # template = pn.template.FastListTemplate( @@ -184,19 +250,21 @@ def calculate_distance(run): template = pn.template.VanillaTemplate( # template = pn.template.MaterialTemplate( title='Rapid Route', - logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', + # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', header_color = '#2F6DAA', # header_color = '#408558', # neutral_color = '#408558', # accent_base_color = '#408558', - sidebar=[app], - main=[deck_gl,cite_and_contribute], + header=[logos], + sidebar=[app,cite,acknowledge], + main=main_view, theme="dark" # sidebar_footer = """Xiao""", # busy_indicator=pn.indicators.BooleanStatus(value=False) ) + template.servable() \ No newline at end of file From 37cdb35f2eb7b0f5face6ce181cea073e25d391e Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 15:52:52 -0400 Subject: [PATCH 06/24] fix docker --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 2ad2441..fe856a6 100644 --- a/Dockerfile +++ b/Dockerfile @@ -4,7 +4,7 @@ RUN mamba env update -n base -f environment.yml COPY routing_app.ipynb routing_app.ipynb # RUN my app panel serve --port 5006 --address 0.0.0.0 --allow-websocket-origin=199.94.60.108:5006 routing_app.ipynb -CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.ipynb"] +CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py"] # expose the port 5006 EXPOSE 5006 From e278c28e268233c24bebb6a14a22dc65a865f7f3 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 15:56:02 -0400 Subject: [PATCH 07/24] I am done with it --- routing_app.py | 46 ++-------------------------------------------- 1 file changed, 2 insertions(+), 44 deletions(-) diff --git a/routing_app.py b/routing_app.py index 8d8146f..30494e3 100644 --- a/routing_app.py +++ b/routing_app.py @@ -2,18 +2,7 @@ import pandas as pd import numpy as np import json -# CSS = """ -# #header { -# height: 0; -# padding: 0; -# } - -# .pn-busy-container { -# visibility: hidden; -# } -# """ - -# pn.extension(raw_css=[CSS]) + pn.extension('deckgl') import pydeck as pdk file_input = pn.widgets.FileInput(accept='.csv', name='Upload CSV') @@ -143,20 +132,6 @@ def calculate_distance(run): run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run)) -# pn.Column(button,tqdm) -# table_download_view = pn.bind(table_download, button.param.value) -# run_and_download = pn.Column(button,tqdm,table_download_view) -# run_and_download - -# intro = pn.pane.Markdown("""
-# drawing - -# This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. -#
-# """, -# sizing_mode='stretch_width' -# ) - intro = pn.pane.Markdown("""
drawing @@ -165,18 +140,6 @@ def calculate_distance(run): """, sizing_mode='stretch_width' ) -intro - -# intro = pn.pane.Markdown("""
-# drawing -# drawing - -# This app computes distance and duration between two points from a csv with origin and destination longitudes and latitudes. -#
-# """, -# sizing_mode='stretch_width' -# ) - cite = pn.pane.Markdown("""👉 Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. We use [OSRM](http://project-osrm.org/) with Multi-Level Dijkstra (MLD) algorithm to find the route in this app. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. @@ -184,10 +147,6 @@ def calculate_distance(run): sizing_mode='stretch_width' ) -# contribute = pn.pane.Markdown("""❤️ This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). ✉️ Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. -# """, -# sizing_mode='stretch_width' -# ) acknowledge = pn.pane.Markdown("""❤️ This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). """) @@ -216,7 +175,6 @@ def calculate_distance(run): run_and_download, # cite ) -# app cga_logo = pn.pane.PNG( @@ -234,7 +192,7 @@ def calculate_distance(run): main_view = pn.Column( # pn.Row(pn.layout.HSpacer(),pn.pane.Markdown("## The arc map of the source and destination points, it only show 10000 rows at most"),pn.layout.HSpacer()), # deck_gl, - pn.Row(pn.pane.Markdown("The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), + pn.Row(pn.pane.Markdown("### The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), deck_gl, # pn.layout.Divider(), contribute_contacts From 19db2270f6cc993d110611da8e824d648dd13028 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 16:17:42 -0400 Subject: [PATCH 08/24] add sample ods --- Dockerfile | 2 +- routing_app.py | 16 ++++++++++------ 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/Dockerfile b/Dockerfile index fe856a6..e6654b8 100644 --- a/Dockerfile +++ b/Dockerfile @@ -2,7 +2,7 @@ FROM condaforge/mambaforge COPY environment.yml environment.yml RUN mamba env update -n base -f environment.yml -COPY routing_app.ipynb routing_app.ipynb +COPY routing_app.py routing_app.py # RUN my app panel serve --port 5006 --address 0.0.0.0 --allow-websocket-origin=199.94.60.108:5006 routing_app.ipynb CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py"] # expose the port 5006 diff --git a/routing_app.py b/routing_app.py index 30494e3..70d2ec9 100644 --- a/routing_app.py +++ b/routing_app.py @@ -53,7 +53,7 @@ def load_csv(data): tqdm = Tqdm(width=300) # create a router object router = OSRMRouter(mode="driving", - # base_url="http://172.30.232.152:5000" + base_url="http://172.30.232.152:5000" ) def calculate_distance(run): @@ -73,17 +73,21 @@ def calculate_distance(run): ) import numpy as np - v1 = df[["origin_lon", "origin_lat"]].values - v2 = df[["dest_lon", "dest_lat"]].values + if df.shape[0] > 10000: + df_map = df.sample(10000, random_state=36) + else: + df_map = df + v1 = df_map[["origin_lon", "origin_lat"]].values + v2 = df_map[["dest_lon", "dest_lat"]].values v = np.concatenate([v1, v2]) - v_df = pd.DataFrame(v, columns=["lon", "lat"]) - data_view = pdk.data_utils.compute_view(v_df[["lon", "lat"]]) + v_df_map = pd.DataFrame(v, columns=["lon", "lat"]) + data_view = pdk.data_utils.compute_view(v_df_map[["lon", "lat"]]) view_state = pdk.ViewState( longitude=data_view.longitude, latitude=data_view.latitude, zoom= data_view.zoom, bearing=0, pitch=45 ) arc_layer = pdk.Layer( "ArcLayer", - data=df, + data=df_map, # get_width="S000 * 60", get_width="2", # set arc width From d3f71374b2e3b1628425f84025a4e4380dba2ba5 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 16:19:01 -0400 Subject: [PATCH 09/24] add 10k smaple --- 10k_us_routing_test.csv | 9020 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 9020 insertions(+) create mode 100644 10k_us_routing_test.csv diff --git a/10k_us_routing_test.csv b/10k_us_routing_test.csv new file mode 100644 index 0000000..875be0a --- /dev/null +++ b/10k_us_routing_test.csv @@ -0,0 +1,9020 @@ +,OID_,SAMPLE_ID,DIST_M,NEAR_RANK,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat,BIN,STATE_ABBR,Google Maps,Bing 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+9007,10454,8454,620537.6108124203,154,6350830.0,29630,-80.6837709,40.05947583,-82.78982320199998,34.7262439,gt120,WV,530.6666666666666,495.75,536.2910815415942,638.525,127.55,533.6715781,898.8994804 +9008,11767,9767,629411.5037987041,62,6931387.0,86036,-118.18431803,34.02390247,-112.03405454,36.6314105,gt120,CA,531.15,477.31666666666666,536.4080551017676,795.7633333333334,532.45,534.9390352,842.8992146 +9009,10525,8525,591689.353825428,212,6370477.0,41364,-78.819944,33.75863698,-83.624317664,37.370475863,gt120,SC,531.7833333333333,524.3666666666667,558.1601947283145,656.95,155.5,554.1846836,851.8077149 +9010,10133,8133,619819.2882469655,201,6212040.0,27315,-79.23255039,42.09128231,-79.39381926199998,36.509804201,gt120,NY,532.6,541.8166666666667,580.7434393880106,634.2933333333333,27.533333333333335,602.2692229,1027.908756 +9011,11678,9678,604852.4700781992,53,6911195.0,97527,-120.32088703,47.406595,-123.35242553,42.407142427,gt120,WA,535.4333333333333,504.1333333333333,539.4959523262802,645.0766666666666,406.68333333333334,546.451685,886.9493143 +9012,11593,9593,572634.9747486493,34,6860235.0,80250,-109.62454829,36.09320619,-104.943248,39.680308,gt120,AZ,536.3666666666667,522.1333333333333,532.8863111455147,659.13,431.53333333333336,532.2258662,899.3785442 +9013,11149,9149,626794.9269733386,149,6621375.0,49676,-92.34721255,42.46268976,-85.29990963999998,44.844498736,gt120,IA,544.3,510.96666666666664,550.1784343038554,679.6166666666667,232.7,550.2340362,978.4619472 +9014,10352,8352,623427.599032576,232,6310080.0,41534,-75.60423666,38.64245001,-82.486561338,37.274465713,gt120,DE,550.55,530.4666666666667,563.8523223702238,638.55,77.43333333333334,560.9459435,888.4794497 +9015,10926,8926,603704.7277505359,93,6441880.0,55429,-86.2430411,43.22228327,-93.342605273,45.068941808,gt120,MI,550.6333333333333,476.73333333333335,561.5637899656983,677.2783333333333,179.5,564.5797003,981.4404688 +9016,11522,9522,564534.8904961273,46,6820380.0,96006,-114.49562567,42.59157561,-121.07508228,41.282103577,gt120,ID,556.9166666666666,554.35,562.2350730234447,721.3433333333334,180.71666666666667,560.7976788,916.2737358 +9017,11990,9990,579809.6114984462,150,6450690.0,48659,-91.23952904,43.80387369,-84.02522163499998,44.065755694,gt120,WI,561.3833333333333,536.1166666666667,573.4833879742092,714.965,447.48333333333335,579.9436623,1031.412931 +9018,11631,9631,634672.1102813213,41,6870315.0,81226,-111.83526132,40.77197259,-105.12228967,38.381397968,gt120,UT,566.55,554.4166666666666,565.7152501177795,670.9766666666667,436.71666666666664,582.3669928,1051.668437 From f3f9707d750c37ec7750eb8dfb1f593d1c678b14 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 17:16:20 -0400 Subject: [PATCH 10/24] add multi user support --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index e6654b8..0ca66e4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -4,7 +4,7 @@ RUN mamba env update -n base -f environment.yml COPY routing_app.py routing_app.py # RUN my app panel serve --port 5006 --address 0.0.0.0 --allow-websocket-origin=199.94.60.108:5006 routing_app.ipynb -CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py"] +CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py" "-num-threads", "10"] # expose the port 5006 EXPOSE 5006 From d39d6ebcae04a0d59d5b68d9a1b86ae7cf7ecd20 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sat, 21 Oct 2023 21:13:52 -0400 Subject: [PATCH 11/24] make it clean --- Dockerfile | 2 +- routing_app.py | 107 ++++++++++++++++++++++++++++++++++++++----------- 2 files changed, 84 insertions(+), 25 deletions(-) diff --git a/Dockerfile b/Dockerfile index 0ca66e4..a5a3659 100644 --- a/Dockerfile +++ b/Dockerfile @@ -4,7 +4,7 @@ RUN mamba env update -n base -f environment.yml COPY routing_app.py routing_app.py # RUN my app panel serve --port 5006 --address 0.0.0.0 --allow-websocket-origin=199.94.60.108:5006 routing_app.ipynb -CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py" "-num-threads", "10"] +CMD ["panel", "serve", "--port", "5006", "--address", "0.0.0.0", "--num-threads", "10", "--allow-websocket-origin","routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org", "routing_app.py"] # expose the port 5006 EXPOSE 5006 diff --git a/routing_app.py b/routing_app.py index 70d2ec9..cbbe6e4 100644 --- a/routing_app.py +++ b/routing_app.py @@ -41,10 +41,29 @@ def load_csv(data): return pn.Column("There are %d od pairs that need to be calculated"%df.shape[0]) active_load_csv = pn.bind(load_csv, file_input.param.value) -sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file and Run -The input CSV must have 4 columns named `origin_lon`, `origin_lat`, `dest_lon`, `dest_lat` for origin and destination longitude and latitude respectively, a sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv). - """) -data_upload_view = pn.Column(sel_data_desc,file_input,active_load_csv) + + +from bokeh.models import TextInput, Tooltip +from bokeh.models.dom import HTML +html_tooltip = Tooltip(content=HTML("""

The input CSV must have at least 4 columns named:

+
    +
  • origin_lon
  • +
  • origin_lat
  • +
  • dest_lon
  • +
  • dest_lat
  • +
+

for origin and destination longitude and latitude respectively.

+

a sample can be found here

+ """), position="right") + +# html_tooltip = """

The input CSV must have at least 4 columns named origin_lon, origin_lat, dest_lon, dest_lat for origin and destination longitude and latitude respectively, a sample can be found here

+# """ +input_data_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) + + +sel_data_desc = pn.pane.Markdown("""## Upload the CSV file""") +data_upload_view = pn.Column(pn.Row(input_data_tool_tips,sel_data_desc),file_input,active_load_csv) + @@ -53,7 +72,7 @@ def load_csv(data): tqdm = Tqdm(width=300) # create a router object router = OSRMRouter(mode="driving", - base_url="http://172.30.232.152:5000" + # base_url="http://172.30.232.152:5000" ) def calculate_distance(run): @@ -112,20 +131,43 @@ def calculate_distance(run): sio = StringIO() df.to_csv(sio) sio.seek(0) - download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', + download_view = pn.widgets.FileDownload(sio, + embed=True, + filename='results.csv', # sizing_mode='stretch_width', button_type='success', # text = "Download the result", - # colour='#408558' + # colour='#408558', + # height=34, ) - results_desc = pn.pane.Markdown("""## 2. Downlaod the result""") - table_download_view = pn.Column(results_desc,"The output is a CSV with added `distance (m)` and `duration (s)` columns. The table below only show the first 3 rows of the result",final_table,download_view) + results_desc = pn.pane.Markdown("""## Downlaod the result""") + + + from bokeh.models import TextInput, Tooltip + from bokeh.models.dom import HTML + html_tooltip = Tooltip(content=HTML("""

The output is a CSV with added

+
    +
  • distance (m)
  • +
  • duration (s)
  • +
+

columns for route distance in meters and drive time in seconds.

+

We use OSRM with a Multi-Level Dijkstra algorithm to find the route

+

The table below shows the first 3 rows of the result

+ + """), position="right") + + # html_tooltip = """

The input CSV must have at least 4 columns named origin_lon, origin_lat, dest_lon, dest_lat for origin and destination longitude and latitude respectively, a sample can be found here

+ # """ + output_data_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) + + + table_download_view = pn.Column(pn.Row(output_data_tool_tips,results_desc),final_table,download_view) yield table_download_view -run = pn.widgets.Button(name="Press here to run the calculation", +run = pn.widgets.Button(name="Calculate", # button_type='primary', # button_type='warning', # button_type='success', @@ -137,22 +179,41 @@ def calculate_distance(run): intro = pn.pane.Markdown("""
-drawing +drawing -This app computes distance and duration between two points from a CSV with origin and destination longitudes and latitudes. +This app computes distance and duration between two points.
""", sizing_mode='stretch_width' ) -cite = pn.pane.Markdown("""👉 Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. We use [OSRM](http://project-osrm.org/) with Multi-Level Dijkstra (MLD) algorithm to find the route in this app. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. + +from bokeh.models import TextInput, Tooltip +from bokeh.models.dom import HTML +html_tooltip = Tooltip(content=HTML("""

We use OSRM with a Multi-Level Dijkstra algorithm to find the route.

+

For comparison with other routing engines, like

+
    +
  • Google Maps
  • +
  • Bing Maps
  • +
  • ESRI Routing service
  • +
+

please check our paper on FOSS4G 2023.

+ """), position="right") + +# html_tooltip = """

The input CSV must have at least 4 columns named origin_lon, origin_lat, dest_lon, dest_lat for origin and destination longitude and latitude respectively, a sample can be found here

+# """ +cite_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) + + +cite_text = pn.pane.Markdown("""## Cite [this](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app """, sizing_mode='stretch_width' ) +cite = pn.Row(cite_tool_tips,cite_text) -acknowledge = pn.pane.Markdown("""❤️ This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). """) +acknowledge = pn.pane.Markdown("""Acknowledgment: this app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). """) green = pn.Spacer(styles=dict(background='#408558'),width=33,height=16,align='center') @@ -166,9 +227,7 @@ def calculate_distance(run): ) -contribute_contacts = pn.Row(pn.pane.Markdown("""❤️ This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar)"""), - pn.Spacer(width=10), - pn.pane.Markdown("""✉️ Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. """) +contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA. Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions.""") ) @@ -183,7 +242,7 @@ def calculate_distance(run): cga_logo = pn.pane.PNG( 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', - link_url='https://gis.harvard.edu/', height=33, align='center' + link_url='https://gis.harvard.edu/', height=43, align='center' ) iqss_logo = pn.pane.PNG( @@ -191,12 +250,13 @@ def calculate_distance(run): link_url='https://www.iq.harvard.edu/', height=33, align='center' ) -logos = pn.Row(pn.layout.HSpacer(),cga_logo,iqss_logo) +# theme_switcher = pn.widgets.Switch(name='theme') +logos = pn.Row(pn.layout.HSpacer(),cga_logo) main_view = pn.Column( # pn.Row(pn.layout.HSpacer(),pn.pane.Markdown("## The arc map of the source and destination points, it only show 10000 rows at most"),pn.layout.HSpacer()), # deck_gl, - pn.Row(pn.pane.Markdown("### The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), + pn.Row(pn.pane.Markdown("The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), deck_gl, # pn.layout.Divider(), contribute_contacts @@ -209,9 +269,9 @@ def calculate_distance(run): # template = pn.template.ReactTemplate( # template = pn.template.BootstrapTemplate( # template = pn.template.SlidesTemplate( -template = pn.template.VanillaTemplate( -# template = pn.template.MaterialTemplate( - title='Rapid Route', +# template = pn.template.VanillaTemplate( +template = pn.template.MaterialTemplate( + title='RapidRoute (RR)', # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', @@ -228,5 +288,4 @@ def calculate_distance(run): ) - template.servable() \ No newline at end of file From 8d62e820c6f158d360059231337d4e40a3dd749a Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Sun, 22 Oct 2023 11:18:13 -0400 Subject: [PATCH 12/24] change the color --- routing_app.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/routing_app.py b/routing_app.py index cbbe6e4..14511d6 100644 --- a/routing_app.py +++ b/routing_app.py @@ -275,6 +275,8 @@ def calculate_distance(run): # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', + # header_background = '#222529', + # header_background = '#35363A', header_color = '#2F6DAA', # header_color = '#408558', # neutral_color = '#408558', From 36c52ed3ecec9bab5642c8f82acc1e36dd3b8f31 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Mon, 23 Oct 2023 11:11:51 -0400 Subject: [PATCH 13/24] change the size of map --- routing_app.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/routing_app.py b/routing_app.py index 14511d6..947ff26 100644 --- a/routing_app.py +++ b/routing_app.py @@ -30,7 +30,7 @@ deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, sizing_mode='stretch_width', # sizing_mode='stretch_both', - height=666 + height=560 ) def load_csv(data): @@ -227,7 +227,9 @@ def calculate_distance(run): ) -contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA. Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions.""") +contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA. Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions."""), + # pn.layout.Spacer(), align='start', + # height=15, ) From 178aa81acf7e140b7c6eba7fcb09fcaedc321202 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Tue, 24 Oct 2023 16:36:18 -0400 Subject: [PATCH 14/24] delete the TIP style --- routing_app.py | 40 +++++++++++++++++++++------------------- 1 file changed, 21 insertions(+), 19 deletions(-) diff --git a/routing_app.py b/routing_app.py index 947ff26..9826b5c 100644 --- a/routing_app.py +++ b/routing_app.py @@ -30,7 +30,7 @@ deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, sizing_mode='stretch_width', # sizing_mode='stretch_both', - height=560 + height=660 ) def load_csv(data): @@ -61,10 +61,9 @@ def load_csv(data): input_data_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) -sel_data_desc = pn.pane.Markdown("""## Upload the CSV file""") -data_upload_view = pn.Column(pn.Row(input_data_tool_tips,sel_data_desc),file_input,active_load_csv) - - +sel_data_desc = pn.pane.Markdown("""## 1. Upload the CSV file +The input CSV must have at least 4 columns named `origin_lon`,`origin_lat`,`dest_lon` and `dest_lat` for origin and destination longitude and latitude respectively, a small sample can be found [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv).""") +data_upload_view = pn.Column(pn.Row(sel_data_desc),file_input,active_load_csv) from georouting.routers import OSRMRouter @@ -72,12 +71,12 @@ def load_csv(data): tqdm = Tqdm(width=300) # create a router object router = OSRMRouter(mode="driving", - # base_url="http://172.30.232.152:5000" + base_url="http://172.30.232.152:5000" ) def calculate_distance(run): if not run: - # yield "Calculation did not finish yet :(" + yield "> 💡 Once the calulation is done, you can download the result here :)" return # import gevent for k,v in tqdm(df.iterrows(), total=df.shape[0],colour='#408558'): @@ -141,7 +140,8 @@ def calculate_distance(run): # height=34, ) - results_desc = pn.pane.Markdown("""## Downlaod the result""") + results_desc = pn.pane.Markdown("""## 2. Downlaod the result +The output is a CSV with added `distance (m)` and `duration (s)` columns for route distance in meters and drive time in seconds. The table below shows the first 3 rows of the result. """,sizing_mode='stretch_width') from bokeh.models import TextInput, Tooltip @@ -162,7 +162,7 @@ def calculate_distance(run): output_data_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) - table_download_view = pn.Column(pn.Row(output_data_tool_tips,results_desc),final_table,download_view) + table_download_view = pn.Column(results_desc,final_table,download_view) yield table_download_view @@ -179,9 +179,9 @@ def calculate_distance(run): intro = pn.pane.Markdown("""
-drawing +drawing -This app computes distance and duration between two points. +This app computes distance and duration between two points from a CSV with origin and destination longitudes and latitudes using [OSRM](http://project-osrm.org/).
""", sizing_mode='stretch_width' @@ -206,14 +206,14 @@ def calculate_distance(run): cite_tool_tips = pn.widgets.TooltipIcon(value=html_tooltip) -cite_text = pn.pane.Markdown("""## Cite [this](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app +cite_text = pn.pane.Markdown("""👉 Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research, for comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. """, sizing_mode='stretch_width' ) cite = pn.Row(cite_tool_tips,cite_text) -acknowledge = pn.pane.Markdown("""Acknowledgment: this app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). """) +acknowledge = pn.pane.Markdown("""❤️ This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting), [Pydeck.gl](https://pydeck.gl/) and hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/).""") green = pn.Spacer(styles=dict(background='#408558'),width=33,height=16,align='center') @@ -227,7 +227,8 @@ def calculate_distance(run): ) -contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA. Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions."""), +contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA.    ✉️ Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions. +"""), # pn.layout.Spacer(), align='start', # height=15, ) @@ -258,10 +259,11 @@ def calculate_distance(run): main_view = pn.Column( # pn.Row(pn.layout.HSpacer(),pn.pane.Markdown("## The arc map of the source and destination points, it only show 10000 rows at most"),pn.layout.HSpacer()), # deck_gl, - pn.Row(pn.pane.Markdown("The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), + pn.Row(pn.pane.Markdown("### The arc map of the source and destination points. It shows 10000 rows at most"), pn.layout.HSpacer(),map_legend), deck_gl, # pn.layout.Divider(), - contribute_contacts + contribute_contacts, + # acknowledge # sizing_mode='stretch_height' ) @@ -273,7 +275,7 @@ def calculate_distance(run): # template = pn.template.SlidesTemplate( # template = pn.template.VanillaTemplate( template = pn.template.MaterialTemplate( - title='RapidRoute (RR)', + title='RapidRoute', # logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg', header_background = '#212121', @@ -282,9 +284,9 @@ def calculate_distance(run): header_color = '#2F6DAA', # header_color = '#408558', # neutral_color = '#408558', - # accent_base_color = '#408558', + # accent_base_color = '#408558',s header=[logos], - sidebar=[app,cite,acknowledge], + sidebar=[app,cite_text,acknowledge], main=main_view, theme="dark" # sidebar_footer = """Xiao""", From cdeac5e8d999314880df30a8d6812748a76a0f54 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Tue, 24 Oct 2023 16:40:51 -0400 Subject: [PATCH 15/24] update the readme --- readme.md | 24 ------------------------ 1 file changed, 24 deletions(-) diff --git a/readme.md b/readme.md index 148b3ce..2181019 100644 --- a/readme.md +++ b/readme.md @@ -30,30 +30,6 @@ wget https://download.bbbike.org/osm/planet/planet-latest.osm.pbf ``` -```bash -# install docker in ubuntu -sudo apt-get update -sudo apt-get install ca-certificates curl gnupg -sudo install -m 0755 -d /etc/apt/keyrings -curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg -sudo chmod a+r /etc/apt/keyrings/docker.gpg -echo \ - "deb [arch="$(dpkg --print-architecture)" signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \ - "$(. /etc/os-release && echo "$VERSION_CODENAME")" stable" | \ -sudo tee /etc/apt/sources.list.d/docker.list > /dev/null -sudo apt-get update -sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin - -# docker-compose-plugin - -sudo apt-get update -# sudo apt-get install docker-compose-plugin - -sudo docker run hello-world -# docker compose version - -``` - ```bash # it may take a while From dac1958334fa69c501a90db76121125330c09196 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Tue, 24 Oct 2023 17:09:02 -0400 Subject: [PATCH 16/24] get a bigger test data --- 4.5k_test_data.csv | 45096 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 45096 insertions(+) create mode 100644 4.5k_test_data.csv diff --git a/4.5k_test_data.csv b/4.5k_test_data.csv new file mode 100644 index 0000000..54108b9 --- /dev/null +++ b/4.5k_test_data.csv @@ -0,0 +1,45096 @@ +SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat +1,173.32370739387846,6840875.0,81648,-108.80659066,40.08025942,-108.80599847,40.078766209 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17/24] remove spaces --- 4.5k_test_data.csv | 115 --------------------------------------------- 1 file changed, 115 deletions(-) diff --git a/4.5k_test_data.csv b/4.5k_test_data.csv index 54108b9..cca07f6 100644 --- a/4.5k_test_data.csv +++ b/4.5k_test_data.csv @@ -238,7 +238,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 461,5497.4939557612815,6360008.0,28602,-81.3377186,35.73765109,-81.36438802899998,35.693132417 733,3337.3635641647647,6420059.0,46082,-86.15866769,39.95914244,-86.12009999999998,39.9639 1032,4897.229366447541,6530070.0,36207,-85.82318797,33.6570725,-85.770676448,33.652491777 -1785,3576.977253399021,,94702,-122.2671859,37.83734533,-122.2863659,37.865758008 1579,5790.556231416252,6860013.0,85029,-112.17955352,33.61072229,-112.11975939,33.595819302 666,3831.740326301699,6391103.0,33682,-82.42326717999998,28.06922432,-82.459393,28.056241 855,5463.324684171399,6432030.0,60914,-87.87226096,41.12119801,-87.873677165,41.170380361 @@ -427,7 +426,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 143,3114.2617027333567,6212655.0,10022,-73.98161989,40.73267006,-73.96574844299998,40.757983269 1779,5171.924154841645,6932116.0,94560,-121.98071944,37.55790533,-122.03062505,37.53356393 1290,9113.4803269923,6720185.0,70470,-90.11418604,30.46868504,-90.0887,30.3895 -1884,12643.000505166954,,94805,-122.2671859,37.83734533,-122.32484113,37.941685849 706,8011.658771076133,6410950.0,43202,-82.98105501,39.95245376,-83.012698977,40.020378753 1022,5724.715180129029,6521060.0,37210,-86.80626995999998,36.14620198,-86.74273798,36.143662852 982,5322.981956847325,6510440.0,40580,-84.52367203999998,38.03251698,-84.504912,38.078121 @@ -932,7 +930,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 708,11539.239559321704,6411100.0,43226,-83.01846931,39.99412917,-82.952072,40.084659 1120,19474.33939203988,6610950.0,55075,-93.26265411,44.97274108,-93.046093132,44.888815296 1134,22946.090831325822,6620055.0,50231,-93.61063149,42.0326483,-93.600167864,42.239081682 -3783,24570.43295387519,,94543,-122.2671859,37.83734533,-122.083814,37.670588 20,12512.779935867564,6120290.0,3054,-71.46201368,42.7559169,-71.506248506,42.863742909 335,19743.98705534308,6233280.0,15473,-79.73796013,39.90231125,-79.76667548,40.078752727 813,12962.279000659602,6430800.0,60607,-87.57154819999998,41.77710113,-87.652575557,41.876835133 @@ -1038,7 +1035,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 907,17042.302803973853,6440650.0,48127,-83.08418276,42.36632625,-83.286809218,42.335519202 511,14178.613980925804,6370050.0,29920,-80.68851849,32.41694972,-80.543876506,32.381047282 686,15685.296556697049,6410199.0,44119,-81.49480803999998,41.45248502,-81.54787883999998,41.587963386 -1786,20019.37674027388,,94596,-122.2671859,37.83734533,-122.05184441,37.895552954 955,13105.117431860612,6450680.0,55919,-91.24667956,43.79500727,-91.291258461,43.681571955 1115,13682.183797765409,6610840.0,55418,-93.36222699,44.92981399,-93.240987831,45.017859417 704,14628.53143537168,6410945.0,44108,-81.43504733,41.52010167,-81.60904017599998,41.536008312 @@ -1329,7 +1325,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1275,19433.992190512272,6719168.0,72713,-94.19260596,36.16273778,-94.260700836,36.328963684 2655,26593.461711858727,6390792.0,32583,-87.23132415,30.42868157,-87.023360541,30.587168245 1212,23938.789008303847,6650420.0,57003,-96.71482021,43.53394858,-96.740230601,43.74861735 -1926,22728.512676258146,,94401,-122.39011103,37.76955199,-122.32368226,37.571697367 1545,18673.238438744844,6840458.0,80246,-104.98464091,39.86422216,-104.93193676,39.701030753 852,16803.77550267772,6431990.0,60490,-88.13470277,41.52817386,-88.14609261399998,41.679228099 281,16687.611229168448,6230049.0,18064,-75.39289492999998,40.60833203,-75.319980224,40.747977379 @@ -1685,7 +1680,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1726,22674.65347601265,6930103.0,92648,-118.18505748,33.80818798,-118.00046245,33.673994097 2529,27569.50081126191,6370375.0,29370,-82.15751591999998,34.17508199,-81.965339411,34.365650595 630,21217.68620275008,6390578.0,33147,-80.338727,25.68411601,-80.234788229,25.850918584 -1783,11446.641388614364,,94501,-122.39011103,37.76955199,-122.26020524,37.76820206 1746,14278.481298625764,6930444.0,90293,-118.37995861,34.07672384,-118.43850884,33.957589651 1806,15216.689462127171,6932595.0,93592,-117.66984746,35.64078399,-117.5246,35.7098 1953,18500.84775851287,6320180.0,21075,-76.59082596999998,39.29701965,-76.760880439,39.195599969 @@ -2013,7 +2007,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 38,15007.039588973925,6140581.0,1903,-71.06645122,42.36309733,-70.946234,42.464667 2992,30397.033867553127,6510510.0,40023,-85.75091845,38.24930049,-85.42070541799998,38.165019864 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5642,59693.97178996552,6880110.0,89423,-119.81830887,39.53163566,-119.75408157,38.996274627 2373,43707.618180833786,6320280.0,20770,-76.661083,39.352274,-76.883045221,38.998510601 4626,62587.877150984365,6390573.0,33486,-80.21269897,25.791938,-80.114822445,26.349907673 -3781,41966.39893210908,,94521,-122.39011103,37.76955199,-121.97620442,37.957382652 2117,26572.754617237988,6210965.0,7646,-73.94160325999998,40.70035246,-74.019153253,40.932271418 5791,49181.32051627721,6932287.0,91104,-117.86558174,33.7803477,-118.12517221,34.167410782 2926,40046.5491590192,6441685.0,49895,-86.27564346,45.945067,-86.649678866,46.19412018 @@ -3679,7 +3669,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5696,73699.86052812854,6920570.0,98626,-122.6856012,45.49938015,-122.88743333,46.147271086 3207,47322.511502667,6640040.0,58477,-100.77783579,46.80712292,-100.52657447,47.196548205 4536,58722.3907853601,6380021.0,30025,-84.32098261,33.79417227,-83.712586294,33.646444118 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4724,53478.602272427466,6419020.0,44262,-81.94399599,41.435662,-81.438034912,41.141998485 @@ -3817,7 +3805,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5593,53157.132191484816,6860235.0,86547,-109.62454829,36.09320619,-109.4478,36.5504 3587,43397.2024076828,6860210.0,85263,-112.03981001,33.48023253,-111.68556699,33.735634381 4292,50458.78951549689,6230400.0,18929,-75.36862949,39.8560423,-75.090461433,40.257070488 -5788,64889.49002113375,,95126,-122.39011103,37.76955199,-121.91521037,37.323632232 2244,39712.211719424726,6220990.0,7444,-74.76692803,41.05844899,-74.30931571,40.970515286 3332,48091.9489405978,6730055.0,73439,-97.14064956,34.18847585,-96.720805758,33.931815743 5704,52642.062154185456,6930015.0,94022,-122.4433041,37.7827268,-122.12321086,37.382638459 @@ -4339,7 +4326,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4531,93765.58811268875,6370640.0,29565,-80.34436408,33.9237528,-79.45645553699998,34.335275408 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7693,162464.25358143114,6920540.0,97478,-122.77187697,45.51092299,-122.92310026,44.052932267 7738,131702.58757954327,6930206.0,92122,-117.264076,34.04954698,-117.21301532,32.862873933 6343,125365.04955247452,6233550.0,22044,-76.71965539999998,39.94522223,-77.150680839,38.866684117 -7788,140758.68606877618,,95668,-122.39011103,37.76955199,-121.48872894,38.819992752 6507,99472.97381904384,6370030.0,28744,-82.64740346,34.51132526,-83.373686,35.17877 6116,146740.67423708225,6211025.0,14547,-78.86598437,42.90090564,-77.0724,42.8354 6072,146582.19562405607,6160450.0,1865,-72.68278784,41.75384063,-71.2548,42.5363 @@ -6185,7 +6167,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6086,133972.91186231945,6210032.0,6441,-73.94283799999998,40.84141264,-72.57616540399998,41.464539802 6963,167455.3765454023,6451030.0,53588,-88.02381699999998,43.04097801,-90.072169549,43.182312132 7887,148699.0235506675,6450680.0,50426,-91.24667956,43.79500727,-93.012273066,43.413968 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8121,403579.13691256905,6211595.0,3890,-73.82571331,40.7469726,-71.30550559,43.862106953 8397,417503.093833482,6340009.0,8829,-77.52606414,37.51589281,-74.89255934499998,40.667813327 9925,458800.3691876664,6740065.0,80817,-101.919048,35.19949301,-104.69437726,38.682784832 -9787,454458.9854756509,,93013,-122.39011103,37.76955199,-119.51996745,34.400349904 9317,492791.8232626224,6720880.0,36046,-90.80668128,29.78046788,-86.336349079,31.993754066 9601,284105.59162279754,6860320.0,89007,-112.48211265,34.55957439,-114.12804655,36.739592909 8165,381422.19748024846,6213990.0,2720,-73.46926181,44.70101163,-71.139037969,41.720308231 @@ -8078,7 +8056,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 9764,512468.2695017344,6931173.0,93729,-117.09524059,32.79292808,-119.771188,36.851843 9675,449486.8097067568,6911130.0,99224,-122.58141632,45.6246096,-117.48202008,47.62895252 9243,522906.5703355581,6670510.0,57015,-94.60850477,39.05428359,-96.983160845,43.408658583 -9790,508759.44077087473,,93584,-122.2671859,37.83734533,-118.138791,34.698278 9073,458758.1616372224,6540280.0,36801,-90.19988656,33.51821659,-85.393840447,32.654793891 9028,518009.3216456522,6530030.0,70033,-85.96883574,32.93132821,-90.219197,30.005108 8641,431394.2749849191,6390700.0,30648,-81.73766496999998,30.16481662,-83.065675575,33.887194881 @@ -9257,7 +9234,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 461,5497.4939557612815,6360008.0,28602,-81.3377186,35.73765109,-81.36438802899998,35.693132417 733,3337.3635641647647,6420059.0,46082,-86.15866769,39.95914244,-86.12009999999998,39.9639 1032,4897.229366447541,6530070.0,36207,-85.82318797,33.6570725,-85.770676448,33.652491777 -1785,3576.977253399021,,94702,-122.2671859,37.83734533,-122.2863659,37.865758008 1579,5790.556231416252,6860013.0,85029,-112.17955352,33.61072229,-112.11975939,33.595819302 666,3831.740326301699,6391103.0,33682,-82.42326717999998,28.06922432,-82.459393,28.056241 855,5463.324684171399,6432030.0,60914,-87.87226096,41.12119801,-87.873677165,41.170380361 @@ -9446,7 +9422,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 143,3114.2617027333567,6212655.0,10022,-73.98161989,40.73267006,-73.96574844299998,40.757983269 1779,5171.924154841645,6932116.0,94560,-121.98071944,37.55790533,-122.03062505,37.53356393 1290,9113.4803269923,6720185.0,70470,-90.11418604,30.46868504,-90.0887,30.3895 -1884,12643.000505166954,,94805,-122.2671859,37.83734533,-122.32484113,37.941685849 706,8011.658771076133,6410950.0,43202,-82.98105501,39.95245376,-83.012698977,40.020378753 1022,5724.715180129029,6521060.0,37210,-86.80626995999998,36.14620198,-86.74273798,36.143662852 982,5322.981956847325,6510440.0,40580,-84.52367203999998,38.03251698,-84.504912,38.078121 @@ -9951,7 +9926,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 708,11539.239559321704,6411100.0,43226,-83.01846931,39.99412917,-82.952072,40.084659 1120,19474.33939203988,6610950.0,55075,-93.26265411,44.97274108,-93.046093132,44.888815296 1134,22946.090831325822,6620055.0,50231,-93.61063149,42.0326483,-93.600167864,42.239081682 -3783,24570.43295387519,,94543,-122.2671859,37.83734533,-122.083814,37.670588 20,12512.779935867564,6120290.0,3054,-71.46201368,42.7559169,-71.506248506,42.863742909 335,19743.98705534308,6233280.0,15473,-79.73796013,39.90231125,-79.76667548,40.078752727 813,12962.279000659602,6430800.0,60607,-87.57154819999998,41.77710113,-87.652575557,41.876835133 @@ -10057,7 +10031,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 907,17042.302803973853,6440650.0,48127,-83.08418276,42.36632625,-83.286809218,42.335519202 511,14178.613980925804,6370050.0,29920,-80.68851849,32.41694972,-80.543876506,32.381047282 686,15685.296556697049,6410199.0,44119,-81.49480803999998,41.45248502,-81.54787883999998,41.587963386 -1786,20019.37674027388,,94596,-122.2671859,37.83734533,-122.05184441,37.895552954 955,13105.117431860612,6450680.0,55919,-91.24667956,43.79500727,-91.291258461,43.681571955 1115,13682.183797765409,6610840.0,55418,-93.36222699,44.92981399,-93.240987831,45.017859417 704,14628.53143537168,6410945.0,44108,-81.43504733,41.52010167,-81.60904017599998,41.536008312 @@ -10348,7 +10321,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1275,19433.992190512272,6719168.0,72713,-94.19260596,36.16273778,-94.260700836,36.328963684 2655,26593.461711858727,6390792.0,32583,-87.23132415,30.42868157,-87.023360541,30.587168245 1212,23938.789008303847,6650420.0,57003,-96.71482021,43.53394858,-96.740230601,43.74861735 -1926,22728.512676258146,,94401,-122.39011103,37.76955199,-122.32368226,37.571697367 1545,18673.238438744844,6840458.0,80246,-104.98464091,39.86422216,-104.93193676,39.701030753 852,16803.77550267772,6431990.0,60490,-88.13470277,41.52817386,-88.14609261399998,41.679228099 281,16687.611229168448,6230049.0,18064,-75.39289492999998,40.60833203,-75.319980224,40.747977379 @@ -10704,7 +10676,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1726,22674.65347601265,6930103.0,92648,-118.18505748,33.80818798,-118.00046245,33.673994097 2529,27569.50081126191,6370375.0,29370,-82.15751591999998,34.17508199,-81.965339411,34.365650595 630,21217.68620275008,6390578.0,33147,-80.338727,25.68411601,-80.234788229,25.850918584 -1783,11446.641388614364,,94501,-122.39011103,37.76955199,-122.26020524,37.76820206 1746,14278.481298625764,6930444.0,90293,-118.37995861,34.07672384,-118.43850884,33.957589651 1806,15216.689462127171,6932595.0,93592,-117.66984746,35.64078399,-117.5246,35.7098 1953,18500.84775851287,6320180.0,21075,-76.59082596999998,39.29701965,-76.760880439,39.195599969 @@ -11032,7 +11003,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 38,15007.039588973925,6140581.0,1903,-71.06645122,42.36309733,-70.946234,42.464667 2992,30397.033867553127,6510510.0,40023,-85.75091845,38.24930049,-85.42070541799998,38.165019864 2618,29602.16580211115,6390380.0,32210,-81.44634395999998,30.25992301,-81.75388438199998,30.265838279 -1784,19222.198495659733,,94624,-122.39011103,37.76955199,-122.173603,37.748415 2224,25205.995517591666,6220435.0,7077,-74.05036189,40.71669625,-74.25907050499998,40.554701024 2556,29582.48203907508,6380480.0,30708,-84.98472599999998,34.78888306,-84.723878118,34.946634957 3537,38185.45405906752,6840290.0,80109,-104.99029685,39.72796582,-104.8961407,39.391844488 @@ -11395,7 +11365,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 3248,40299.78304041157,6670510.0,64060,-94.60850477,39.05428359,-94.36282098,39.362882971 238,15609.695909935035,6220920.0,7062,-74.45050632,40.49580607,-74.405253621,40.632074099 2951,33751.827117739864,6450295.0,54767,-91.96348995,44.62053069,-92.268693742,44.832448335 -3780,29153.167718278008,,94543,-122.39011103,37.76955199,-122.083814,37.670588 4000,33058.56727791488,6930075.0,90201,-117.84448299,33.85210501,-118.17317529,33.969249309 2895,36995.37945223469,6440021.0,49303,-85.66506798,42.97049249,-85.844135863,43.27657809 2555,43309.045142939845,6380430.0,31822,-84.98153266,32.48155261,-84.894206646,32.865032901 @@ -12008,7 +11977,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 2844,36535.59836616032,6431613.0,60088,-88.01484703,42.00344747,-87.852444629,42.309370756 2027,38629.799890425136,6130001.0,5491,-73.19512622,44.48110619,-73.285088673,44.139514479 351,23369.2532076376,6310030.0,19939,-75.14274967999998,38.77096714,-75.195708706,38.564585625 -3782,38553.17082677286,,94973,-122.2671859,37.83734533,-122.64555486,38.012894391 2034,33739.1478593751,6140428.0,1985,-71.3424543,42.64851278,-70.981998633,42.795512666 3322,42873.00496159874,6720880.0,70039,-90.80668128,29.78046788,-90.384807078,29.9001129 2253,36374.92253554542,6221235.0,7940,-74.10158345,40.98403122,-74.415144024,40.759008598 @@ -12480,7 +12448,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5642,59693.97178996552,6880110.0,89423,-119.81830887,39.53163566,-119.75408157,38.996274627 2373,43707.618180833786,6320280.0,20770,-76.661083,39.352274,-76.883045221,38.998510601 4626,62587.877150984365,6390573.0,33486,-80.21269897,25.791938,-80.114822445,26.349907673 -3781,41966.39893210908,,94521,-122.39011103,37.76955199,-121.97620442,37.957382652 2117,26572.754617237988,6210965.0,7646,-73.94160325999998,40.70035246,-74.019153253,40.932271418 5791,49181.32051627721,6932287.0,91104,-117.86558174,33.7803477,-118.12517221,34.167410782 2926,40046.5491590192,6441685.0,49895,-86.27564346,45.945067,-86.649678866,46.19412018 @@ -12698,7 +12665,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5696,73699.86052812854,6920570.0,98626,-122.6856012,45.49938015,-122.88743333,46.147271086 3207,47322.511502667,6640040.0,58477,-100.77783579,46.80712292,-100.52657447,47.196548205 4536,58722.3907853601,6380021.0,30025,-84.32098261,33.79417227,-83.712586294,33.646444118 -5789,69210.57190655115,,95173,-122.2671859,37.83734533,-121.816722,37.32711 4828,56369.39680860594,6431285.0,47967,-87.64492749,40.13737699,-86.98671225399998,40.18934822 3294,44097.61231209208,6720254.0,70774,-90.46080749,30.46596599,-90.837904435,30.239524763 2092,27387.137714483924,6210034.0,11204,-73.8914302,40.85329051,-73.985247238,40.617218522 @@ -12777,7 +12743,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4088,55219.20334807838,6210034.0,6881,-73.8914302,40.85329051,-73.356266,41.141109 5852,68052.40612659062,6933910.0,94503,-121.79335247,38.66402398,-122.2523848,38.168626704 4672,54680.7229497537,6410016.0,43356,-82.52858528999998,40.75337977,-83.052908697,40.465633654 -5987,71143.67979581785,,95032,-122.2671859,37.83734533,-121.95901878,37.245167917 5218,60290.6762246364,6660006.0,68448,-96.65363248,40.79662968,-96.028206854,40.535916836 2654,47435.10104126168,6390792.0,36580,-87.23132415,30.42868157,-87.721993959,30.477422275 4724,53478.602272427466,6419020.0,44262,-81.94399599,41.435662,-81.438034912,41.141998485 @@ -12836,7 +12801,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5593,53157.132191484816,6860235.0,86547,-109.62454829,36.09320619,-109.4478,36.5504 3587,43397.2024076828,6860210.0,85263,-112.03981001,33.48023253,-111.68556699,33.735634381 4292,50458.78951549689,6230400.0,18929,-75.36862949,39.8560423,-75.090461433,40.257070488 -5788,64889.49002113375,,95126,-122.39011103,37.76955199,-121.91521037,37.323632232 2244,39712.211719424726,6220990.0,7444,-74.76692803,41.05844899,-74.30931571,40.970515286 3332,48091.9489405978,6730055.0,73439,-97.14064956,34.18847585,-96.720805758,33.931815743 5704,52642.062154185456,6930015.0,94022,-122.4433041,37.7827268,-122.12321086,37.382638459 @@ -13358,7 +13322,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4531,93765.58811268875,6370640.0,29565,-80.34436408,33.9237528,-79.45645553699998,34.335275408 4245,77418.04172699805,6221190.0,7650,-74.62380502,40.34012701,-73.995427566,40.8466857 5736,80941.6940401591,6930113.0,90010,-117.66565869,33.56004773,-118.30066775,34.061591691 -5787,58504.24050485967,,94559,-122.39011103,37.76955199,-122.28499087,38.290031616 4010,70904.22825707032,6110430.0,4535,-70.27554305,43.65244702,-69.627164536,44.085121438 5221,89170.84996008685,6660460.0,51526,-96.62516754,40.808147,-95.850825204,41.357180753 5764,94639.04892495612,6931173.0,92629,-117.09524059,32.79292808,-117.70251478,33.476386964 @@ -14322,7 +14285,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4698,94025.55891067968,6410710.0,44875,-81.82353069,41.44936012,-82.652031034,40.879432155 4769,92692.29746738017,6421290.0,49089,-86.25030504,41.66946662,-85.23502015699998,42.016005823 7028,99725.0547828232,6530030.0,35261,-85.96883574,32.93132821,-86.704086,33.584721 -5790,84916.22326583325,,95005,-122.2671859,37.83734533,-122.08608266,37.085982363 4945,87388.08525494163,6450295.0,55955,-91.96348995,44.62053069,-92.746998004,44.070645611 6806,120590.04517037924,6430560.0,53221,-87.62177599999998,41.89676252,-87.945700602,42.955506904 6825,100745.46235672594,6431210.0,60549,-87.6048925,41.78842701,-88.74490981399998,41.486094471 @@ -14350,7 +14312,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4993,71999.99635301197,6510860.0,24245,-82.52372097999998,37.47249991,-82.48752159699998,36.82438435 6064,112793.96674260792,6160003.0,6836,-72.68071247999998,41.75433701,-73.626158,41.030061 5255,92099.50934172186,6710055.0,38343,-89.91729974,35.94306597,-88.90770247599998,35.824914713 -7790,120318.61660347263,,95652,-122.2671859,37.83734533,-121.38812534,38.670690535 7222,102239.8113401156,6660460.0,68436,-96.62516754,40.808147,-97.725359941,40.427569498 5854,94511.85377492596,6210555.0,8804,-73.97935124999998,40.6682201,-75.096474489,40.644512335 6140,108319.00928745524,6212630.0,6530,-73.97633467999998,40.73954829,-72.920315,41.297814 @@ -14683,7 +14644,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6838,101228.34675357224,6431610.0,53146,-88.33089900999998,42.07040601,-88.155489774,42.972403994 7158,121411.16899436856,6630022.0,62888,-90.41562945,38.709349,-89.241570673,38.123596463 7314,123151.97922567892,6720860.0,39456,-89.74370818,30.28701341,-88.799535217,31.040540738 -7789,130870.04730646692,,95662,-122.2671859,37.83734533,-121.22376461,38.681865674 6874,124146.09452173417,6432810.0,60632,-89.07417834999998,42.26690581,-87.706897962,41.808242456 4235,93634.6580462452,6220920.0,19492,-74.45050632,40.49580607,-75.52283173499998,40.298546179 6009,106191.4551109686,6110430.0,4841,-70.27554305,43.65244702,-69.114027803,44.108097425 @@ -14902,7 +14862,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7693,162464.25358143114,6920540.0,97478,-122.77187697,45.51092299,-122.92310026,44.052932267 7738,131702.58757954327,6930206.0,92122,-117.264076,34.04954698,-117.21301532,32.862873933 6343,125365.04955247452,6233550.0,22044,-76.71965539999998,39.94522223,-77.150680839,38.866684117 -7788,140758.68606877618,,95668,-122.39011103,37.76955199,-121.48872894,38.819992752 6507,99472.97381904384,6370030.0,28744,-82.64740346,34.51132526,-83.373686,35.17877 6116,146740.67423708225,6211025.0,14547,-78.86598437,42.90090564,-77.0724,42.8354 6072,146582.19562405607,6160450.0,1865,-72.68278784,41.75384063,-71.2548,42.5363 @@ -15204,7 +15163,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6086,133972.91186231945,6210032.0,6441,-73.94283799999998,40.84141264,-72.57616540399998,41.464539802 6963,167455.3765454023,6451030.0,53588,-88.02381699999998,43.04097801,-90.072169549,43.182312132 7887,148699.0235506675,6450680.0,50426,-91.24667956,43.79500727,-93.012273066,43.413968 -7787,124886.76817699528,,95227,-122.39011103,37.76955199,-121.06821735,38.18320077 7282,164593.0671053806,6720032.0,39482,-90.07605827,29.9552695,-89.56792488899998,31.373449843 6127,153325.07482622642,6211680.0,8078,-73.70703358,40.75318311,-75.072720526,39.851294573 6606,182354.2103739979,6390283.0,33610,-82.34394806,29.63903253,-82.391265262,27.994251023 @@ -16157,7 +16115,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7574,193087.35071683823,6850285.0,87011,-106.73515177,32.29245583,-106.3981,34.0102 6421,181719.97343942567,6341040.0,27675,-79.94237898999998,37.25200505,-78.772,35.9138 7636,167167.2379017159,6880025.0,95822,-119.78410944,39.20226006,-121.49583456,38.512057769 -9789,251595.35078900447,,93715,-122.2671859,37.83734533,-119.786928,36.736252 7577,177200.2984047639,6859147.0,81138,-106.02347815,35.61552471,-105.45428378,37.144656 6671,189377.312413018,6410016.0,48238,-82.52858528999998,40.75337977,-83.138927167,42.395747817 6673,186589.292699124,6410019.0,16645,-80.62502641,40.35581328,-78.499139629,40.798603614 @@ -16783,7 +16740,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8785,319485.2084079894,6430115.0,55931,-88.32564397,41.78603301,-91.438723662,43.515975239 9270,420620.6697639461,6710510.0,39043,-90.49839303,36.05187242,-90.00626699999998,32.282064 9683,345623.9141942955,6920003.0,99341,-122.66960023,45.54388139,-118.63298987,46.893071667 -9788,409497.1029368236,,96094,-122.39011103,37.76955199,-122.38251334,41.457803516 9773,434155.12960711,6931470.0,95324,-118.2901694,34.09812866,-120.85553537,37.405882017 8521,352932.43824244494,6370340.0,24036,-82.41312465999998,34.81613695,-79.93335299999998,37.278535 9944,369048.2546449544,6215330.0,16611,-73.76986501999998,41.02519504,-78.1001312,40.560670207 @@ -17025,7 +16981,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8121,403579.13691256905,6211595.0,3890,-73.82571331,40.7469726,-71.30550559,43.862106953 8397,417503.093833482,6340009.0,8829,-77.52606414,37.51589281,-74.89255934499998,40.667813327 9925,458800.3691876664,6740065.0,80817,-101.919048,35.19949301,-104.69437726,38.682784832 -9787,454458.9854756509,,93013,-122.39011103,37.76955199,-119.51996745,34.400349904 9317,492791.8232626224,6720880.0,36046,-90.80668128,29.78046788,-86.336349079,31.993754066 9601,284105.59162279754,6860320.0,89007,-112.48211265,34.55957439,-114.12804655,36.739592909 8165,381422.19748024846,6213990.0,2720,-73.46926181,44.70101163,-71.139037969,41.720308231 @@ -17097,7 +17052,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 9764,512468.2695017344,6931173.0,93729,-117.09524059,32.79292808,-119.771188,36.851843 9675,449486.8097067568,6911130.0,99224,-122.58141632,45.6246096,-117.48202008,47.62895252 9243,522906.5703355581,6670510.0,57015,-94.60850477,39.05428359,-96.983160845,43.408658583 -9790,508759.44077087473,,93584,-122.2671859,37.83734533,-118.138791,34.698278 9073,458758.1616372224,6540280.0,36801,-90.19988656,33.51821659,-85.393840447,32.654793891 9028,518009.3216456522,6530030.0,70033,-85.96883574,32.93132821,-90.219197,30.005108 8641,431394.2749849191,6390700.0,30648,-81.73766496999998,30.16481662,-83.065675575,33.887194881 @@ -18276,7 +18230,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 461,5497.4939557612815,6360008.0,28602,-81.3377186,35.73765109,-81.36438802899998,35.693132417 733,3337.3635641647647,6420059.0,46082,-86.15866769,39.95914244,-86.12009999999998,39.9639 1032,4897.229366447541,6530070.0,36207,-85.82318797,33.6570725,-85.770676448,33.652491777 -1785,3576.977253399021,,94702,-122.2671859,37.83734533,-122.2863659,37.865758008 1579,5790.556231416252,6860013.0,85029,-112.17955352,33.61072229,-112.11975939,33.595819302 666,3831.740326301699,6391103.0,33682,-82.42326717999998,28.06922432,-82.459393,28.056241 855,5463.324684171399,6432030.0,60914,-87.87226096,41.12119801,-87.873677165,41.170380361 @@ -18465,7 +18418,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 143,3114.2617027333567,6212655.0,10022,-73.98161989,40.73267006,-73.96574844299998,40.757983269 1779,5171.924154841645,6932116.0,94560,-121.98071944,37.55790533,-122.03062505,37.53356393 1290,9113.4803269923,6720185.0,70470,-90.11418604,30.46868504,-90.0887,30.3895 -1884,12643.000505166954,,94805,-122.2671859,37.83734533,-122.32484113,37.941685849 706,8011.658771076133,6410950.0,43202,-82.98105501,39.95245376,-83.012698977,40.020378753 1022,5724.715180129029,6521060.0,37210,-86.80626995999998,36.14620198,-86.74273798,36.143662852 982,5322.981956847325,6510440.0,40580,-84.52367203999998,38.03251698,-84.504912,38.078121 @@ -18970,7 +18922,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 708,11539.239559321704,6411100.0,43226,-83.01846931,39.99412917,-82.952072,40.084659 1120,19474.33939203988,6610950.0,55075,-93.26265411,44.97274108,-93.046093132,44.888815296 1134,22946.090831325822,6620055.0,50231,-93.61063149,42.0326483,-93.600167864,42.239081682 -3783,24570.43295387519,,94543,-122.2671859,37.83734533,-122.083814,37.670588 20,12512.779935867564,6120290.0,3054,-71.46201368,42.7559169,-71.506248506,42.863742909 335,19743.98705534308,6233280.0,15473,-79.73796013,39.90231125,-79.76667548,40.078752727 813,12962.279000659602,6430800.0,60607,-87.57154819999998,41.77710113,-87.652575557,41.876835133 @@ -19076,7 +19027,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 907,17042.302803973853,6440650.0,48127,-83.08418276,42.36632625,-83.286809218,42.335519202 511,14178.613980925804,6370050.0,29920,-80.68851849,32.41694972,-80.543876506,32.381047282 686,15685.296556697049,6410199.0,44119,-81.49480803999998,41.45248502,-81.54787883999998,41.587963386 -1786,20019.37674027388,,94596,-122.2671859,37.83734533,-122.05184441,37.895552954 955,13105.117431860612,6450680.0,55919,-91.24667956,43.79500727,-91.291258461,43.681571955 1115,13682.183797765409,6610840.0,55418,-93.36222699,44.92981399,-93.240987831,45.017859417 704,14628.53143537168,6410945.0,44108,-81.43504733,41.52010167,-81.60904017599998,41.536008312 @@ -19367,7 +19317,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1275,19433.992190512272,6719168.0,72713,-94.19260596,36.16273778,-94.260700836,36.328963684 2655,26593.461711858727,6390792.0,32583,-87.23132415,30.42868157,-87.023360541,30.587168245 1212,23938.789008303847,6650420.0,57003,-96.71482021,43.53394858,-96.740230601,43.74861735 -1926,22728.512676258146,,94401,-122.39011103,37.76955199,-122.32368226,37.571697367 1545,18673.238438744844,6840458.0,80246,-104.98464091,39.86422216,-104.93193676,39.701030753 852,16803.77550267772,6431990.0,60490,-88.13470277,41.52817386,-88.14609261399998,41.679228099 281,16687.611229168448,6230049.0,18064,-75.39289492999998,40.60833203,-75.319980224,40.747977379 @@ -19723,7 +19672,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1726,22674.65347601265,6930103.0,92648,-118.18505748,33.80818798,-118.00046245,33.673994097 2529,27569.50081126191,6370375.0,29370,-82.15751591999998,34.17508199,-81.965339411,34.365650595 630,21217.68620275008,6390578.0,33147,-80.338727,25.68411601,-80.234788229,25.850918584 -1783,11446.641388614364,,94501,-122.39011103,37.76955199,-122.26020524,37.76820206 1746,14278.481298625764,6930444.0,90293,-118.37995861,34.07672384,-118.43850884,33.957589651 1806,15216.689462127171,6932595.0,93592,-117.66984746,35.64078399,-117.5246,35.7098 1953,18500.84775851287,6320180.0,21075,-76.59082596999998,39.29701965,-76.760880439,39.195599969 @@ -20051,7 +19999,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 38,15007.039588973925,6140581.0,1903,-71.06645122,42.36309733,-70.946234,42.464667 2992,30397.033867553127,6510510.0,40023,-85.75091845,38.24930049,-85.42070541799998,38.165019864 2618,29602.16580211115,6390380.0,32210,-81.44634395999998,30.25992301,-81.75388438199998,30.265838279 -1784,19222.198495659733,,94624,-122.39011103,37.76955199,-122.173603,37.748415 2224,25205.995517591666,6220435.0,7077,-74.05036189,40.71669625,-74.25907050499998,40.554701024 2556,29582.48203907508,6380480.0,30708,-84.98472599999998,34.78888306,-84.723878118,34.946634957 3537,38185.45405906752,6840290.0,80109,-104.99029685,39.72796582,-104.8961407,39.391844488 @@ -20414,7 +20361,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 3248,40299.78304041157,6670510.0,64060,-94.60850477,39.05428359,-94.36282098,39.362882971 238,15609.695909935035,6220920.0,7062,-74.45050632,40.49580607,-74.405253621,40.632074099 2951,33751.827117739864,6450295.0,54767,-91.96348995,44.62053069,-92.268693742,44.832448335 -3780,29153.167718278008,,94543,-122.39011103,37.76955199,-122.083814,37.670588 4000,33058.56727791488,6930075.0,90201,-117.84448299,33.85210501,-118.17317529,33.969249309 2895,36995.37945223469,6440021.0,49303,-85.66506798,42.97049249,-85.844135863,43.27657809 2555,43309.045142939845,6380430.0,31822,-84.98153266,32.48155261,-84.894206646,32.865032901 @@ -21027,7 +20973,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 2844,36535.59836616032,6431613.0,60088,-88.01484703,42.00344747,-87.852444629,42.309370756 2027,38629.799890425136,6130001.0,5491,-73.19512622,44.48110619,-73.285088673,44.139514479 351,23369.2532076376,6310030.0,19939,-75.14274967999998,38.77096714,-75.195708706,38.564585625 -3782,38553.17082677286,,94973,-122.2671859,37.83734533,-122.64555486,38.012894391 2034,33739.1478593751,6140428.0,1985,-71.3424543,42.64851278,-70.981998633,42.795512666 3322,42873.00496159874,6720880.0,70039,-90.80668128,29.78046788,-90.384807078,29.9001129 2253,36374.92253554542,6221235.0,7940,-74.10158345,40.98403122,-74.415144024,40.759008598 @@ -21499,7 +21444,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5642,59693.97178996552,6880110.0,89423,-119.81830887,39.53163566,-119.75408157,38.996274627 2373,43707.618180833786,6320280.0,20770,-76.661083,39.352274,-76.883045221,38.998510601 4626,62587.877150984365,6390573.0,33486,-80.21269897,25.791938,-80.114822445,26.349907673 -3781,41966.39893210908,,94521,-122.39011103,37.76955199,-121.97620442,37.957382652 2117,26572.754617237988,6210965.0,7646,-73.94160325999998,40.70035246,-74.019153253,40.932271418 5791,49181.32051627721,6932287.0,91104,-117.86558174,33.7803477,-118.12517221,34.167410782 2926,40046.5491590192,6441685.0,49895,-86.27564346,45.945067,-86.649678866,46.19412018 @@ -21717,7 +21661,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5696,73699.86052812854,6920570.0,98626,-122.6856012,45.49938015,-122.88743333,46.147271086 3207,47322.511502667,6640040.0,58477,-100.77783579,46.80712292,-100.52657447,47.196548205 4536,58722.3907853601,6380021.0,30025,-84.32098261,33.79417227,-83.712586294,33.646444118 -5789,69210.57190655115,,95173,-122.2671859,37.83734533,-121.816722,37.32711 4828,56369.39680860594,6431285.0,47967,-87.64492749,40.13737699,-86.98671225399998,40.18934822 3294,44097.61231209208,6720254.0,70774,-90.46080749,30.46596599,-90.837904435,30.239524763 2092,27387.137714483924,6210034.0,11204,-73.8914302,40.85329051,-73.985247238,40.617218522 @@ -21796,7 +21739,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4088,55219.20334807838,6210034.0,6881,-73.8914302,40.85329051,-73.356266,41.141109 5852,68052.40612659062,6933910.0,94503,-121.79335247,38.66402398,-122.2523848,38.168626704 4672,54680.7229497537,6410016.0,43356,-82.52858528999998,40.75337977,-83.052908697,40.465633654 -5987,71143.67979581785,,95032,-122.2671859,37.83734533,-121.95901878,37.245167917 5218,60290.6762246364,6660006.0,68448,-96.65363248,40.79662968,-96.028206854,40.535916836 2654,47435.10104126168,6390792.0,36580,-87.23132415,30.42868157,-87.721993959,30.477422275 4724,53478.602272427466,6419020.0,44262,-81.94399599,41.435662,-81.438034912,41.141998485 @@ -21855,7 +21797,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5593,53157.132191484816,6860235.0,86547,-109.62454829,36.09320619,-109.4478,36.5504 3587,43397.2024076828,6860210.0,85263,-112.03981001,33.48023253,-111.68556699,33.735634381 4292,50458.78951549689,6230400.0,18929,-75.36862949,39.8560423,-75.090461433,40.257070488 -5788,64889.49002113375,,95126,-122.39011103,37.76955199,-121.91521037,37.323632232 2244,39712.211719424726,6220990.0,7444,-74.76692803,41.05844899,-74.30931571,40.970515286 3332,48091.9489405978,6730055.0,73439,-97.14064956,34.18847585,-96.720805758,33.931815743 5704,52642.062154185456,6930015.0,94022,-122.4433041,37.7827268,-122.12321086,37.382638459 @@ -22377,7 +22318,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4531,93765.58811268875,6370640.0,29565,-80.34436408,33.9237528,-79.45645553699998,34.335275408 4245,77418.04172699805,6221190.0,7650,-74.62380502,40.34012701,-73.995427566,40.8466857 5736,80941.6940401591,6930113.0,90010,-117.66565869,33.56004773,-118.30066775,34.061591691 -5787,58504.24050485967,,94559,-122.39011103,37.76955199,-122.28499087,38.290031616 4010,70904.22825707032,6110430.0,4535,-70.27554305,43.65244702,-69.627164536,44.085121438 5221,89170.84996008685,6660460.0,51526,-96.62516754,40.808147,-95.850825204,41.357180753 5764,94639.04892495612,6931173.0,92629,-117.09524059,32.79292808,-117.70251478,33.476386964 @@ -23341,7 +23281,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4698,94025.55891067968,6410710.0,44875,-81.82353069,41.44936012,-82.652031034,40.879432155 4769,92692.29746738017,6421290.0,49089,-86.25030504,41.66946662,-85.23502015699998,42.016005823 7028,99725.0547828232,6530030.0,35261,-85.96883574,32.93132821,-86.704086,33.584721 -5790,84916.22326583325,,95005,-122.2671859,37.83734533,-122.08608266,37.085982363 4945,87388.08525494163,6450295.0,55955,-91.96348995,44.62053069,-92.746998004,44.070645611 6806,120590.04517037924,6430560.0,53221,-87.62177599999998,41.89676252,-87.945700602,42.955506904 6825,100745.46235672594,6431210.0,60549,-87.6048925,41.78842701,-88.74490981399998,41.486094471 @@ -23369,7 +23308,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4993,71999.99635301197,6510860.0,24245,-82.52372097999998,37.47249991,-82.48752159699998,36.82438435 6064,112793.96674260792,6160003.0,6836,-72.68071247999998,41.75433701,-73.626158,41.030061 5255,92099.50934172186,6710055.0,38343,-89.91729974,35.94306597,-88.90770247599998,35.824914713 -7790,120318.61660347263,,95652,-122.2671859,37.83734533,-121.38812534,38.670690535 7222,102239.8113401156,6660460.0,68436,-96.62516754,40.808147,-97.725359941,40.427569498 5854,94511.85377492596,6210555.0,8804,-73.97935124999998,40.6682201,-75.096474489,40.644512335 6140,108319.00928745524,6212630.0,6530,-73.97633467999998,40.73954829,-72.920315,41.297814 @@ -23702,7 +23640,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6838,101228.34675357224,6431610.0,53146,-88.33089900999998,42.07040601,-88.155489774,42.972403994 7158,121411.16899436856,6630022.0,62888,-90.41562945,38.709349,-89.241570673,38.123596463 7314,123151.97922567892,6720860.0,39456,-89.74370818,30.28701341,-88.799535217,31.040540738 -7789,130870.04730646692,,95662,-122.2671859,37.83734533,-121.22376461,38.681865674 6874,124146.09452173417,6432810.0,60632,-89.07417834999998,42.26690581,-87.706897962,41.808242456 4235,93634.6580462452,6220920.0,19492,-74.45050632,40.49580607,-75.52283173499998,40.298546179 6009,106191.4551109686,6110430.0,4841,-70.27554305,43.65244702,-69.114027803,44.108097425 @@ -23921,7 +23858,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7693,162464.25358143114,6920540.0,97478,-122.77187697,45.51092299,-122.92310026,44.052932267 7738,131702.58757954327,6930206.0,92122,-117.264076,34.04954698,-117.21301532,32.862873933 6343,125365.04955247452,6233550.0,22044,-76.71965539999998,39.94522223,-77.150680839,38.866684117 -7788,140758.68606877618,,95668,-122.39011103,37.76955199,-121.48872894,38.819992752 6507,99472.97381904384,6370030.0,28744,-82.64740346,34.51132526,-83.373686,35.17877 6116,146740.67423708225,6211025.0,14547,-78.86598437,42.90090564,-77.0724,42.8354 6072,146582.19562405607,6160450.0,1865,-72.68278784,41.75384063,-71.2548,42.5363 @@ -24223,7 +24159,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6086,133972.91186231945,6210032.0,6441,-73.94283799999998,40.84141264,-72.57616540399998,41.464539802 6963,167455.3765454023,6451030.0,53588,-88.02381699999998,43.04097801,-90.072169549,43.182312132 7887,148699.0235506675,6450680.0,50426,-91.24667956,43.79500727,-93.012273066,43.413968 -7787,124886.76817699528,,95227,-122.39011103,37.76955199,-121.06821735,38.18320077 7282,164593.0671053806,6720032.0,39482,-90.07605827,29.9552695,-89.56792488899998,31.373449843 6127,153325.07482622642,6211680.0,8078,-73.70703358,40.75318311,-75.072720526,39.851294573 6606,182354.2103739979,6390283.0,33610,-82.34394806,29.63903253,-82.391265262,27.994251023 @@ -25176,7 +25111,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7574,193087.35071683823,6850285.0,87011,-106.73515177,32.29245583,-106.3981,34.0102 6421,181719.97343942567,6341040.0,27675,-79.94237898999998,37.25200505,-78.772,35.9138 7636,167167.2379017159,6880025.0,95822,-119.78410944,39.20226006,-121.49583456,38.512057769 -9789,251595.35078900447,,93715,-122.2671859,37.83734533,-119.786928,36.736252 7577,177200.2984047639,6859147.0,81138,-106.02347815,35.61552471,-105.45428378,37.144656 6671,189377.312413018,6410016.0,48238,-82.52858528999998,40.75337977,-83.138927167,42.395747817 6673,186589.292699124,6410019.0,16645,-80.62502641,40.35581328,-78.499139629,40.798603614 @@ -25802,7 +25736,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8785,319485.2084079894,6430115.0,55931,-88.32564397,41.78603301,-91.438723662,43.515975239 9270,420620.6697639461,6710510.0,39043,-90.49839303,36.05187242,-90.00626699999998,32.282064 9683,345623.9141942955,6920003.0,99341,-122.66960023,45.54388139,-118.63298987,46.893071667 -9788,409497.1029368236,,96094,-122.39011103,37.76955199,-122.38251334,41.457803516 9773,434155.12960711,6931470.0,95324,-118.2901694,34.09812866,-120.85553537,37.405882017 8521,352932.43824244494,6370340.0,24036,-82.41312465999998,34.81613695,-79.93335299999998,37.278535 9944,369048.2546449544,6215330.0,16611,-73.76986501999998,41.02519504,-78.1001312,40.560670207 @@ -26044,7 +25977,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8121,403579.13691256905,6211595.0,3890,-73.82571331,40.7469726,-71.30550559,43.862106953 8397,417503.093833482,6340009.0,8829,-77.52606414,37.51589281,-74.89255934499998,40.667813327 9925,458800.3691876664,6740065.0,80817,-101.919048,35.19949301,-104.69437726,38.682784832 -9787,454458.9854756509,,93013,-122.39011103,37.76955199,-119.51996745,34.400349904 9317,492791.8232626224,6720880.0,36046,-90.80668128,29.78046788,-86.336349079,31.993754066 9601,284105.59162279754,6860320.0,89007,-112.48211265,34.55957439,-114.12804655,36.739592909 8165,381422.19748024846,6213990.0,2720,-73.46926181,44.70101163,-71.139037969,41.720308231 @@ -26116,7 +26048,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 9764,512468.2695017344,6931173.0,93729,-117.09524059,32.79292808,-119.771188,36.851843 9675,449486.8097067568,6911130.0,99224,-122.58141632,45.6246096,-117.48202008,47.62895252 9243,522906.5703355581,6670510.0,57015,-94.60850477,39.05428359,-96.983160845,43.408658583 -9790,508759.44077087473,,93584,-122.2671859,37.83734533,-118.138791,34.698278 9073,458758.1616372224,6540280.0,36801,-90.19988656,33.51821659,-85.393840447,32.654793891 9028,518009.3216456522,6530030.0,70033,-85.96883574,32.93132821,-90.219197,30.005108 8641,431394.2749849191,6390700.0,30648,-81.73766496999998,30.16481662,-83.065675575,33.887194881 @@ -27295,7 +27226,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 461,5497.4939557612815,6360008.0,28602,-81.3377186,35.73765109,-81.36438802899998,35.693132417 733,3337.3635641647647,6420059.0,46082,-86.15866769,39.95914244,-86.12009999999998,39.9639 1032,4897.229366447541,6530070.0,36207,-85.82318797,33.6570725,-85.770676448,33.652491777 -1785,3576.977253399021,,94702,-122.2671859,37.83734533,-122.2863659,37.865758008 1579,5790.556231416252,6860013.0,85029,-112.17955352,33.61072229,-112.11975939,33.595819302 666,3831.740326301699,6391103.0,33682,-82.42326717999998,28.06922432,-82.459393,28.056241 855,5463.324684171399,6432030.0,60914,-87.87226096,41.12119801,-87.873677165,41.170380361 @@ -27484,7 +27414,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 143,3114.2617027333567,6212655.0,10022,-73.98161989,40.73267006,-73.96574844299998,40.757983269 1779,5171.924154841645,6932116.0,94560,-121.98071944,37.55790533,-122.03062505,37.53356393 1290,9113.4803269923,6720185.0,70470,-90.11418604,30.46868504,-90.0887,30.3895 -1884,12643.000505166954,,94805,-122.2671859,37.83734533,-122.32484113,37.941685849 706,8011.658771076133,6410950.0,43202,-82.98105501,39.95245376,-83.012698977,40.020378753 1022,5724.715180129029,6521060.0,37210,-86.80626995999998,36.14620198,-86.74273798,36.143662852 982,5322.981956847325,6510440.0,40580,-84.52367203999998,38.03251698,-84.504912,38.078121 @@ -27989,7 +27918,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 708,11539.239559321704,6411100.0,43226,-83.01846931,39.99412917,-82.952072,40.084659 1120,19474.33939203988,6610950.0,55075,-93.26265411,44.97274108,-93.046093132,44.888815296 1134,22946.090831325822,6620055.0,50231,-93.61063149,42.0326483,-93.600167864,42.239081682 -3783,24570.43295387519,,94543,-122.2671859,37.83734533,-122.083814,37.670588 20,12512.779935867564,6120290.0,3054,-71.46201368,42.7559169,-71.506248506,42.863742909 335,19743.98705534308,6233280.0,15473,-79.73796013,39.90231125,-79.76667548,40.078752727 813,12962.279000659602,6430800.0,60607,-87.57154819999998,41.77710113,-87.652575557,41.876835133 @@ -28095,7 +28023,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 907,17042.302803973853,6440650.0,48127,-83.08418276,42.36632625,-83.286809218,42.335519202 511,14178.613980925804,6370050.0,29920,-80.68851849,32.41694972,-80.543876506,32.381047282 686,15685.296556697049,6410199.0,44119,-81.49480803999998,41.45248502,-81.54787883999998,41.587963386 -1786,20019.37674027388,,94596,-122.2671859,37.83734533,-122.05184441,37.895552954 955,13105.117431860612,6450680.0,55919,-91.24667956,43.79500727,-91.291258461,43.681571955 1115,13682.183797765409,6610840.0,55418,-93.36222699,44.92981399,-93.240987831,45.017859417 704,14628.53143537168,6410945.0,44108,-81.43504733,41.52010167,-81.60904017599998,41.536008312 @@ -28386,7 +28313,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1275,19433.992190512272,6719168.0,72713,-94.19260596,36.16273778,-94.260700836,36.328963684 2655,26593.461711858727,6390792.0,32583,-87.23132415,30.42868157,-87.023360541,30.587168245 1212,23938.789008303847,6650420.0,57003,-96.71482021,43.53394858,-96.740230601,43.74861735 -1926,22728.512676258146,,94401,-122.39011103,37.76955199,-122.32368226,37.571697367 1545,18673.238438744844,6840458.0,80246,-104.98464091,39.86422216,-104.93193676,39.701030753 852,16803.77550267772,6431990.0,60490,-88.13470277,41.52817386,-88.14609261399998,41.679228099 281,16687.611229168448,6230049.0,18064,-75.39289492999998,40.60833203,-75.319980224,40.747977379 @@ -28742,7 +28668,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1726,22674.65347601265,6930103.0,92648,-118.18505748,33.80818798,-118.00046245,33.673994097 2529,27569.50081126191,6370375.0,29370,-82.15751591999998,34.17508199,-81.965339411,34.365650595 630,21217.68620275008,6390578.0,33147,-80.338727,25.68411601,-80.234788229,25.850918584 -1783,11446.641388614364,,94501,-122.39011103,37.76955199,-122.26020524,37.76820206 1746,14278.481298625764,6930444.0,90293,-118.37995861,34.07672384,-118.43850884,33.957589651 1806,15216.689462127171,6932595.0,93592,-117.66984746,35.64078399,-117.5246,35.7098 1953,18500.84775851287,6320180.0,21075,-76.59082596999998,39.29701965,-76.760880439,39.195599969 @@ -29070,7 +28995,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 38,15007.039588973925,6140581.0,1903,-71.06645122,42.36309733,-70.946234,42.464667 2992,30397.033867553127,6510510.0,40023,-85.75091845,38.24930049,-85.42070541799998,38.165019864 2618,29602.16580211115,6390380.0,32210,-81.44634395999998,30.25992301,-81.75388438199998,30.265838279 -1784,19222.198495659733,,94624,-122.39011103,37.76955199,-122.173603,37.748415 2224,25205.995517591666,6220435.0,7077,-74.05036189,40.71669625,-74.25907050499998,40.554701024 2556,29582.48203907508,6380480.0,30708,-84.98472599999998,34.78888306,-84.723878118,34.946634957 3537,38185.45405906752,6840290.0,80109,-104.99029685,39.72796582,-104.8961407,39.391844488 @@ -29433,7 +29357,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 3248,40299.78304041157,6670510.0,64060,-94.60850477,39.05428359,-94.36282098,39.362882971 238,15609.695909935035,6220920.0,7062,-74.45050632,40.49580607,-74.405253621,40.632074099 2951,33751.827117739864,6450295.0,54767,-91.96348995,44.62053069,-92.268693742,44.832448335 -3780,29153.167718278008,,94543,-122.39011103,37.76955199,-122.083814,37.670588 4000,33058.56727791488,6930075.0,90201,-117.84448299,33.85210501,-118.17317529,33.969249309 2895,36995.37945223469,6440021.0,49303,-85.66506798,42.97049249,-85.844135863,43.27657809 2555,43309.045142939845,6380430.0,31822,-84.98153266,32.48155261,-84.894206646,32.865032901 @@ -30046,7 +29969,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 2844,36535.59836616032,6431613.0,60088,-88.01484703,42.00344747,-87.852444629,42.309370756 2027,38629.799890425136,6130001.0,5491,-73.19512622,44.48110619,-73.285088673,44.139514479 351,23369.2532076376,6310030.0,19939,-75.14274967999998,38.77096714,-75.195708706,38.564585625 -3782,38553.17082677286,,94973,-122.2671859,37.83734533,-122.64555486,38.012894391 2034,33739.1478593751,6140428.0,1985,-71.3424543,42.64851278,-70.981998633,42.795512666 3322,42873.00496159874,6720880.0,70039,-90.80668128,29.78046788,-90.384807078,29.9001129 2253,36374.92253554542,6221235.0,7940,-74.10158345,40.98403122,-74.415144024,40.759008598 @@ -30518,7 +30440,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5642,59693.97178996552,6880110.0,89423,-119.81830887,39.53163566,-119.75408157,38.996274627 2373,43707.618180833786,6320280.0,20770,-76.661083,39.352274,-76.883045221,38.998510601 4626,62587.877150984365,6390573.0,33486,-80.21269897,25.791938,-80.114822445,26.349907673 -3781,41966.39893210908,,94521,-122.39011103,37.76955199,-121.97620442,37.957382652 2117,26572.754617237988,6210965.0,7646,-73.94160325999998,40.70035246,-74.019153253,40.932271418 5791,49181.32051627721,6932287.0,91104,-117.86558174,33.7803477,-118.12517221,34.167410782 2926,40046.5491590192,6441685.0,49895,-86.27564346,45.945067,-86.649678866,46.19412018 @@ -30736,7 +30657,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5696,73699.86052812854,6920570.0,98626,-122.6856012,45.49938015,-122.88743333,46.147271086 3207,47322.511502667,6640040.0,58477,-100.77783579,46.80712292,-100.52657447,47.196548205 4536,58722.3907853601,6380021.0,30025,-84.32098261,33.79417227,-83.712586294,33.646444118 -5789,69210.57190655115,,95173,-122.2671859,37.83734533,-121.816722,37.32711 4828,56369.39680860594,6431285.0,47967,-87.64492749,40.13737699,-86.98671225399998,40.18934822 3294,44097.61231209208,6720254.0,70774,-90.46080749,30.46596599,-90.837904435,30.239524763 2092,27387.137714483924,6210034.0,11204,-73.8914302,40.85329051,-73.985247238,40.617218522 @@ -30815,7 +30735,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4088,55219.20334807838,6210034.0,6881,-73.8914302,40.85329051,-73.356266,41.141109 5852,68052.40612659062,6933910.0,94503,-121.79335247,38.66402398,-122.2523848,38.168626704 4672,54680.7229497537,6410016.0,43356,-82.52858528999998,40.75337977,-83.052908697,40.465633654 -5987,71143.67979581785,,95032,-122.2671859,37.83734533,-121.95901878,37.245167917 5218,60290.6762246364,6660006.0,68448,-96.65363248,40.79662968,-96.028206854,40.535916836 2654,47435.10104126168,6390792.0,36580,-87.23132415,30.42868157,-87.721993959,30.477422275 4724,53478.602272427466,6419020.0,44262,-81.94399599,41.435662,-81.438034912,41.141998485 @@ -30874,7 +30793,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5593,53157.132191484816,6860235.0,86547,-109.62454829,36.09320619,-109.4478,36.5504 3587,43397.2024076828,6860210.0,85263,-112.03981001,33.48023253,-111.68556699,33.735634381 4292,50458.78951549689,6230400.0,18929,-75.36862949,39.8560423,-75.090461433,40.257070488 -5788,64889.49002113375,,95126,-122.39011103,37.76955199,-121.91521037,37.323632232 2244,39712.211719424726,6220990.0,7444,-74.76692803,41.05844899,-74.30931571,40.970515286 3332,48091.9489405978,6730055.0,73439,-97.14064956,34.18847585,-96.720805758,33.931815743 5704,52642.062154185456,6930015.0,94022,-122.4433041,37.7827268,-122.12321086,37.382638459 @@ -31396,7 +31314,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4531,93765.58811268875,6370640.0,29565,-80.34436408,33.9237528,-79.45645553699998,34.335275408 4245,77418.04172699805,6221190.0,7650,-74.62380502,40.34012701,-73.995427566,40.8466857 5736,80941.6940401591,6930113.0,90010,-117.66565869,33.56004773,-118.30066775,34.061591691 -5787,58504.24050485967,,94559,-122.39011103,37.76955199,-122.28499087,38.290031616 4010,70904.22825707032,6110430.0,4535,-70.27554305,43.65244702,-69.627164536,44.085121438 5221,89170.84996008685,6660460.0,51526,-96.62516754,40.808147,-95.850825204,41.357180753 5764,94639.04892495612,6931173.0,92629,-117.09524059,32.79292808,-117.70251478,33.476386964 @@ -32360,7 +32277,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4698,94025.55891067968,6410710.0,44875,-81.82353069,41.44936012,-82.652031034,40.879432155 4769,92692.29746738017,6421290.0,49089,-86.25030504,41.66946662,-85.23502015699998,42.016005823 7028,99725.0547828232,6530030.0,35261,-85.96883574,32.93132821,-86.704086,33.584721 -5790,84916.22326583325,,95005,-122.2671859,37.83734533,-122.08608266,37.085982363 4945,87388.08525494163,6450295.0,55955,-91.96348995,44.62053069,-92.746998004,44.070645611 6806,120590.04517037924,6430560.0,53221,-87.62177599999998,41.89676252,-87.945700602,42.955506904 6825,100745.46235672594,6431210.0,60549,-87.6048925,41.78842701,-88.74490981399998,41.486094471 @@ -32388,7 +32304,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4993,71999.99635301197,6510860.0,24245,-82.52372097999998,37.47249991,-82.48752159699998,36.82438435 6064,112793.96674260792,6160003.0,6836,-72.68071247999998,41.75433701,-73.626158,41.030061 5255,92099.50934172186,6710055.0,38343,-89.91729974,35.94306597,-88.90770247599998,35.824914713 -7790,120318.61660347263,,95652,-122.2671859,37.83734533,-121.38812534,38.670690535 7222,102239.8113401156,6660460.0,68436,-96.62516754,40.808147,-97.725359941,40.427569498 5854,94511.85377492596,6210555.0,8804,-73.97935124999998,40.6682201,-75.096474489,40.644512335 6140,108319.00928745524,6212630.0,6530,-73.97633467999998,40.73954829,-72.920315,41.297814 @@ -32721,7 +32636,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6838,101228.34675357224,6431610.0,53146,-88.33089900999998,42.07040601,-88.155489774,42.972403994 7158,121411.16899436856,6630022.0,62888,-90.41562945,38.709349,-89.241570673,38.123596463 7314,123151.97922567892,6720860.0,39456,-89.74370818,30.28701341,-88.799535217,31.040540738 -7789,130870.04730646692,,95662,-122.2671859,37.83734533,-121.22376461,38.681865674 6874,124146.09452173417,6432810.0,60632,-89.07417834999998,42.26690581,-87.706897962,41.808242456 4235,93634.6580462452,6220920.0,19492,-74.45050632,40.49580607,-75.52283173499998,40.298546179 6009,106191.4551109686,6110430.0,4841,-70.27554305,43.65244702,-69.114027803,44.108097425 @@ -32940,7 +32854,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7693,162464.25358143114,6920540.0,97478,-122.77187697,45.51092299,-122.92310026,44.052932267 7738,131702.58757954327,6930206.0,92122,-117.264076,34.04954698,-117.21301532,32.862873933 6343,125365.04955247452,6233550.0,22044,-76.71965539999998,39.94522223,-77.150680839,38.866684117 -7788,140758.68606877618,,95668,-122.39011103,37.76955199,-121.48872894,38.819992752 6507,99472.97381904384,6370030.0,28744,-82.64740346,34.51132526,-83.373686,35.17877 6116,146740.67423708225,6211025.0,14547,-78.86598437,42.90090564,-77.0724,42.8354 6072,146582.19562405607,6160450.0,1865,-72.68278784,41.75384063,-71.2548,42.5363 @@ -33242,7 +33155,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6086,133972.91186231945,6210032.0,6441,-73.94283799999998,40.84141264,-72.57616540399998,41.464539802 6963,167455.3765454023,6451030.0,53588,-88.02381699999998,43.04097801,-90.072169549,43.182312132 7887,148699.0235506675,6450680.0,50426,-91.24667956,43.79500727,-93.012273066,43.413968 -7787,124886.76817699528,,95227,-122.39011103,37.76955199,-121.06821735,38.18320077 7282,164593.0671053806,6720032.0,39482,-90.07605827,29.9552695,-89.56792488899998,31.373449843 6127,153325.07482622642,6211680.0,8078,-73.70703358,40.75318311,-75.072720526,39.851294573 6606,182354.2103739979,6390283.0,33610,-82.34394806,29.63903253,-82.391265262,27.994251023 @@ -34195,7 +34107,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7574,193087.35071683823,6850285.0,87011,-106.73515177,32.29245583,-106.3981,34.0102 6421,181719.97343942567,6341040.0,27675,-79.94237898999998,37.25200505,-78.772,35.9138 7636,167167.2379017159,6880025.0,95822,-119.78410944,39.20226006,-121.49583456,38.512057769 -9789,251595.35078900447,,93715,-122.2671859,37.83734533,-119.786928,36.736252 7577,177200.2984047639,6859147.0,81138,-106.02347815,35.61552471,-105.45428378,37.144656 6671,189377.312413018,6410016.0,48238,-82.52858528999998,40.75337977,-83.138927167,42.395747817 6673,186589.292699124,6410019.0,16645,-80.62502641,40.35581328,-78.499139629,40.798603614 @@ -34821,7 +34732,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8785,319485.2084079894,6430115.0,55931,-88.32564397,41.78603301,-91.438723662,43.515975239 9270,420620.6697639461,6710510.0,39043,-90.49839303,36.05187242,-90.00626699999998,32.282064 9683,345623.9141942955,6920003.0,99341,-122.66960023,45.54388139,-118.63298987,46.893071667 -9788,409497.1029368236,,96094,-122.39011103,37.76955199,-122.38251334,41.457803516 9773,434155.12960711,6931470.0,95324,-118.2901694,34.09812866,-120.85553537,37.405882017 8521,352932.43824244494,6370340.0,24036,-82.41312465999998,34.81613695,-79.93335299999998,37.278535 9944,369048.2546449544,6215330.0,16611,-73.76986501999998,41.02519504,-78.1001312,40.560670207 @@ -35063,7 +34973,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8121,403579.13691256905,6211595.0,3890,-73.82571331,40.7469726,-71.30550559,43.862106953 8397,417503.093833482,6340009.0,8829,-77.52606414,37.51589281,-74.89255934499998,40.667813327 9925,458800.3691876664,6740065.0,80817,-101.919048,35.19949301,-104.69437726,38.682784832 -9787,454458.9854756509,,93013,-122.39011103,37.76955199,-119.51996745,34.400349904 9317,492791.8232626224,6720880.0,36046,-90.80668128,29.78046788,-86.336349079,31.993754066 9601,284105.59162279754,6860320.0,89007,-112.48211265,34.55957439,-114.12804655,36.739592909 8165,381422.19748024846,6213990.0,2720,-73.46926181,44.70101163,-71.139037969,41.720308231 @@ -35135,7 +35044,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 9764,512468.2695017344,6931173.0,93729,-117.09524059,32.79292808,-119.771188,36.851843 9675,449486.8097067568,6911130.0,99224,-122.58141632,45.6246096,-117.48202008,47.62895252 9243,522906.5703355581,6670510.0,57015,-94.60850477,39.05428359,-96.983160845,43.408658583 -9790,508759.44077087473,,93584,-122.2671859,37.83734533,-118.138791,34.698278 9073,458758.1616372224,6540280.0,36801,-90.19988656,33.51821659,-85.393840447,32.654793891 9028,518009.3216456522,6530030.0,70033,-85.96883574,32.93132821,-90.219197,30.005108 8641,431394.2749849191,6390700.0,30648,-81.73766496999998,30.16481662,-83.065675575,33.887194881 @@ -36314,7 +36222,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 461,5497.4939557612815,6360008.0,28602,-81.3377186,35.73765109,-81.36438802899998,35.693132417 733,3337.3635641647647,6420059.0,46082,-86.15866769,39.95914244,-86.12009999999998,39.9639 1032,4897.229366447541,6530070.0,36207,-85.82318797,33.6570725,-85.770676448,33.652491777 -1785,3576.977253399021,,94702,-122.2671859,37.83734533,-122.2863659,37.865758008 1579,5790.556231416252,6860013.0,85029,-112.17955352,33.61072229,-112.11975939,33.595819302 666,3831.740326301699,6391103.0,33682,-82.42326717999998,28.06922432,-82.459393,28.056241 855,5463.324684171399,6432030.0,60914,-87.87226096,41.12119801,-87.873677165,41.170380361 @@ -36503,7 +36410,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 143,3114.2617027333567,6212655.0,10022,-73.98161989,40.73267006,-73.96574844299998,40.757983269 1779,5171.924154841645,6932116.0,94560,-121.98071944,37.55790533,-122.03062505,37.53356393 1290,9113.4803269923,6720185.0,70470,-90.11418604,30.46868504,-90.0887,30.3895 -1884,12643.000505166954,,94805,-122.2671859,37.83734533,-122.32484113,37.941685849 706,8011.658771076133,6410950.0,43202,-82.98105501,39.95245376,-83.012698977,40.020378753 1022,5724.715180129029,6521060.0,37210,-86.80626995999998,36.14620198,-86.74273798,36.143662852 982,5322.981956847325,6510440.0,40580,-84.52367203999998,38.03251698,-84.504912,38.078121 @@ -37008,7 +36914,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 708,11539.239559321704,6411100.0,43226,-83.01846931,39.99412917,-82.952072,40.084659 1120,19474.33939203988,6610950.0,55075,-93.26265411,44.97274108,-93.046093132,44.888815296 1134,22946.090831325822,6620055.0,50231,-93.61063149,42.0326483,-93.600167864,42.239081682 -3783,24570.43295387519,,94543,-122.2671859,37.83734533,-122.083814,37.670588 20,12512.779935867564,6120290.0,3054,-71.46201368,42.7559169,-71.506248506,42.863742909 335,19743.98705534308,6233280.0,15473,-79.73796013,39.90231125,-79.76667548,40.078752727 813,12962.279000659602,6430800.0,60607,-87.57154819999998,41.77710113,-87.652575557,41.876835133 @@ -37114,7 +37019,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 907,17042.302803973853,6440650.0,48127,-83.08418276,42.36632625,-83.286809218,42.335519202 511,14178.613980925804,6370050.0,29920,-80.68851849,32.41694972,-80.543876506,32.381047282 686,15685.296556697049,6410199.0,44119,-81.49480803999998,41.45248502,-81.54787883999998,41.587963386 -1786,20019.37674027388,,94596,-122.2671859,37.83734533,-122.05184441,37.895552954 955,13105.117431860612,6450680.0,55919,-91.24667956,43.79500727,-91.291258461,43.681571955 1115,13682.183797765409,6610840.0,55418,-93.36222699,44.92981399,-93.240987831,45.017859417 704,14628.53143537168,6410945.0,44108,-81.43504733,41.52010167,-81.60904017599998,41.536008312 @@ -37405,7 +37309,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1275,19433.992190512272,6719168.0,72713,-94.19260596,36.16273778,-94.260700836,36.328963684 2655,26593.461711858727,6390792.0,32583,-87.23132415,30.42868157,-87.023360541,30.587168245 1212,23938.789008303847,6650420.0,57003,-96.71482021,43.53394858,-96.740230601,43.74861735 -1926,22728.512676258146,,94401,-122.39011103,37.76955199,-122.32368226,37.571697367 1545,18673.238438744844,6840458.0,80246,-104.98464091,39.86422216,-104.93193676,39.701030753 852,16803.77550267772,6431990.0,60490,-88.13470277,41.52817386,-88.14609261399998,41.679228099 281,16687.611229168448,6230049.0,18064,-75.39289492999998,40.60833203,-75.319980224,40.747977379 @@ -37761,7 +37664,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 1726,22674.65347601265,6930103.0,92648,-118.18505748,33.80818798,-118.00046245,33.673994097 2529,27569.50081126191,6370375.0,29370,-82.15751591999998,34.17508199,-81.965339411,34.365650595 630,21217.68620275008,6390578.0,33147,-80.338727,25.68411601,-80.234788229,25.850918584 -1783,11446.641388614364,,94501,-122.39011103,37.76955199,-122.26020524,37.76820206 1746,14278.481298625764,6930444.0,90293,-118.37995861,34.07672384,-118.43850884,33.957589651 1806,15216.689462127171,6932595.0,93592,-117.66984746,35.64078399,-117.5246,35.7098 1953,18500.84775851287,6320180.0,21075,-76.59082596999998,39.29701965,-76.760880439,39.195599969 @@ -38089,7 +37991,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 38,15007.039588973925,6140581.0,1903,-71.06645122,42.36309733,-70.946234,42.464667 2992,30397.033867553127,6510510.0,40023,-85.75091845,38.24930049,-85.42070541799998,38.165019864 2618,29602.16580211115,6390380.0,32210,-81.44634395999998,30.25992301,-81.75388438199998,30.265838279 -1784,19222.198495659733,,94624,-122.39011103,37.76955199,-122.173603,37.748415 2224,25205.995517591666,6220435.0,7077,-74.05036189,40.71669625,-74.25907050499998,40.554701024 2556,29582.48203907508,6380480.0,30708,-84.98472599999998,34.78888306,-84.723878118,34.946634957 3537,38185.45405906752,6840290.0,80109,-104.99029685,39.72796582,-104.8961407,39.391844488 @@ -38452,7 +38353,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 3248,40299.78304041157,6670510.0,64060,-94.60850477,39.05428359,-94.36282098,39.362882971 238,15609.695909935035,6220920.0,7062,-74.45050632,40.49580607,-74.405253621,40.632074099 2951,33751.827117739864,6450295.0,54767,-91.96348995,44.62053069,-92.268693742,44.832448335 -3780,29153.167718278008,,94543,-122.39011103,37.76955199,-122.083814,37.670588 4000,33058.56727791488,6930075.0,90201,-117.84448299,33.85210501,-118.17317529,33.969249309 2895,36995.37945223469,6440021.0,49303,-85.66506798,42.97049249,-85.844135863,43.27657809 2555,43309.045142939845,6380430.0,31822,-84.98153266,32.48155261,-84.894206646,32.865032901 @@ -39065,7 +38965,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 2844,36535.59836616032,6431613.0,60088,-88.01484703,42.00344747,-87.852444629,42.309370756 2027,38629.799890425136,6130001.0,5491,-73.19512622,44.48110619,-73.285088673,44.139514479 351,23369.2532076376,6310030.0,19939,-75.14274967999998,38.77096714,-75.195708706,38.564585625 -3782,38553.17082677286,,94973,-122.2671859,37.83734533,-122.64555486,38.012894391 2034,33739.1478593751,6140428.0,1985,-71.3424543,42.64851278,-70.981998633,42.795512666 3322,42873.00496159874,6720880.0,70039,-90.80668128,29.78046788,-90.384807078,29.9001129 2253,36374.92253554542,6221235.0,7940,-74.10158345,40.98403122,-74.415144024,40.759008598 @@ -39537,7 +39436,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5642,59693.97178996552,6880110.0,89423,-119.81830887,39.53163566,-119.75408157,38.996274627 2373,43707.618180833786,6320280.0,20770,-76.661083,39.352274,-76.883045221,38.998510601 4626,62587.877150984365,6390573.0,33486,-80.21269897,25.791938,-80.114822445,26.349907673 -3781,41966.39893210908,,94521,-122.39011103,37.76955199,-121.97620442,37.957382652 2117,26572.754617237988,6210965.0,7646,-73.94160325999998,40.70035246,-74.019153253,40.932271418 5791,49181.32051627721,6932287.0,91104,-117.86558174,33.7803477,-118.12517221,34.167410782 2926,40046.5491590192,6441685.0,49895,-86.27564346,45.945067,-86.649678866,46.19412018 @@ -39755,7 +39653,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5696,73699.86052812854,6920570.0,98626,-122.6856012,45.49938015,-122.88743333,46.147271086 3207,47322.511502667,6640040.0,58477,-100.77783579,46.80712292,-100.52657447,47.196548205 4536,58722.3907853601,6380021.0,30025,-84.32098261,33.79417227,-83.712586294,33.646444118 -5789,69210.57190655115,,95173,-122.2671859,37.83734533,-121.816722,37.32711 4828,56369.39680860594,6431285.0,47967,-87.64492749,40.13737699,-86.98671225399998,40.18934822 3294,44097.61231209208,6720254.0,70774,-90.46080749,30.46596599,-90.837904435,30.239524763 2092,27387.137714483924,6210034.0,11204,-73.8914302,40.85329051,-73.985247238,40.617218522 @@ -39834,7 +39731,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4088,55219.20334807838,6210034.0,6881,-73.8914302,40.85329051,-73.356266,41.141109 5852,68052.40612659062,6933910.0,94503,-121.79335247,38.66402398,-122.2523848,38.168626704 4672,54680.7229497537,6410016.0,43356,-82.52858528999998,40.75337977,-83.052908697,40.465633654 -5987,71143.67979581785,,95032,-122.2671859,37.83734533,-121.95901878,37.245167917 5218,60290.6762246364,6660006.0,68448,-96.65363248,40.79662968,-96.028206854,40.535916836 2654,47435.10104126168,6390792.0,36580,-87.23132415,30.42868157,-87.721993959,30.477422275 4724,53478.602272427466,6419020.0,44262,-81.94399599,41.435662,-81.438034912,41.141998485 @@ -39893,7 +39789,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 5593,53157.132191484816,6860235.0,86547,-109.62454829,36.09320619,-109.4478,36.5504 3587,43397.2024076828,6860210.0,85263,-112.03981001,33.48023253,-111.68556699,33.735634381 4292,50458.78951549689,6230400.0,18929,-75.36862949,39.8560423,-75.090461433,40.257070488 -5788,64889.49002113375,,95126,-122.39011103,37.76955199,-121.91521037,37.323632232 2244,39712.211719424726,6220990.0,7444,-74.76692803,41.05844899,-74.30931571,40.970515286 3332,48091.9489405978,6730055.0,73439,-97.14064956,34.18847585,-96.720805758,33.931815743 5704,52642.062154185456,6930015.0,94022,-122.4433041,37.7827268,-122.12321086,37.382638459 @@ -40415,7 +40310,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4531,93765.58811268875,6370640.0,29565,-80.34436408,33.9237528,-79.45645553699998,34.335275408 4245,77418.04172699805,6221190.0,7650,-74.62380502,40.34012701,-73.995427566,40.8466857 5736,80941.6940401591,6930113.0,90010,-117.66565869,33.56004773,-118.30066775,34.061591691 -5787,58504.24050485967,,94559,-122.39011103,37.76955199,-122.28499087,38.290031616 4010,70904.22825707032,6110430.0,4535,-70.27554305,43.65244702,-69.627164536,44.085121438 5221,89170.84996008685,6660460.0,51526,-96.62516754,40.808147,-95.850825204,41.357180753 5764,94639.04892495612,6931173.0,92629,-117.09524059,32.79292808,-117.70251478,33.476386964 @@ -41379,7 +41273,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4698,94025.55891067968,6410710.0,44875,-81.82353069,41.44936012,-82.652031034,40.879432155 4769,92692.29746738017,6421290.0,49089,-86.25030504,41.66946662,-85.23502015699998,42.016005823 7028,99725.0547828232,6530030.0,35261,-85.96883574,32.93132821,-86.704086,33.584721 -5790,84916.22326583325,,95005,-122.2671859,37.83734533,-122.08608266,37.085982363 4945,87388.08525494163,6450295.0,55955,-91.96348995,44.62053069,-92.746998004,44.070645611 6806,120590.04517037924,6430560.0,53221,-87.62177599999998,41.89676252,-87.945700602,42.955506904 6825,100745.46235672594,6431210.0,60549,-87.6048925,41.78842701,-88.74490981399998,41.486094471 @@ -41407,7 +41300,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 4993,71999.99635301197,6510860.0,24245,-82.52372097999998,37.47249991,-82.48752159699998,36.82438435 6064,112793.96674260792,6160003.0,6836,-72.68071247999998,41.75433701,-73.626158,41.030061 5255,92099.50934172186,6710055.0,38343,-89.91729974,35.94306597,-88.90770247599998,35.824914713 -7790,120318.61660347263,,95652,-122.2671859,37.83734533,-121.38812534,38.670690535 7222,102239.8113401156,6660460.0,68436,-96.62516754,40.808147,-97.725359941,40.427569498 5854,94511.85377492596,6210555.0,8804,-73.97935124999998,40.6682201,-75.096474489,40.644512335 6140,108319.00928745524,6212630.0,6530,-73.97633467999998,40.73954829,-72.920315,41.297814 @@ -41740,7 +41632,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6838,101228.34675357224,6431610.0,53146,-88.33089900999998,42.07040601,-88.155489774,42.972403994 7158,121411.16899436856,6630022.0,62888,-90.41562945,38.709349,-89.241570673,38.123596463 7314,123151.97922567892,6720860.0,39456,-89.74370818,30.28701341,-88.799535217,31.040540738 -7789,130870.04730646692,,95662,-122.2671859,37.83734533,-121.22376461,38.681865674 6874,124146.09452173417,6432810.0,60632,-89.07417834999998,42.26690581,-87.706897962,41.808242456 4235,93634.6580462452,6220920.0,19492,-74.45050632,40.49580607,-75.52283173499998,40.298546179 6009,106191.4551109686,6110430.0,4841,-70.27554305,43.65244702,-69.114027803,44.108097425 @@ -41959,7 +41850,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7693,162464.25358143114,6920540.0,97478,-122.77187697,45.51092299,-122.92310026,44.052932267 7738,131702.58757954327,6930206.0,92122,-117.264076,34.04954698,-117.21301532,32.862873933 6343,125365.04955247452,6233550.0,22044,-76.71965539999998,39.94522223,-77.150680839,38.866684117 -7788,140758.68606877618,,95668,-122.39011103,37.76955199,-121.48872894,38.819992752 6507,99472.97381904384,6370030.0,28744,-82.64740346,34.51132526,-83.373686,35.17877 6116,146740.67423708225,6211025.0,14547,-78.86598437,42.90090564,-77.0724,42.8354 6072,146582.19562405607,6160450.0,1865,-72.68278784,41.75384063,-71.2548,42.5363 @@ -42261,7 +42151,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 6086,133972.91186231945,6210032.0,6441,-73.94283799999998,40.84141264,-72.57616540399998,41.464539802 6963,167455.3765454023,6451030.0,53588,-88.02381699999998,43.04097801,-90.072169549,43.182312132 7887,148699.0235506675,6450680.0,50426,-91.24667956,43.79500727,-93.012273066,43.413968 -7787,124886.76817699528,,95227,-122.39011103,37.76955199,-121.06821735,38.18320077 7282,164593.0671053806,6720032.0,39482,-90.07605827,29.9552695,-89.56792488899998,31.373449843 6127,153325.07482622642,6211680.0,8078,-73.70703358,40.75318311,-75.072720526,39.851294573 6606,182354.2103739979,6390283.0,33610,-82.34394806,29.63903253,-82.391265262,27.994251023 @@ -43214,7 +43103,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 7574,193087.35071683823,6850285.0,87011,-106.73515177,32.29245583,-106.3981,34.0102 6421,181719.97343942567,6341040.0,27675,-79.94237898999998,37.25200505,-78.772,35.9138 7636,167167.2379017159,6880025.0,95822,-119.78410944,39.20226006,-121.49583456,38.512057769 -9789,251595.35078900447,,93715,-122.2671859,37.83734533,-119.786928,36.736252 7577,177200.2984047639,6859147.0,81138,-106.02347815,35.61552471,-105.45428378,37.144656 6671,189377.312413018,6410016.0,48238,-82.52858528999998,40.75337977,-83.138927167,42.395747817 6673,186589.292699124,6410019.0,16645,-80.62502641,40.35581328,-78.499139629,40.798603614 @@ -43840,7 +43728,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8785,319485.2084079894,6430115.0,55931,-88.32564397,41.78603301,-91.438723662,43.515975239 9270,420620.6697639461,6710510.0,39043,-90.49839303,36.05187242,-90.00626699999998,32.282064 9683,345623.9141942955,6920003.0,99341,-122.66960023,45.54388139,-118.63298987,46.893071667 -9788,409497.1029368236,,96094,-122.39011103,37.76955199,-122.38251334,41.457803516 9773,434155.12960711,6931470.0,95324,-118.2901694,34.09812866,-120.85553537,37.405882017 8521,352932.43824244494,6370340.0,24036,-82.41312465999998,34.81613695,-79.93335299999998,37.278535 9944,369048.2546449544,6215330.0,16611,-73.76986501999998,41.02519504,-78.1001312,40.560670207 @@ -44082,7 +43969,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 8121,403579.13691256905,6211595.0,3890,-73.82571331,40.7469726,-71.30550559,43.862106953 8397,417503.093833482,6340009.0,8829,-77.52606414,37.51589281,-74.89255934499998,40.667813327 9925,458800.3691876664,6740065.0,80817,-101.919048,35.19949301,-104.69437726,38.682784832 -9787,454458.9854756509,,93013,-122.39011103,37.76955199,-119.51996745,34.400349904 9317,492791.8232626224,6720880.0,36046,-90.80668128,29.78046788,-86.336349079,31.993754066 9601,284105.59162279754,6860320.0,89007,-112.48211265,34.55957439,-114.12804655,36.739592909 8165,381422.19748024846,6213990.0,2720,-73.46926181,44.70101163,-71.139037969,41.720308231 @@ -44154,7 +44040,6 @@ SAMPLE_ID,DIST_M,AHA_ID,ZIP,dest_lon,dest_lat,origin_lon,origin_lat 9764,512468.2695017344,6931173.0,93729,-117.09524059,32.79292808,-119.771188,36.851843 9675,449486.8097067568,6911130.0,99224,-122.58141632,45.6246096,-117.48202008,47.62895252 9243,522906.5703355581,6670510.0,57015,-94.60850477,39.05428359,-96.983160845,43.408658583 -9790,508759.44077087473,,93584,-122.2671859,37.83734533,-118.138791,34.698278 9073,458758.1616372224,6540280.0,36801,-90.19988656,33.51821659,-85.393840447,32.654793891 9028,518009.3216456522,6530030.0,70033,-85.96883574,32.93132821,-90.219197,30.005108 8641,431394.2749849191,6390700.0,30648,-81.73766496999998,30.16481662,-83.065675575,33.887194881 From 74960aba69ad6a165c0d8d4c1e5b0eca9e969c82 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Tue, 31 Oct 2023 12:29:37 -0400 Subject: [PATCH 18/24] add steps for pushing dockerhub --- readme.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/readme.md b/readme.md index 2181019..c77f5bf 100644 --- a/readme.md +++ b/readme.md @@ -20,6 +20,13 @@ docker build -t routing_app:0.1 . docker run -p 5006:5006 routing_app:0.1 ``` +push to docker hub +```bash +docker build --platform=linux/amd64 -t routing_app:1.3 . +docker tag routing_app:1.3 happybeetles/routing_app +docker push happybeetles/routing_app +``` + ## backend 1. 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--allow-websocket-origin=199.94.60.108:5006 testing_app.ipynb ``` -## Docker deployment +## How to run using docker + +### build and run the docker image ```bash docker build -t routing_app:0.1 . docker run -p 5006:5006 routing_app:0.1 ``` +### build and push the docker image to docker hub + push to docker hub + ```bash docker build --platform=linux/amd64 -t routing_app:1.3 . docker tag routing_app:1.3 happybeetles/routing_app docker push happybeetles/routing_app ``` -## backend +## About the backend 1. Download the planet.osm.pbf file from [here](https://download.bbbike.org/osm/planet/) 2. follow the instruction [here](https://github.com/Project-OSRM/osrm-backend) @@ -41,20 +50,39 @@ wget https://download.bbbike.org/osm/planet/planet-latest.osm.pbf ```bash # it may take a while # sudo docker run -t -v "${PWD}:/data" ghcr.io/project-osrm/osrm-backend osrm-extract -p /opt/car.lua /data/planet-latest.osm.pbf || echo "osrm-extract failed" +``` + +## Deployment in openshift + +1. Deploy the backend first, you can do it using the Openshift web portal to deploy the backend from [this Github repo](https://github.com/wybert/routing_app_service). +2. Please find the backend service ip address in the Openshift web portal, and update the backend service ip address in the `routing_app.py` file. change the following line in the `routing_app.py` file. + +```python + +# create a router object +router = OSRMRouter(mode="driving", + base_url="http://:5000" + ) ``` -use the this url for openshift deployment +3. Build the Docker image and push it to the docker hub. You can use the following command to build the docker image. ```bash -routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org +docker build --platform=linux/amd64 -t routing_app:1.3 . +docker tag routing_app:1.3 happybeetles/routing_app +docker push happybeetles/routing_app ``` -## Tips +You need to login to your own docker hub account before you can push the image to the docker hub. My docker hub account is `happybeetles`, you need to change it to your own docker hub account. + +4. Deploy the frontend using the Openshift web portal from the Docker image you just pushed to the docker hub. For Openshift setting, you need use this url `routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org` for the frontend service -Create a biger swap file, please refer to [here](https://webapp.chatgpt4google.com/s/MTk2Njgw) +5. Once done, visit the frontend service url `routing-ui-gis-data-science-big-data-projects-at-cga.apps.shift.nerc.mghpcc.org`, you should be able to see the frontend. + +## Tips +If you don't have enough memory, you may need to create a swap file. Create a biger swap file, please refer to [here](https://webapp.chatgpt4google.com/s/MTk2Njgw) -## To do -- [ ] add the backend \ No newline at end of file +## To do \ No newline at end of file From b30482719c12fb082fd783cd291d49e7457af0a8 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Thu, 7 Mar 2024 16:36:52 -0500 Subject: [PATCH 20/24] Update .gitignore and MAPBOX_KEY in routing_app.py --- .gitignore | 1 + routing_app.ipynb | 697 ---------------------------------------------- routing_app.py | 4 +- 3 files changed, 3 insertions(+), 699 deletions(-) delete mode 100644 routing_app.ipynb diff --git a/.gitignore b/.gitignore index 001b90b..a4e774f 100644 --- a/.gitignore +++ b/.gitignore @@ -4,3 +4,4 @@ example_georouting.ipynb arc_layer.html arc_layer.json test.py +.ipynb_checkpoints/routing_app-checkpoint.ipynb diff --git a/routing_app.ipynb b/routing_app.ipynb deleted file mode 100644 index 3d6d1c8..0000000 --- a/routing_app.ipynb +++ /dev/null @@ -1,697 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@3.7.2/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@8.6.7/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@8.6.7/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@3.1.7/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@3.1.7/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@3.1.7/dist/dist.min', 'mapbox-gl': 'https://cdn.jsdelivr.net/npm/mapbox-gl@2.6.1/dist/mapbox-gl.min', 'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}, 'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"h3\"], function(h3) {\n\twindow.h3 = h3\n\ton_load()\n })\n require([\"deck-gl\"], function(deck) {\n\twindow.deck = deck\n\ton_load()\n })\n require([\"deck-json\"], function() {\n\ton_load()\n })\n require([\"loader-csv\"], function() {\n\ton_load()\n })\n require([\"loader-json\"], function() {\n\ton_load()\n })\n require([\"loader-tiles\"], function() {\n\ton_load()\n })\n require([\"mapbox-gl\"], function(mapboxgl) {\n\twindow.mapboxgl = mapboxgl\n\ton_load()\n })\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 16;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window['deck'] !== undefined) && (!(window['deck'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/h3-js@3.7.2/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/deck.gl@8.6.7/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@deck.gl/json@8.6.7/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/csv@3.1.7/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/json@3.1.7/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/3d-tiles@3.1.7/dist/dist.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['mapboxgl'] !== undefined) && (!(window['mapboxgl'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/h3-js@3.7.2/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/deck.gl@8.6.7/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@deck.gl/json@8.6.7/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/csv@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/json@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/3d-tiles@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\".mapboxgl-map{font:12px/20px Helvetica Neue,Arial,Helvetica,sans-serif;overflow:hidden;position:relative;-webkit-tap-highlight-color:rgba(0,0,0,0)}.mapboxgl-canvas{position:absolute;left:0;top:0}.mapboxgl-map:-webkit-full-screen{width:100%;height:100%}.mapboxgl-canary{background-color:salmon}.mapboxgl-canvas-container.mapboxgl-interactive,.mapboxgl-ctrl-group button.mapboxgl-ctrl-compass{cursor:grab;-webkit-user-select:none;user-select:none}.mapboxgl-canvas-container.mapboxgl-interactive.mapboxgl-track-pointer{cursor:pointer}.mapboxgl-canvas-container.mapboxgl-interactive:active,.mapboxgl-ctrl-group button.mapboxgl-ctrl-compass:active{cursor:grabbing}.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate,.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate .mapboxgl-canvas{touch-action:pan-x pan-y}.mapboxgl-canvas-container.mapboxgl-touch-drag-pan,.mapboxgl-canvas-container.mapboxgl-touch-drag-pan .mapboxgl-canvas{touch-action:pinch-zoom}.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate.mapboxgl-touch-drag-pan,.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate.mapboxgl-touch-drag-pan .mapboxgl-canvas{touch-action:none}.mapboxgl-ctrl-bottom-left,.mapboxgl-ctrl-bottom-right,.mapboxgl-ctrl-top-left,.mapboxgl-ctrl-top-right{position:absolute;pointer-events:none;z-index:2}.mapboxgl-ctrl-top-left{top:0;left:0}.mapboxgl-ctrl-top-right{top:0;right:0}.mapboxgl-ctrl-bottom-left{bottom:0;left:0}.mapboxgl-ctrl-bottom-right{right:0;bottom:0}.mapboxgl-ctrl{clear:both;pointer-events:auto;transform:translate(0)}.mapboxgl-ctrl-top-left .mapboxgl-ctrl{margin:10px 0 0 10px;float:left}.mapboxgl-ctrl-top-right .mapboxgl-ctrl{margin:10px 10px 0 0;float:right}.mapboxgl-ctrl-bottom-left .mapboxgl-ctrl{margin:0 0 10px 10px;float:left}.mapboxgl-ctrl-bottom-right .mapboxgl-ctrl{margin:0 10px 10px 0;float:right}.mapboxgl-ctrl-group{border-radius:4px;background:#fff}.mapboxgl-ctrl-group:not(:empty){box-shadow:0 0 0 2px rgba(0,0,0,.1)}@media (-ms-high-contrast:active){.mapboxgl-ctrl-group:not(:empty){box-shadow:0 0 0 2px ButtonText}}.mapboxgl-ctrl-group button{width:29px;height:29px;display:block;padding:0;outline:none;border:0;box-sizing:border-box;background-color:transparent;cursor:pointer;overflow:hidden}.mapboxgl-ctrl-group button+button{border-top:1px solid #ddd}.mapboxgl-ctrl button .mapboxgl-ctrl-icon{display:block;width:100%;height:100%;background-repeat:no-repeat;background-position:50%}@media (-ms-high-contrast:active){.mapboxgl-ctrl-icon{background-color:transparent}.mapboxgl-ctrl-group button+button{border-top:1px solid ButtonText}}.mapboxgl-ctrl-attrib-button:focus,.mapboxgl-ctrl-group button:focus{box-shadow:0 0 2px 2px #0096ff}.mapboxgl-ctrl button:disabled{cursor:not-allowed}.mapboxgl-ctrl button:disabled .mapboxgl-ctrl-icon{opacity:.25}.mapboxgl-ctrl button:not(:disabled):hover{background-color:rgba(0,0,0,.05)}.mapboxgl-ctrl-group button:focus:focus-visible{box-shadow:0 0 2px 2px #0096ff}.mapboxgl-ctrl-group button:focus:not(:focus-visible){box-shadow:none}.mapboxgl-ctrl-group button:focus:first-child{border-radius:4px 4px 0 0}.mapboxgl-ctrl-group button:focus:last-child{border-radius:0 0 4px 4px}.mapboxgl-ctrl-group button:focus:only-child{border-radius:inherit}.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-out .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M10 13c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h9c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-9z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-in .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M14.5 8.5c-.75 0-1.5.75-1.5 1.5v3h-3c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h3v3c0 .75.75 1.5 1.5 1.5S16 19.75 16 19v-3h3c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-3v-3c0-.75-.75-1.5-1.5-1.5z'/%3E %3C/svg%3E\\\")}@media (-ms-high-contrast:active){.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-out .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M10 13c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h9c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-9z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-in .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M14.5 8.5c-.75 0-1.5.75-1.5 1.5v3h-3c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h3v3c0 .75.75 1.5 1.5 1.5S16 19.75 16 19v-3h3c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-3v-3c0-.75-.75-1.5-1.5-1.5z'/%3E %3C/svg%3E\\\")}}@media (-ms-high-contrast:black-on-white){.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-out .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23000'%3E %3Cpath d='M10 13c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h9c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-9z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-zoom-in .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23000'%3E %3Cpath d='M14.5 8.5c-.75 0-1.5.75-1.5 1.5v3h-3c-.75 0-1.5.75-1.5 1.5S9.25 16 10 16h3v3c0 .75.75 1.5 1.5 1.5S16 19.75 16 19v-3h3c.75 0 1.5-.75 1.5-1.5S19.75 13 19 13h-3v-3c0-.75-.75-1.5-1.5-1.5z'/%3E %3C/svg%3E\\\")}}.mapboxgl-ctrl button.mapboxgl-ctrl-fullscreen .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M24 16v5.5c0 1.75-.75 2.5-2.5 2.5H16v-1l3-1.5-4-5.5 1-1 5.5 4 1.5-3h1zM6 16l1.5 3 5.5-4 1 1-4 5.5 3 1.5v1H7.5C5.75 24 5 23.25 5 21.5V16h1zm7-11v1l-3 1.5 4 5.5-1 1-5.5-4L6 13H5V7.5C5 5.75 5.75 5 7.5 5H13zm11 2.5c0-1.75-.75-2.5-2.5-2.5H16v1l3 1.5-4 5.5 1 1 5.5-4 1.5 3h1V7.5z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-shrink .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg'%3E %3Cpath d='M18.5 16c-1.75 0-2.5.75-2.5 2.5V24h1l1.5-3 5.5 4 1-1-4-5.5 3-1.5v-1h-5.5zM13 18.5c0-1.75-.75-2.5-2.5-2.5H5v1l3 1.5L4 24l1 1 5.5-4 1.5 3h1v-5.5zm3-8c0 1.75.75 2.5 2.5 2.5H24v-1l-3-1.5L25 5l-1-1-5.5 4L17 5h-1v5.5zM10.5 13c1.75 0 2.5-.75 2.5-2.5V5h-1l-1.5 3L5 4 4 5l4 5.5L5 12v1h5.5z'/%3E 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button.mapboxgl-ctrl-geolocate:disabled .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23aaa'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' fill='red'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 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viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2' display='none'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-background-error .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23e54e33'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2' display='none'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-waiting .mapboxgl-ctrl-icon{animation:mapboxgl-spin 2s linear infinite}@media (-ms-high-contrast:active){.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate:disabled .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23999'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' fill='red'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active-error .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23e58978'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-background .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 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Source location in red; Destination location in green\"}\n", - " r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT)\n", - "\n", - " MAPBOX_KEY = \"pk.eyJ1IjoicGFuZWxvcmciLCJhIjoiY2s1enA3ejhyMWhmZjNobjM1NXhtbWRrMyJ9.B_frQsAVepGIe-HiOJeqvQ\"\n", - " import json\n", - " json_spec = json.loads(r.to_json())\n", - " deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, \n", - " # sizing_mode='stretch_width',\n", - " # height=600\n", - " )\n", - "\n", - "\n", - " from io import StringIO\n", - " sio = StringIO()\n", - " df.to_csv(sio)\n", - " sio.seek(0)\n", - " download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', \n", - " # sizing_mode='stretch_width'\n", - " )\n", - " results_desc = pn.pane.Markdown(\"\"\"\n", - " ## 3. Downlaod the result\n", - " \n", - " \"\"\")\n", - " table_download_view = pn.Column(results_desc,\"Preview of the result. It only show the first 3 rows at most.\",final_table,download_view)\n", - " \n", - " yield table_download_view\n", - "\n", - "\n", - "run = pn.widgets.Button(name=\"Press to run the calculation\")\n", - "\n", - "run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run))\n", - "\n", - " \n", - "# pn.Column(button,tqdm)\n", - "# table_download_view = pn.bind(table_download, button.param.value)\n", - "# run_and_download = pn.Column(button,tqdm,table_download_view)\n", - "run_and_download" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "# from tqdm.asyncio import tqdm\n", - "\n", - "# with tqdm(range(9)) as pbar:\n", - "# async for i in pbar:\n", - "# if i == 2:\n", - " # break" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# import gevent\n", - "\n", - "# def foo():\n", - "# print('Running in foo')\n", - "# gevent.sleep(0)\n", - "# print('Explicit context switch to foo again')\n", - "\n", - "# def bar():\n", - "# print('Explicit context to bar')\n", - "# gevent.sleep(0)\n", - "# print('Implicit context switch back to bar')\n", - "\n", - "# temp = gevent.joinall([\n", - "# gevent.spawn(foo),\n", - "# gevent.spawn(bar),\n", - "# ])" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6ea5d47eeb4049f787b1bd3a3b3f3ed3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "BokehModel(combine_events=True, render_bundle={'docs_json': {'8cf5aaf2-5ab1-4095-a17f-10081457411f': {'version…" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "intro = pn.pane.Markdown(\"\"\"\n", - " \n", - "This app calculates distance and duration between two points using a `CSV` input with longitude and latitude columns for both start and end points. See the sample data below or download the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) ( the [sample CSV](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) includes comparison columns like the results from Google, which are not required). Ensure you select the right columns for origin and destination in the app. The output is a CSV with added `distance (m)` and `duration (s)` columns.\n", - "\n", - "\n", - "\"\"\", \n", - "sizing_mode='stretch_width'\n", - ")\n", - "intro" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "contribute = pn.pane.Markdown(\"\"\"\n", - "Please cite [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) if you use this app for your research. This app is built with [OSRM](http://project-osrm.org/), [Panel](https://panel.holoviz.org/), [Georouting](https://github.com/wybert/georouting) and [Pydeck.gl](https://pydeck.gl/). It hosted in [New England Research Cloud (NERC)](https://nerc.mghpcc.org/). The road network data is from [OpenStreetMap](https://www.openstreetmap.org/). We use Multi-Level Dijkstra (MLD) algorithm to find the route. For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., for more detail please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023. \n", - "\n", - "This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. \n", - "\n", - "\"\"\", \n", - "sizing_mode='stretch_width'\n", - ")\n", - "contribute" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c513c7ed03ab4ef0a1967deaf2560acc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "BokehModel(combine_events=True, render_bundle={'docs_json': {'8a8bd16c-019a-4fc7-8920-e226e9e36997': {'version…" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "app = pn.Column(\n", - " intro,\n", - " data_upload_view,\n", - " run_and_download,\n", - " contribute\n", - " )\n", - "app" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# app.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.holoviews_exec.v0+json": "", - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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Download the planet.osm.pbf file from [here](https://download.bbbike.org/osm/planet/) 2. follow the instruction [here](https://github.com/Project-OSRM/osrm-backend) @@ -46,7 +50,6 @@ wget https://download.bbbike.org/osm/planet/planet-latest.osm.pbf ``` - ```bash # it may take a while # sudo docker run -t -v "${PWD}:/data" ghcr.io/project-osrm/osrm-backend osrm-extract -p /opt/car.lua /data/planet-latest.osm.pbf || echo "osrm-extract failed" @@ -55,7 +58,7 @@ wget https://download.bbbike.org/osm/planet/planet-latest.osm.pbf ## Deployment in openshift 1. Deploy the backend first, you can do it using the Openshift web portal to deploy the backend from [this Github repo](https://github.com/wybert/routing_app_service). -2. Please find the backend service ip address in the Openshift web portal, and update the backend service ip address in the `routing_app.py` file. change the following line in the `routing_app.py` file. +2. Please find the backend service ip address in the Openshift web portal by click on the pod's name, and update the backend service ip address in the `routing_app.py` file. change the following line in the `routing_app.py` file. ```python @@ -85,4 +88,4 @@ You need to login to your own docker hub account before you can push the image t If you don't have enough memory, you may need to create a swap file. Create a biger swap file, please refer to [here](https://webapp.chatgpt4google.com/s/MTk2Njgw) -## To do \ No newline at end of file +## To do From df32ac0873d97ff5a4e11bbaed5f52079021d647 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Thu, 6 Jun 2024 10:04:24 -0400 Subject: [PATCH 23/24] Update readme.md --- readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/readme.md b/readme.md index 210be88..9aa2272 100644 --- a/readme.md +++ b/readme.md @@ -14,7 +14,7 @@ conda env create --file environment.yml ```bash conda activate routing_app # panel serve testing_app.ipynb -panel serve --port 5006 testing_app.ipynb +panel serve --port 5006 routing_app.py ``` ## How to run using docker From d05d91140777981a0fe56dcd1802e7de8ade3c85 Mon Sep 17 00:00:00 2001 From: Xiaokang Fu <1072534112@qq.com> Date: Fri, 14 Jun 2024 15:42:41 -0400 Subject: [PATCH 24/24] add url --- requirements.txt | 172 +++++++++++++++++++++++++++++++++++++++++++++++ routing_app.py | 6 +- 2 files changed, 175 insertions(+), 3 deletions(-) create mode 100644 requirements.txt diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..9b63c78 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,172 @@ +affine @ file:///home/conda/feedstock_root/build_artifacts/affine_1674245120525/work +ansible==8.5.0 +ansible-core==2.15.5 +anyio @ file:///home/conda/feedstock_root/build_artifacts/anyio_1717693030552/work +appnope @ file:///home/conda/feedstock_root/build_artifacts/appnope_1707233003401/work +argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1692818318753/work +argon2-cffi-bindings @ file:///Users/runner/miniforge3/conda-bld/argon2-cffi-bindings_1695386618041/work +arrow @ file:///home/conda/feedstock_root/build_artifacts/arrow_1696128962909/work +asttokens==2.4.1 +async-lru @ file:///home/conda/feedstock_root/build_artifacts/async-lru_1690563019058/work +attrs @ 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@ file:///home/conda/feedstock_root/build_artifacts/urllib3_1708239446578/work +wcwidth==0.2.13 +webcolors @ file:///home/conda/feedstock_root/build_artifacts/webcolors_1717667289718/work +webencodings @ file:///home/conda/feedstock_root/build_artifacts/webencodings_1694681268211/work +websocket-client @ file:///home/conda/feedstock_root/build_artifacts/websocket-client_1713923384721/work +widgetsnbextension @ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1716891659446/work +xyzservices @ file:///home/conda/feedstock_root/build_artifacts/xyzservices_1717752109663/work +zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1718013267051/work diff --git a/routing_app.py b/routing_app.py index 4183917..efa45a1 100644 --- a/routing_app.py +++ b/routing_app.py @@ -53,7 +53,7 @@ def load_csv(data):
  • dest_lat
  • for origin and destination longitude and latitude respectively.

    -

    a sample can be found here

    +

    a sample can be found here

    """), position="right") # html_tooltip = """

    The input CSV must have at least 4 columns named origin_lon, origin_lat, dest_lon, dest_lat for origin and destination longitude and latitude respectively, a sample can be found here

    @@ -71,7 +71,7 @@ def load_csv(data): tqdm = Tqdm(width=300) # create a router object router = OSRMRouter(mode="driving", - base_url="http://172.30.232.152:5000" + # base_url="http://172.30.232.152:5000" ) def calculate_distance(run): @@ -227,7 +227,7 @@ def calculate_distance(run): ) -contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [X.F.](https://gis.harvard.edu/people/xiaokang-fu) and [D.K.](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA.    ✉️ Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions. +contribute_contacts = pn.Row(pn.pane.Markdown("""©️ This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Jain](https://gis.harvard.edu/people/devika-kakkar) from Harvard CGA.    ✉️ Please contact [Harvard CGA](mailto:kakkar@fas.harvard.edu) for any questions. """), # pn.layout.Spacer(), align='start', # height=15,