├── Dockerfile
├── README.md
├── app.py
├── docker-compose.yml
├── poetry.lock
├── pyproject.toml
├── src
    ├── model.py
    └── utils.py
├── static
    ├── css
    │   ├── ol3-sidebar.css
    │   └── ol3-sidebar.min.css
    └── js
    │   ├── main.js
    │   ├── ol3-sidebar.js
    │   └── ol3-sidebar.min.js
└── template
    └── map.html


/Dockerfile:
--------------------------------------------------------------------------------
 1 | FROM python:3.8-slim-buster
 2 | LABEL maintainer="csaybar -- Copernicus Master in Digital Earth (CDE)"
 3 | 
 4 | # Global ARG
 5 | ARG YOUR_ENV
 6 | ENV YOUR_ENV=${YOUR_ENV} \
 7 |   PYTHONFAULTHANDLER=1 \
 8 |   PYTHONUNBUFFERED=1 \
 9 |   PYTHONHASHSEED=random \
10 |   PIP_NO_CACHE_DIR=off \
11 |   PIP_DISABLE_PIP_VERSION_CHECK=on \
12 |   PIP_DEFAULT_TIMEOUT=100 \
13 |   POETRY_VERSION=1.0.0
14 | 
15 | # Install Python3-dev
16 | RUN apt-get update && apt-get install -y python3-dev build-essential
17 | 
18 | # Install poetry
19 | RUN pip install poetry==$POETRY_VERSION
20 | 
21 | # Copy all files
22 | COPY . .
23 | 
24 | # Init the project
25 | RUN poetry config virtualenvs.create false \
26 |   && poetry install $(test "$YOUR_ENV" == production && echo "--no-dev") --no-interaction --no-ansi
27 | 
28 | EXPOSE 80
29 | 
30 | CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "80"]
31 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | <h1 align="center">
 2 |   <br>
 3 |       <img src=https://user-images.githubusercontent.com/16768318/116000659-73986280-a5f1-11eb-90bf-cd87ba525deb.png width=65%>
 4 |   <br>
 5 |       ee-fastapi: Flood Detection System
 6 |   <br>
 7 | </h1>
 8 | 
 9 | 
10 | A **ee-fastapi** is a simple [FastAPI](https://fastapi.tiangolo.com/) web application for performing flood detection using Google Earth Engine in the backend. The module [src/model.py](src/model.py) was adapted and translated to Python from [Radar-based Flood Mapping](https://www.un-spider.org/advisory-support/recommended-practices/recommended-practice-radar-based-flood-mapping). If you want to cite the methodology, takes a look at the bibliography available [here](https://www.un-spider.org/advisory-support/recommended-practices/recommended-practice-flood-mapping/in-detail).
11 | 
12 | 
13 | ### Installation
14 | 
15 | 1. Install [Docker Compose](https://docs.docker.com/compose/install/)
16 | 
17 | 2. Install the [EarthEngine Python API](https://developers.google.com/earth-engine/guides/python_install). You must have an active Earth Engine account (the credentials are copied to the app through [volumes](https://docs.docker.com/storage/volumes/))
18 | 
19 | 3. Run the command
20 | 
21 |   ```
22 |   docker-compose up
23 |   ```
24 | 
25 | and point your browser to
26 | 
27 |   ```
28 |   0.0.0.0:80
29 |   ```
30 | to start work
31 | 
32 | 
33 | ### Functionality
34 | 
35 | **ee-fastapi** use ready-to-use data freely available in the [Earth Engine Data Catalog](https://developers.google.com/earth-engine/datasets). **ee-fastapi** use the following public dataset:
36 | 
37 | - [**Sentinel-1 GRD: C-band Synthetic Aperture Radar**](https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S1_GRD): A composite after and before the flood. Main resource.
38 | - [**MERIT DEM: Multi-Error-Removed Improved-Terrain DEM**](https://developers.google.com/earth-engine/datasets/catalog/MERIT_DEM_v1_0_3): To avoid areas with high slope. 
39 | - [**JRC Global Surface Water Metadata, v.1.2**](https://developers.google.com/earth-engine/datasets/catalog/JRC_GSW1_2_Metadata): To avoid water body areas.
40 | 
41 | <h1 align="center">
42 |   <br>
43 |       <img src=https://user-images.githubusercontent.com/16768318/116002085-48654180-a5f8-11eb-9c7b-458503a6c344.png width=65%>        
44 |   <br>
45 | </h1>
46 | 
47 | 
48 | Flood range dates, a hand-selected ROI, and the flood threshold are sent from the front-end to the back-end using [fetch](https://github.com/csaybar/ee-fastapi/blob/43f25d171a5bb17171d64de15af2d4170ca43c12/static/js/main.js#L158). The users control the response through two buttons: **display** and **download**. The display button will attach XYZ map tile resources with the results to the OpenLayer map. These tiles are obtained after running the model and the [ee.data.getMapId](https://developers.google.com/earth-engine/apidocs/ee-data-getmapid) method. On the other hand, the download button will download the flood area in a GeoPackage vector format.
49 | 
50 | <h1 align="center">
51 |   <br>
52 |       <img src=https://user-images.githubusercontent.com/16768318/116000403-544d0580-a5f0-11eb-8e77-fa8e5e6e46a2.gif width=75%>        
53 |   <br>
54 | </h1>
55 | 
56 | ### Design decisions
57 | 
58 | #### Why OpenLayer?
59 | 
60 | It was my first project using OpenLayer, and I can say that I did not miss Leaflet at all!. In my opinion, OpenLayers has much more advantages
61 | over Leaflet. Here are some reasons from the point of view of a novice Web GIS user:
62 | 
63 | - OpenLayer counts with a complex API. There is no reason to load external plugins for simple tasks like in Leaflet.
64 | - Great documentation and thousand of examples.
65 | - Better map projection support
66 | - I found the OpenLayer API more intuitive.
67 | 
68 | #### Why Google Earth Engine?
69 | 
70 | Google Earth Engine has everything: tons of publicly available datasets, a great well-documented API, and high-performance computing.
71 | 
72 | #### Why fetch?
73 | 
74 | Fetch API does not need to be installed as a dependency. It utilizes a modern JS syntax and is based on promise rather than callbacks.
75 | 
76 | 
77 | ### Student personal information
78 | 
79 | - **Name**: Cesar Luis Aybar Camacho
80 | - **Program**: Copernicus Master in Digital Earth – CDE
81 | - **Student ID**: s1078735
82 | - **Course**: Geo-application Development
83 | 


--------------------------------------------------------------------------------
/app.py:
--------------------------------------------------------------------------------
  1 | from fastapi import FastAPI, Request, Form
  2 | from fastapi.middleware.cors import CORSMiddleware
  3 | from fastapi.templating import Jinja2Templates
  4 | from fastapi.staticfiles import StaticFiles
  5 | 
  6 | from src.utils import searching_all_files, raster_to_vector
  7 | from src.model import db_creator, flood_estimation, display
  8 | from zipfile import ZipFile
  9 | import geopandas as gpd
 10 | import uvicorn
 11 | import ee, os, time
 12 | 
 13 | # from src.utils import load_credentials
 14 | 
 15 | # Init Earth Engine
 16 | # load_credentials() -> useful to deploy with heroku
 17 | ee.Initialize()
 18 | 
 19 | app = FastAPI()
 20 | 
 21 | origins = [
 22 |     "http://localhost",
 23 |     "http://localhost:8000"
 24 |     "http://localhost:8080",
 25 |     "http://127.0.0.1",
 26 |     "http://0.0.0.0",
 27 |     "http://0.0.0.0:80",
 28 |     "http://127.0.0.1:8000",
 29 |     "http://127.0.0.1:8080"
 30 | ]
 31 | app.add_middleware(
 32 |     CORSMiddleware,
 33 |     allow_origins=origins,
 34 |     allow_credentials=True,
 35 |     allow_methods=["*"],
 36 |     allow_headers=["*"],
 37 | )
 38 | 
 39 | # mount static folder in the app
 40 | app.mount("/static", StaticFiles(directory="static"), name="static") 
 41 | app.mount("/output", StaticFiles(directory="output"), name="output") 
 42 | 
 43 | # Load html templates
 44 | templates = Jinja2Templates(directory="template")
 45 | 
 46 | # display map
 47 | @app.get("/")
 48 | async def map(request: Request):
 49 |     return templates.TemplateResponse("map.html", {"request": request})
 50 | 
 51 | @app.post("/flood_download")
 52 | async def flood_model(request: Request):
 53 |     # request parameters
 54 |     request_params = await request.json()
 55 |     
 56 |     # get parameters
 57 |     xmin, ymin, xmax, ymax = [float(x) for x in request_params["bbox"].split(",")]
 58 |     init_start = request_params["init_start"]
 59 |     init_last = request_params["init_last"]
 60 |     flood_start = request_params["flood_start"]
 61 |     flood_last = request_params["flood_last"]
 62 |     flood_threshold = float(request_params["flood_threshold"])
 63 |     
 64 |     # 1. Create geometry
 65 |     ee_rectangle = ee.Geometry.Rectangle(xmin, ymin, xmax, ymax)
 66 |     
 67 |     # 2. Create range dates
 68 |     base_period = (init_start, init_last)
 69 |     flood_period = (flood_start, flood_last)
 70 |     
 71 |     # 3. Run the flood model    
 72 |     dict_db = db_creator(base_period, flood_period, ee_rectangle)
 73 |     flood_added = flood_estimation(dict_db, difference_threshold=flood_threshold)
 74 |             
 75 |     # 4. Create GeoJSON
 76 |     geo_file_geojson = 'output/flood_area_%s.gpkg' % (time.strftime("%Y%m%d%H%M%S", time.gmtime()))
 77 |     final_flood_area = raster_to_vector(flood_added["flood_results"], ee_rectangle)
 78 |     final_flood_area_gpd = gpd.GeoDataFrame.from_features(final_flood_area["features"])
 79 |     final_flood_area_gpd[final_flood_area_gpd.label == 1].to_file(geo_file_geojson, driver="GPKG")    
 80 |     print(geo_file_geojson)
 81 |     return geo_file_geojson
 82 | 
 83 | # model 
 84 | @app.post("/flood_display")
 85 | async def flood_model(request: Request):
 86 |     # 1. request parameters
 87 |     request_params = await request.json()
 88 |     
 89 |     # 2. get parameters
 90 |     xmin, ymin, xmax, ymax = [float(x) for x in request_params["bbox"].split(",")]
 91 |     init_start = request_params["init_start"]
 92 |     init_last = request_params["init_last"]
 93 |     flood_start = request_params["flood_start"]
 94 |     flood_last = request_params["flood_last"]
 95 |     flood_threshold = float(request_params["flood_threshold"])
 96 |     
 97 |     # 3. Create geometry
 98 |     ee_rectangle = ee.Geometry.Rectangle(xmin, ymin, xmax, ymax)
 99 |     
100 |     # 4. Create range dates
101 |     base_period = (init_start, init_last)
102 |     flood_period = (flood_start, flood_last)
103 |     
104 |     # 5. Run the flood model    
105 |     dict_db = db_creator(base_period, flood_period, ee_rectangle)
106 |     flood_added = flood_estimation(dict_db, difference_threshold=flood_threshold)    
107 |     
108 |     # 6. Upload gee tileid
109 |     tileids = display(flood_added)
110 |     
111 |     return tileids
112 | 
113 | if __name__ == "__main__":
114 |     uvicorn.run(app, host="0.0.0.0", port=80)


--------------------------------------------------------------------------------
/docker-compose.yml:
--------------------------------------------------------------------------------
 1 | version: '3.5'
 2 | 
 3 | services:
 4 |   app:
 5 |     container_name: flood-fastapi
 6 |     image: flood/fastapi
 7 |     build:
 8 |       context: .
 9 |       dockerfile: Dockerfile
10 |     ports:
11 |       - "80:80"
12 |     volumes:
13 |       - $HOME/.config/earthengine:/root/.config/earthengine/
14 |       


--------------------------------------------------------------------------------
/poetry.lock:
--------------------------------------------------------------------------------
   1 | [[package]]
   2 | name = "aiofiles"
   3 | version = "0.6.0"
   4 | description = "File support for asyncio."
   5 | category = "main"
   6 | optional = false
   7 | python-versions = "*"
   8 | 
   9 | [[package]]
  10 | name = "arrow"
  11 | version = "1.0.3"
  12 | description = "Better dates & times for Python"
  13 | category = "main"
  14 | optional = false
  15 | python-versions = ">=3.6"
  16 | 
  17 | [package.dependencies]
  18 | python-dateutil = ">=2.7.0"
  19 | 
  20 | [[package]]
  21 | name = "atomicwrites"
  22 | version = "1.4.0"
  23 | description = "Atomic file writes."
  24 | category = "dev"
  25 | optional = false
  26 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
  27 | 
  28 | [[package]]
  29 | name = "attrs"
  30 | version = "20.3.0"
  31 | description = "Classes Without Boilerplate"
  32 | category = "main"
  33 | optional = false
  34 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
  35 | 
  36 | [package.extras]
  37 | dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
  38 | docs = ["furo", "sphinx", "zope.interface"]
  39 | tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
  40 | tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
  41 | 
  42 | [[package]]
  43 | name = "cachetools"
  44 | version = "4.2.1"
  45 | description = "Extensible memoizing collections and decorators"
  46 | category = "main"
  47 | optional = false
  48 | python-versions = "~=3.5"
  49 | 
  50 | [[package]]
  51 | name = "certifi"
  52 | version = "2020.12.5"
  53 | description = "Python package for providing Mozilla's CA Bundle."
  54 | category = "main"
  55 | optional = false
  56 | python-versions = "*"
  57 | 
  58 | [[package]]
  59 | name = "cffi"
  60 | version = "1.14.5"
  61 | description = "Foreign Function Interface for Python calling C code."
  62 | category = "main"
  63 | optional = false
  64 | python-versions = "*"
  65 | 
  66 | [package.dependencies]
  67 | pycparser = "*"
  68 | 
  69 | [[package]]
  70 | name = "chardet"
  71 | version = "4.0.0"
  72 | description = "Universal encoding detector for Python 2 and 3"
  73 | category = "main"
  74 | optional = false
  75 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
  76 | 
  77 | [[package]]
  78 | name = "click"
  79 | version = "7.1.2"
  80 | description = "Composable command line interface toolkit"
  81 | category = "main"
  82 | optional = false
  83 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
  84 | 
  85 | [[package]]
  86 | name = "click-plugins"
  87 | version = "1.1.1"
  88 | description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
  89 | category = "main"
  90 | optional = false
  91 | python-versions = "*"
  92 | 
  93 | [package.dependencies]
  94 | click = ">=4.0"
  95 | 
  96 | [package.extras]
  97 | dev = ["pytest (>=3.6)", "pytest-cov", "wheel", "coveralls"]
  98 | 
  99 | [[package]]
 100 | name = "cligj"
 101 | version = "0.7.1"
 102 | description = "Click params for commmand line interfaces to GeoJSON"
 103 | category = "main"
 104 | optional = false
 105 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, <4"
 106 | 
 107 | [package.dependencies]
 108 | click = ">=4.0,<8"
 109 | 
 110 | [package.extras]
 111 | test = ["pytest-cov"]
 112 | 
 113 | [[package]]
 114 | name = "colorama"
 115 | version = "0.4.4"
 116 | description = "Cross-platform colored terminal text."
 117 | category = "dev"
 118 | optional = false
 119 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 120 | 
 121 | [[package]]
 122 | name = "earthengine-api"
 123 | version = "0.1.262"
 124 | description = "Earth Engine Python API"
 125 | category = "main"
 126 | optional = false
 127 | python-versions = "*"
 128 | 
 129 | [package.dependencies]
 130 | future = "*"
 131 | google-api-python-client = ">=1.12.1,<2"
 132 | google-auth = ">=1.4.1"
 133 | google-auth-httplib2 = ">=0.0.3"
 134 | google-cloud-storage = "*"
 135 | httplib2 = ">=0.9.2,<1dev"
 136 | httplib2shim = "*"
 137 | six = "*"
 138 | 
 139 | [[package]]
 140 | name = "fastapi"
 141 | version = "0.63.0"
 142 | description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 143 | category = "main"
 144 | optional = false
 145 | python-versions = ">=3.6"
 146 | 
 147 | [package.dependencies]
 148 | pydantic = ">=1.0.0,<2.0.0"
 149 | starlette = "0.13.6"
 150 | 
 151 | [package.extras]
 152 | all = ["requests (>=2.24.0,<3.0.0)", "aiofiles (>=0.5.0,<0.6.0)", "jinja2 (>=2.11.2,<3.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "itsdangerous (>=1.1.0,<2.0.0)", "pyyaml (>=5.3.1,<6.0.0)", "graphene (>=2.1.8,<3.0.0)", "ujson (>=3.0.0,<4.0.0)", "orjson (>=3.2.1,<4.0.0)", "email_validator (>=1.1.1,<2.0.0)", "uvicorn[standard] (>=0.12.0,<0.14.0)", "async_exit_stack (>=1.0.1,<2.0.0)", "async_generator (>=1.10,<2.0.0)"]
 153 | dev = ["python-jose[cryptography] (>=3.1.0,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "uvicorn[standard] (>=0.12.0,<0.14.0)", "graphene (>=2.1.8,<3.0.0)"]
 154 | doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=6.1.4,<7.0.0)", "markdown-include (>=0.5.1,<0.6.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.2.0)", "typer-cli (>=0.0.9,<0.0.10)", "pyyaml (>=5.3.1,<6.0.0)"]
 155 | test = ["pytest (==5.4.3)", "pytest-cov (==2.10.0)", "pytest-asyncio (>=0.14.0,<0.15.0)", "mypy (==0.790)", "flake8 (>=3.8.3,<4.0.0)", "black (==20.8b1)", "isort (>=5.0.6,<6.0.0)", "requests (>=2.24.0,<3.0.0)", "httpx (>=0.14.0,<0.15.0)", "email_validator (>=1.1.1,<2.0.0)", "sqlalchemy (>=1.3.18,<2.0.0)", "peewee (>=3.13.3,<4.0.0)", "databases[sqlite] (>=0.3.2,<0.4.0)", "orjson (>=3.2.1,<4.0.0)", "async_exit_stack (>=1.0.1,<2.0.0)", "async_generator (>=1.10,<2.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "aiofiles (>=0.5.0,<0.6.0)", "flask (>=1.1.2,<2.0.0)"]
 156 | 
 157 | [[package]]
 158 | name = "fiona"
 159 | version = "1.8.19"
 160 | description = "Fiona reads and writes spatial data files"
 161 | category = "main"
 162 | optional = false
 163 | python-versions = "*"
 164 | 
 165 | [package.dependencies]
 166 | attrs = ">=17"
 167 | certifi = "*"
 168 | click = ">=4.0,<8"
 169 | click-plugins = ">=1.0"
 170 | cligj = ">=0.5"
 171 | munch = "*"
 172 | six = ">=1.7"
 173 | 
 174 | [package.extras]
 175 | all = ["pytest (>=3)", "pytest-cov", "shapely", "boto3 (>=1.2.4)", "mock"]
 176 | calc = ["shapely"]
 177 | s3 = ["boto3 (>=1.2.4)"]
 178 | test = ["pytest (>=3)", "pytest-cov", "boto3 (>=1.2.4)", "mock"]
 179 | 
 180 | [[package]]
 181 | name = "future"
 182 | version = "0.18.2"
 183 | description = "Clean single-source support for Python 3 and 2"
 184 | category = "main"
 185 | optional = false
 186 | python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 187 | 
 188 | [[package]]
 189 | name = "geopandas"
 190 | version = "0.9.0"
 191 | description = "Geographic pandas extensions"
 192 | category = "main"
 193 | optional = false
 194 | python-versions = ">=3.6"
 195 | 
 196 | [package.dependencies]
 197 | fiona = ">=1.8"
 198 | pandas = ">=0.24.0"
 199 | pyproj = ">=2.2.0"
 200 | shapely = ">=1.6"
 201 | 
 202 | [[package]]
 203 | name = "google-api-core"
 204 | version = "1.26.3"
 205 | description = "Google API client core library"
 206 | category = "main"
 207 | optional = false
 208 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 209 | 
 210 | [package.dependencies]
 211 | google-auth = ">=1.21.1,<2.0dev"
 212 | googleapis-common-protos = ">=1.6.0,<2.0dev"
 213 | packaging = ">=14.3"
 214 | protobuf = ">=3.12.0"
 215 | pytz = "*"
 216 | requests = ">=2.18.0,<3.0.0dev"
 217 | six = ">=1.13.0"
 218 | 
 219 | [package.extras]
 220 | grpc = ["grpcio (>=1.29.0,<2.0dev)"]
 221 | grpcgcp = ["grpcio-gcp (>=0.2.2)"]
 222 | grpcio-gcp = ["grpcio-gcp (>=0.2.2)"]
 223 | 
 224 | [[package]]
 225 | name = "google-api-python-client"
 226 | version = "1.12.8"
 227 | description = "Google API Client Library for Python"
 228 | category = "main"
 229 | optional = false
 230 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
 231 | 
 232 | [package.dependencies]
 233 | google-api-core = ">=1.21.0,<2dev"
 234 | google-auth = ">=1.16.0"
 235 | google-auth-httplib2 = ">=0.0.3"
 236 | httplib2 = ">=0.15.0,<1dev"
 237 | six = ">=1.13.0,<2dev"
 238 | uritemplate = ">=3.0.0,<4dev"
 239 | 
 240 | [[package]]
 241 | name = "google-auth"
 242 | version = "1.29.0"
 243 | description = "Google Authentication Library"
 244 | category = "main"
 245 | optional = false
 246 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 247 | 
 248 | [package.dependencies]
 249 | cachetools = ">=2.0.0,<5.0"
 250 | pyasn1-modules = ">=0.2.1"
 251 | rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
 252 | six = ">=1.9.0"
 253 | 
 254 | [package.extras]
 255 | aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
 256 | pyopenssl = ["pyopenssl (>=20.0.0)"]
 257 | reauth = ["pyu2f (>=0.1.5)"]
 258 | 
 259 | [[package]]
 260 | name = "google-auth-httplib2"
 261 | version = "0.1.0"
 262 | description = "Google Authentication Library: httplib2 transport"
 263 | category = "main"
 264 | optional = false
 265 | python-versions = "*"
 266 | 
 267 | [package.dependencies]
 268 | google-auth = "*"
 269 | httplib2 = ">=0.15.0"
 270 | six = "*"
 271 | 
 272 | [[package]]
 273 | name = "google-cloud-core"
 274 | version = "1.6.0"
 275 | description = "Google Cloud API client core library"
 276 | category = "main"
 277 | optional = false
 278 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 279 | 
 280 | [package.dependencies]
 281 | google-api-core = ">=1.21.0,<2.0.0dev"
 282 | google-auth = ">=1.24.0,<2.0dev"
 283 | six = ">=1.12.0"
 284 | 
 285 | [package.extras]
 286 | grpc = ["grpcio (>=1.8.2,<2.0dev)"]
 287 | 
 288 | [[package]]
 289 | name = "google-cloud-storage"
 290 | version = "1.37.1"
 291 | description = "Google Cloud Storage API client library"
 292 | category = "main"
 293 | optional = false
 294 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 295 | 
 296 | [package.dependencies]
 297 | google-auth = ">=1.11.0,<2.0dev"
 298 | google-cloud-core = ">=1.4.1,<2.0dev"
 299 | google-resumable-media = ">=1.2.0,<2.0dev"
 300 | requests = ">=2.18.0,<3.0.0dev"
 301 | 
 302 | [[package]]
 303 | name = "google-crc32c"
 304 | version = "1.1.2"
 305 | description = "A python wrapper of the C library 'Google CRC32C'"
 306 | category = "main"
 307 | optional = false
 308 | python-versions = ">=3.6"
 309 | 
 310 | [package.dependencies]
 311 | cffi = ">=1.0.0"
 312 | 
 313 | [package.extras]
 314 | testing = ["pytest"]
 315 | 
 316 | [[package]]
 317 | name = "google-resumable-media"
 318 | version = "1.2.0"
 319 | description = "Utilities for Google Media Downloads and Resumable Uploads"
 320 | category = "main"
 321 | optional = false
 322 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 323 | 
 324 | [package.dependencies]
 325 | google-crc32c = {version = ">=1.0,<2.0dev", markers = "python_version >= \"3.5\""}
 326 | six = "*"
 327 | 
 328 | [package.extras]
 329 | aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
 330 | requests = ["requests (>=2.18.0,<3.0.0dev)"]
 331 | 
 332 | [[package]]
 333 | name = "googleapis-common-protos"
 334 | version = "1.53.0"
 335 | description = "Common protobufs used in Google APIs"
 336 | category = "main"
 337 | optional = false
 338 | python-versions = ">=3.6"
 339 | 
 340 | [package.dependencies]
 341 | protobuf = ">=3.12.0"
 342 | 
 343 | [package.extras]
 344 | grpc = ["grpcio (>=1.0.0)"]
 345 | 
 346 | [[package]]
 347 | name = "h11"
 348 | version = "0.12.0"
 349 | description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 350 | category = "main"
 351 | optional = false
 352 | python-versions = ">=3.6"
 353 | 
 354 | [[package]]
 355 | name = "httplib2"
 356 | version = "0.19.1"
 357 | description = "A comprehensive HTTP client library."
 358 | category = "main"
 359 | optional = false
 360 | python-versions = "*"
 361 | 
 362 | [package.dependencies]
 363 | pyparsing = ">=2.4.2,<3"
 364 | 
 365 | [[package]]
 366 | name = "httplib2shim"
 367 | version = "0.0.3"
 368 | description = "A wrapper over urllib3 that matches httplib2's interface"
 369 | category = "main"
 370 | optional = false
 371 | python-versions = "*"
 372 | 
 373 | [package.dependencies]
 374 | certifi = "*"
 375 | httplib2 = "*"
 376 | six = "*"
 377 | urllib3 = "*"
 378 | 
 379 | [[package]]
 380 | name = "idna"
 381 | version = "2.10"
 382 | description = "Internationalized Domain Names in Applications (IDNA)"
 383 | category = "main"
 384 | optional = false
 385 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 386 | 
 387 | [[package]]
 388 | name = "jinja2"
 389 | version = "2.11.3"
 390 | description = "A very fast and expressive template engine."
 391 | category = "main"
 392 | optional = false
 393 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 394 | 
 395 | [package.dependencies]
 396 | MarkupSafe = ">=0.23"
 397 | 
 398 | [package.extras]
 399 | i18n = ["Babel (>=0.8)"]
 400 | 
 401 | [[package]]
 402 | name = "jinja2-time"
 403 | version = "0.2.0"
 404 | description = "Jinja2 Extension for Dates and Times"
 405 | category = "main"
 406 | optional = false
 407 | python-versions = "*"
 408 | 
 409 | [package.dependencies]
 410 | arrow = "*"
 411 | jinja2 = "*"
 412 | 
 413 | [[package]]
 414 | name = "markupsafe"
 415 | version = "1.1.1"
 416 | description = "Safely add untrusted strings to HTML/XML markup."
 417 | category = "main"
 418 | optional = false
 419 | python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
 420 | 
 421 | [[package]]
 422 | name = "more-itertools"
 423 | version = "8.7.0"
 424 | description = "More routines for operating on iterables, beyond itertools"
 425 | category = "dev"
 426 | optional = false
 427 | python-versions = ">=3.5"
 428 | 
 429 | [[package]]
 430 | name = "munch"
 431 | version = "2.5.0"
 432 | description = "A dot-accessible dictionary (a la JavaScript objects)"
 433 | category = "main"
 434 | optional = false
 435 | python-versions = "*"
 436 | 
 437 | [package.dependencies]
 438 | six = "*"
 439 | 
 440 | [package.extras]
 441 | testing = ["pytest", "coverage", "astroid (>=1.5.3,<1.6.0)", "pylint (>=1.7.2,<1.8.0)", "astroid (>=2.0)", "pylint (>=2.3.1,<2.4.0)"]
 442 | yaml = ["PyYAML (>=5.1.0)"]
 443 | 
 444 | [[package]]
 445 | name = "numpy"
 446 | version = "1.20.2"
 447 | description = "NumPy is the fundamental package for array computing with Python."
 448 | category = "main"
 449 | optional = false
 450 | python-versions = ">=3.7"
 451 | 
 452 | [[package]]
 453 | name = "packaging"
 454 | version = "20.9"
 455 | description = "Core utilities for Python packages"
 456 | category = "main"
 457 | optional = false
 458 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 459 | 
 460 | [package.dependencies]
 461 | pyparsing = ">=2.0.2"
 462 | 
 463 | [[package]]
 464 | name = "pandas"
 465 | version = "1.2.4"
 466 | description = "Powerful data structures for data analysis, time series, and statistics"
 467 | category = "main"
 468 | optional = false
 469 | python-versions = ">=3.7.1"
 470 | 
 471 | [package.dependencies]
 472 | numpy = ">=1.16.5"
 473 | python-dateutil = ">=2.7.3"
 474 | pytz = ">=2017.3"
 475 | 
 476 | [package.extras]
 477 | test = ["pytest (>=5.0.1)", "pytest-xdist", "hypothesis (>=3.58)"]
 478 | 
 479 | [[package]]
 480 | name = "pluggy"
 481 | version = "0.13.1"
 482 | description = "plugin and hook calling mechanisms for python"
 483 | category = "dev"
 484 | optional = false
 485 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 486 | 
 487 | [package.extras]
 488 | dev = ["pre-commit", "tox"]
 489 | 
 490 | [[package]]
 491 | name = "protobuf"
 492 | version = "3.15.8"
 493 | description = "Protocol Buffers"
 494 | category = "main"
 495 | optional = false
 496 | python-versions = "*"
 497 | 
 498 | [package.dependencies]
 499 | six = ">=1.9"
 500 | 
 501 | [[package]]
 502 | name = "py"
 503 | version = "1.10.0"
 504 | description = "library with cross-python path, ini-parsing, io, code, log facilities"
 505 | category = "dev"
 506 | optional = false
 507 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 508 | 
 509 | [[package]]
 510 | name = "pyasn1"
 511 | version = "0.4.8"
 512 | description = "ASN.1 types and codecs"
 513 | category = "main"
 514 | optional = false
 515 | python-versions = "*"
 516 | 
 517 | [[package]]
 518 | name = "pyasn1-modules"
 519 | version = "0.2.8"
 520 | description = "A collection of ASN.1-based protocols modules."
 521 | category = "main"
 522 | optional = false
 523 | python-versions = "*"
 524 | 
 525 | [package.dependencies]
 526 | pyasn1 = ">=0.4.6,<0.5.0"
 527 | 
 528 | [[package]]
 529 | name = "pycparser"
 530 | version = "2.20"
 531 | description = "C parser in Python"
 532 | category = "main"
 533 | optional = false
 534 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 535 | 
 536 | [[package]]
 537 | name = "pydantic"
 538 | version = "1.8.1"
 539 | description = "Data validation and settings management using python 3.6 type hinting"
 540 | category = "main"
 541 | optional = false
 542 | python-versions = ">=3.6.1"
 543 | 
 544 | [package.dependencies]
 545 | typing-extensions = ">=3.7.4.3"
 546 | 
 547 | [package.extras]
 548 | dotenv = ["python-dotenv (>=0.10.4)"]
 549 | email = ["email-validator (>=1.0.3)"]
 550 | 
 551 | [[package]]
 552 | name = "pyparsing"
 553 | version = "2.4.7"
 554 | description = "Python parsing module"
 555 | category = "main"
 556 | optional = false
 557 | python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 558 | 
 559 | [[package]]
 560 | name = "pyproj"
 561 | version = "3.0.1"
 562 | description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
 563 | category = "main"
 564 | optional = false
 565 | python-versions = ">=3.6"
 566 | 
 567 | [package.dependencies]
 568 | certifi = "*"
 569 | 
 570 | [[package]]
 571 | name = "pytest"
 572 | version = "5.4.3"
 573 | description = "pytest: simple powerful testing with Python"
 574 | category = "dev"
 575 | optional = false
 576 | python-versions = ">=3.5"
 577 | 
 578 | [package.dependencies]
 579 | atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 580 | attrs = ">=17.4.0"
 581 | colorama = {version = "*", markers = "sys_platform == \"win32\""}
 582 | more-itertools = ">=4.0.0"
 583 | packaging = "*"
 584 | pluggy = ">=0.12,<1.0"
 585 | py = ">=1.5.0"
 586 | wcwidth = "*"
 587 | 
 588 | [package.extras]
 589 | checkqa-mypy = ["mypy (==v0.761)"]
 590 | testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
 591 | 
 592 | [[package]]
 593 | name = "python-dateutil"
 594 | version = "2.8.1"
 595 | description = "Extensions to the standard Python datetime module"
 596 | category = "main"
 597 | optional = false
 598 | python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 599 | 
 600 | [package.dependencies]
 601 | six = ">=1.5"
 602 | 
 603 | [[package]]
 604 | name = "python-multipart"
 605 | version = "0.0.5"
 606 | description = "A streaming multipart parser for Python"
 607 | category = "main"
 608 | optional = false
 609 | python-versions = "*"
 610 | 
 611 | [package.dependencies]
 612 | six = ">=1.4.0"
 613 | 
 614 | [[package]]
 615 | name = "pytz"
 616 | version = "2021.1"
 617 | description = "World timezone definitions, modern and historical"
 618 | category = "main"
 619 | optional = false
 620 | python-versions = "*"
 621 | 
 622 | [[package]]
 623 | name = "requests"
 624 | version = "2.25.1"
 625 | description = "Python HTTP for Humans."
 626 | category = "main"
 627 | optional = false
 628 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 629 | 
 630 | [package.dependencies]
 631 | certifi = ">=2017.4.17"
 632 | chardet = ">=3.0.2,<5"
 633 | idna = ">=2.5,<3"
 634 | urllib3 = ">=1.21.1,<1.27"
 635 | 
 636 | [package.extras]
 637 | security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 638 | socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
 639 | 
 640 | [[package]]
 641 | name = "rsa"
 642 | version = "4.7.2"
 643 | description = "Pure-Python RSA implementation"
 644 | category = "main"
 645 | optional = false
 646 | python-versions = ">=3.5, <4"
 647 | 
 648 | [package.dependencies]
 649 | pyasn1 = ">=0.1.3"
 650 | 
 651 | [[package]]
 652 | name = "shapely"
 653 | version = "1.7.1"
 654 | description = "Geometric objects, predicates, and operations"
 655 | category = "main"
 656 | optional = false
 657 | python-versions = "*"
 658 | 
 659 | [package.extras]
 660 | all = ["numpy", "pytest", "pytest-cov"]
 661 | test = ["pytest", "pytest-cov"]
 662 | vectorized = ["numpy"]
 663 | 
 664 | [[package]]
 665 | name = "six"
 666 | version = "1.15.0"
 667 | description = "Python 2 and 3 compatibility utilities"
 668 | category = "main"
 669 | optional = false
 670 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 671 | 
 672 | [[package]]
 673 | name = "starlette"
 674 | version = "0.13.6"
 675 | description = "The little ASGI library that shines."
 676 | category = "main"
 677 | optional = false
 678 | python-versions = ">=3.6"
 679 | 
 680 | [package.extras]
 681 | full = ["aiofiles", "graphene", "itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests", "ujson"]
 682 | 
 683 | [[package]]
 684 | name = "typing-extensions"
 685 | version = "3.7.4.3"
 686 | description = "Backported and Experimental Type Hints for Python 3.5+"
 687 | category = "main"
 688 | optional = false
 689 | python-versions = "*"
 690 | 
 691 | [[package]]
 692 | name = "uritemplate"
 693 | version = "3.0.1"
 694 | description = "URI templates"
 695 | category = "main"
 696 | optional = false
 697 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 698 | 
 699 | [[package]]
 700 | name = "urllib3"
 701 | version = "1.26.4"
 702 | description = "HTTP library with thread-safe connection pooling, file post, and more."
 703 | category = "main"
 704 | optional = false
 705 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 706 | 
 707 | [package.extras]
 708 | secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 709 | socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 710 | brotli = ["brotlipy (>=0.6.0)"]
 711 | 
 712 | [[package]]
 713 | name = "uvicorn"
 714 | version = "0.13.4"
 715 | description = "The lightning-fast ASGI server."
 716 | category = "main"
 717 | optional = false
 718 | python-versions = "*"
 719 | 
 720 | [package.dependencies]
 721 | click = ">=7.0.0,<8.0.0"
 722 | h11 = ">=0.8"
 723 | 
 724 | [package.extras]
 725 | standard = ["websockets (>=8.0.0,<9.0.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "httptools (>=0.1.0,<0.2.0)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
 726 | 
 727 | [[package]]
 728 | name = "wcwidth"
 729 | version = "0.2.5"
 730 | description = "Measures the displayed width of unicode strings in a terminal"
 731 | category = "dev"
 732 | optional = false
 733 | python-versions = "*"
 734 | 
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1155 |     {file = "pyproj-3.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9b845510255f9580d7e226dd3321a51c468cefb7be24e46415caf67caa4287c4"},
1156 |     {file = "pyproj-3.0.1-cp39-cp39-manylinux2010_i686.whl", hash = "sha256:7ae8e7052f18fde1884574da449010e94fa205ad27aeeaa34a097f49a1ed6a2b"},
1157 |     {file = "pyproj-3.0.1-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:a3805e026a5547be205a5e322c08e3069f0a48c63bbd53dbc7a8e3499bc66d58"},
1158 |     {file = "pyproj-3.0.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:1be7d54900eb7e2d1e637319080b3a047c70d1fb2f3c12d3400c0fa8a90cf440"},
1159 |     {file = "pyproj-3.0.1-cp39-cp39-win32.whl", hash = "sha256:09bead60769e69b592e8cb3ac51b5215f75e9bb9c213ce575031961deb48d6da"},
1160 |     {file = "pyproj-3.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:a3a8ab19232bf4f4bb2590536538881b7bd0c07df23e0c2a792402ca2476c197"},
1161 |     {file = "pyproj-3.0.1.tar.gz", hash = "sha256:bfbac35490dd17f706700673506eeb8170f8a2a63fb5878171d4e6eef242d141"},
1162 | ]
1163 | pytest = [
1164 |     {file = "pytest-5.4.3-py3-none-any.whl", hash = "sha256:5c0db86b698e8f170ba4582a492248919255fcd4c79b1ee64ace34301fb589a1"},
1165 |     {file = "pytest-5.4.3.tar.gz", hash = "sha256:7979331bfcba207414f5e1263b5a0f8f521d0f457318836a7355531ed1a4c7d8"},
1166 | ]
1167 | python-dateutil = [
1168 |     {file = "python-dateutil-2.8.1.tar.gz", hash = "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c"},
1169 |     {file = "python_dateutil-2.8.1-py2.py3-none-any.whl", hash = "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"},
1170 | ]
1171 | python-multipart = [
1172 |     {file = "python-multipart-0.0.5.tar.gz", hash = "sha256:f7bb5f611fc600d15fa47b3974c8aa16e93724513b49b5f95c81e6624c83fa43"},
1173 | ]
1174 | pytz = [
1175 |     {file = "pytz-2021.1-py2.py3-none-any.whl", hash = "sha256:eb10ce3e7736052ed3623d49975ce333bcd712c7bb19a58b9e2089d4057d0798"},
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1177 | ]
1178 | requests = [
1179 |     {file = "requests-2.25.1-py2.py3-none-any.whl", hash = "sha256:c210084e36a42ae6b9219e00e48287def368a26d03a048ddad7bfee44f75871e"},
1180 |     {file = "requests-2.25.1.tar.gz", hash = "sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804"},
1181 | ]
1182 | rsa = [
1183 |     {file = "rsa-4.7.2-py3-none-any.whl", hash = "sha256:78f9a9bf4e7be0c5ded4583326e7461e3a3c5aae24073648b4bdfa797d78c9d2"},
1184 |     {file = "rsa-4.7.2.tar.gz", hash = "sha256:9d689e6ca1b3038bc82bf8d23e944b6b6037bc02301a574935b2dd946e0353b9"},
1185 | ]
1186 | shapely = [
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1197 |     {file = "Shapely-1.7.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:182716ffb500d114b5d1b75d7fd9d14b7d3414cef3c38c0490534cc9ce20981a"},
1198 |     {file = "Shapely-1.7.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:4f3c59f6dbf86a9fc293546de492f5e07344e045f9333f3a753f2dda903c45d1"},
1199 |     {file = "Shapely-1.7.1-cp37-cp37m-win32.whl", hash = "sha256:6871acba8fbe744efa4f9f34e726d070bfbf9bffb356a8f6d64557846324232b"},
1200 |     {file = "Shapely-1.7.1-cp37-cp37m-win_amd64.whl", hash = "sha256:35be1c5d869966569d3dfd4ec31832d7c780e9df760e1fe52131105685941891"},
1201 |     {file = "Shapely-1.7.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:052eb5b9ba756808a7825e8a8020fb146ec489dd5c919e7d139014775411e688"},
1202 |     {file = "Shapely-1.7.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:90a3e2ae0d6d7d50ff2370ba168fbd416a53e7d8448410758c5d6a5920646c1d"},
1203 |     {file = "Shapely-1.7.1-cp38-cp38-win32.whl", hash = "sha256:a3774516c8a83abfd1ddffb8b6ec1b0935d7fe6ea0ff5c31a18bfdae567b4eba"},
1204 |     {file = "Shapely-1.7.1-cp38-cp38-win_amd64.whl", hash = "sha256:6593026cd3f5daaea12bcc51ae5c979318070fefee210e7990cb8ac2364e79a1"},
1205 |     {file = "Shapely-1.7.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:617bf046a6861d7c6b44d2d9cb9e2311548638e684c2cd071d8945f24a926263"},
1206 |     {file = "Shapely-1.7.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:b40cc7bb089ae4aa9ddba1db900b4cd1bce3925d2a4b5837b639e49de054784f"},
1207 |     {file = "Shapely-1.7.1-cp39-cp39-win32.whl", hash = "sha256:2df5260d0f2983309776cb41bfa85c464ec07018d88c0ecfca23d40bfadae2f1"},
1208 |     {file = "Shapely-1.7.1-cp39-cp39-win_amd64.whl", hash = "sha256:a5c3a50d823c192f32615a2a6920e8c046b09e07a58eba220407335a9cd2e8ea"},
1209 |     {file = "Shapely-1.7.1.tar.gz", hash = "sha256:1641724c1055459a7e2b8bbe47ba25bdc89554582e62aec23cb3f3ca25f9b129"},
1210 | ]
1211 | six = [
1212 |     {file = "six-1.15.0-py2.py3-none-any.whl", hash = "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"},
1213 |     {file = "six-1.15.0.tar.gz", hash = "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259"},
1214 | ]
1215 | starlette = [
1216 |     {file = "starlette-0.13.6-py3-none-any.whl", hash = "sha256:bd2ffe5e37fb75d014728511f8e68ebf2c80b0fa3d04ca1479f4dc752ae31ac9"},
1217 |     {file = "starlette-0.13.6.tar.gz", hash = "sha256:ebe8ee08d9be96a3c9f31b2cb2a24dbdf845247b745664bd8a3f9bd0c977fdbc"},
1218 | ]
1219 | typing-extensions = [
1220 |     {file = "typing_extensions-3.7.4.3-py2-none-any.whl", hash = "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"},
1221 |     {file = "typing_extensions-3.7.4.3-py3-none-any.whl", hash = "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918"},
1222 |     {file = "typing_extensions-3.7.4.3.tar.gz", hash = "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c"},
1223 | ]
1224 | uritemplate = [
1225 |     {file = "uritemplate-3.0.1-py2.py3-none-any.whl", hash = "sha256:07620c3f3f8eed1f12600845892b0e036a2420acf513c53f7de0abd911a5894f"},
1226 |     {file = "uritemplate-3.0.1.tar.gz", hash = "sha256:5af8ad10cec94f215e3f48112de2022e1d5a37ed427fbd88652fa908f2ab7cae"},
1227 | ]
1228 | urllib3 = [
1229 |     {file = "urllib3-1.26.4-py2.py3-none-any.whl", hash = "sha256:2f4da4594db7e1e110a944bb1b551fdf4e6c136ad42e4234131391e21eb5b0df"},
1230 |     {file = "urllib3-1.26.4.tar.gz", hash = "sha256:e7b021f7241115872f92f43c6508082facffbd1c048e3c6e2bb9c2a157e28937"},
1231 | ]
1232 | uvicorn = [
1233 |     {file = "uvicorn-0.13.4-py3-none-any.whl", hash = "sha256:7587f7b08bd1efd2b9bad809a3d333e972f1d11af8a5e52a9371ee3a5de71524"},
1234 |     {file = "uvicorn-0.13.4.tar.gz", hash = "sha256:3292251b3c7978e8e4a7868f4baf7f7f7bb7e40c759ecc125c37e99cdea34202"},
1235 | ]
1236 | wcwidth = [
1237 |     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
1238 |     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
1239 | ]
1240 | 


--------------------------------------------------------------------------------
/pyproject.toml:
--------------------------------------------------------------------------------
 1 | [tool.poetry]
 2 | name = "dev"
 3 | version = "0.1.0"
 4 | description = ""
 5 | authors = ["csaybar <csaybar@gmail.com>"]
 6 | 
 7 | [tool.poetry.dependencies]
 8 | python = "^3.8"
 9 | fastapi = "^0.63.0"
10 | uvicorn = "^0.13.4"
11 | aiofiles = "^0.6.0"
12 | Jinja2 = "^2.11.3"
13 | jinja2-time = "^0.2.0"
14 | earthengine-api = "^0.1.262"
15 | python-multipart = "^0.0.5"
16 | geopandas = "^0.9.0"
17 | 
18 | [tool.poetry.dev-dependencies]
19 | pytest = "^5.2"
20 | 
21 | [build-system]
22 | requires = ["poetry-core>=1.0.0"]
23 | build-backend = "poetry.core.masonry.api"
24 | 


--------------------------------------------------------------------------------
/src/model.py:
--------------------------------------------------------------------------------
  1 | """SAR-FLOOD MAPPING USING A CHANGE DETECTION APPROACH
  2 | 
  3 |   This script use SAR Sentinel-1 images to generate a flood extent map. A
  4 |   change detection approach was chosen, where a before- and after-flood
  5 |   event image will be compared. The dataset available in the Earth Engine
  6 |   Data Catalog includes the following preprocessing steps: Thermal-Noise
  7 |   Removal, Radiometric calibration, and Terrain-correction.
  8 | """
  9 | 
 10 | import ee
 11 | 
 12 | # Earth Engine Viz Parameters
 13 | geoviz_app = {
 14 |     "s1_img": {"min": -25, "max": 0},
 15 |     "diff_s1": {"min": 0, "max": 2},
 16 |     "flood": {"palette": "0000FF"},
 17 |     "populationCountVis": {
 18 |         "min": 0, "max": 200.0,
 19 |         "palette": ['060606', '337663', '337663', 'ffffff']
 20 |     },
 21 |     "populationExposedVis": {
 22 |         "min": 0, "max": 200.0, 
 23 |         "palette": ['yellow', 'orange', 'red']
 24 |     },
 25 |     "LCVis": {
 26 |         "min": 1.0, "max": 17.0,
 27 |         "palette": [
 28 |             '05450a', '086a10', '54a708', '78d203',
 29 |             '009900', 'c6b044', 'dcd159', 'dade48',
 30 |             'fbff13', 'b6ff05', '27ff87', 'c24f44',
 31 |             'a5a5a5', 'ff6d4c', '69fff8', 'f9ffa4',
 32 |             '1c0dff'
 33 |         ]
 34 |     },
 35 |     "croplandVis": {"min": 0, "max": 14.0, "palette": ['30b21c']},
 36 |     "urbanVis": {"min": 0, "max": 13.0, "palette": ['grey']}
 37 | }
 38 | 
 39 | 
 40 | # Display basemap
 41 | def display(dict_db):
 42 |     """ Display a basic Earth Engine map
 43 |     Returns:
 44 |         str: earthengine tiles googleapis
 45 |     """
 46 | 
 47 |     # S1 before flood
 48 |     s1_bf = ee.Image.visualize(dict_db["before_flood"], **geoviz_app["s1_img"])
 49 |     s1_bf_id = ee.data.getMapId({"image": s1_bf})["tile_fetcher"].url_format
 50 | 
 51 |     # S1 after flood
 52 |     s1_af = ee.Image.visualize(dict_db["after_flood"], **geoviz_app["s1_img"])
 53 |     s1_af_id = ee.data.getMapId({"image": s1_af})["tile_fetcher"].url_format
 54 | 
 55 |     # Flood results
 56 |     s1_fresults = ee.Image.visualize(dict_db["flood_results"], **geoviz_app["flood"])
 57 |     s1_fresults_id = ee.data.getMapId({"image": s1_fresults})["tile_fetcher"].url_format
 58 |     
 59 |     layer_to_display = {
 60 |         "before_flood": s1_bf_id,
 61 |         "after_flood": s1_af_id,
 62 |         "s1_fresults_id": s1_fresults_id
 63 |     }
 64 |     return layer_to_display
 65 | 
 66 | # Extract date from meta data
 67 | def dates(imgcol):
 68 |     range = imgcol.reduceColumns(ee.Reducer.minMax(), ["system:time_start"])
 69 |     ee_min = ee.Date(range.get('min')).format('YYYY-MM-dd').getInfo()
 70 |     ee_max = ee.Date(range.get('max')).format('YYYY-MM-dd').getInfo()
 71 |     printed = "from %s to %s" % (ee_min, ee_max)
 72 |     return printed
 73 | 
 74 | 
 75 | def db_creator(base_period , flood_period, geometry, polarization="VH",
 76 |                pass_direction="DESCENDING", quiet=False):
 77 | 
 78 |     # rename selected geometry feature
 79 |     aoi = ee.FeatureCollection(geometry)
 80 | 
 81 |     # Load and filter Sentinel-1 GRD data by predefined parameters
 82 |     collection = ee.ImageCollection("COPERNICUS/S1_GRD")\
 83 |                   .filter(ee.Filter.eq("instrumentMode", "IW"))\
 84 |                   .filter(ee.Filter.listContains("transmitterReceiverPolarisation", polarization))\
 85 |                   .filter(ee.Filter.eq("orbitProperties_pass",pass_direction))\
 86 |                   .filter(ee.Filter.eq("resolution_meters",10)) \
 87 |                   .filterBounds(aoi)\
 88 |                   .select(polarization)
 89 |     # .filter(ee.Filter.eq('relativeOrbitNumber_start', relative_orbit)) \
 90 | 
 91 |     # Select images by predefined dates
 92 |     before_collection = collection.filterDate(base_period[0], base_period[1])
 93 |     after_collection = collection.filterDate(flood_period[0], flood_period[1])
 94 | 
 95 |     if quiet:
 96 |         # print dates of before images to console
 97 |         before_count = before_collection.size().getInfo()
 98 |         print("Tiles selected: Before Flood (%s) \n %s" % (before_count, dates(before_collection)))
 99 | 
100 |         # print dates of after images to console
101 |         after_count = before_collection.size().getInfo()
102 |         print("Tiles selected: After Flood  (%s) \n %s" % (after_count, dates(after_collection)))
103 | 
104 |     # Create a mosaic of selected tiles and clip to study area
105 |     before = before_collection.mosaic().clip(aoi)
106 |     after = after_collection.mosaic().clip(aoi)
107 | 
108 |     # Apply reduce the radar speckle by smoothing
109 |     smoothing_radius = 50
110 |     before_filtered = before.focal_mean(smoothing_radius, "circle", "meters")
111 |     after_filtered = after.focal_mean(smoothing_radius, "circle", "meters")
112 |     dict_preprocessing = dict(before_flood=before_filtered,
113 |                               after_flood=after_filtered,
114 |                               base_period=base_period,
115 |                               flood_period=flood_period,
116 |                               aoi=aoi,
117 |                               polarization=polarization)
118 |     return dict_preprocessing
119 | 
120 | 
121 | def flood_estimation(dict_db, difference_threshold=1.25, stats=True):
122 | 
123 |     before_filtered = dict_db["before_flood"]
124 |     after_filtered = dict_db["after_flood"]
125 |     polarization = dict_db["polarization"]
126 |     aoi = dict_db["aoi"]
127 | 
128 |     # Calculate the difference between the before and after images
129 |     difference = after_filtered.divide(before_filtered)
130 | 
131 |     # Apply the predefined difference-threshold and create the flood extent mask
132 |     threshold = difference_threshold
133 |     difference_binary = difference.gt(threshold)
134 | 
135 |     # Refine flood result using additional datasets
136 |     #    Include JRC layer on surface water seasonality to mask flood pixels from areas
137 |     #    of "permanent" water (where there is water > 10 months of the year)
138 |     swater = ee.Image('JRC/GSW1_0/GlobalSurfaceWater').select('seasonality')
139 |     swater_mask = swater.gte(10).updateMask(swater.gte(10))
140 | 
141 |     # Flooded layer where perennial water bodies (water > 10 mo/yr) is assigned a 0 value
142 |     flooded_mask = difference_binary.where(swater_mask, 0)
143 |     # final flooded area without pixels in perennial waterbodies
144 |     flooded = flooded_mask.updateMask(flooded_mask)
145 | 
146 |     # Compute connectivity of pixels to eliminate those connected to 8 or fewer neighbours
147 |     # This operation reduces noise of the flood extent product
148 |     connections = flooded.connectedPixelCount()
149 |     flooded = flooded.updateMask(connections.gte(8))
150 | 
151 |     # Mask out areas with more than 5 percent slope using a Digital Elevation Model    
152 |     DEM = ee.Image('WWF/HydroSHEDS/03VFDEM')
153 |     terrain = ee.Algorithms.Terrain(DEM)
154 |     slope = terrain.select('slope')
155 |     flooded = flooded.updateMask(slope.lt(5))
156 |     
157 |     dict_db.update({"flood_results": flooded}) # add flood mask results to the db
158 | 
159 |     if stats:
160 |         # Calculate flood extent area
161 |         # Create a raster layer containing the area information of each pixel
162 |         flood_pixelarea = flooded.select(polarization).multiply(ee.Image.pixelArea())
163 | 
164 |         # Sum the areas of flooded pixels
165 |         # default is set to 'bestEffort: true' in order to reduce compuation time, for a more
166 |         # accurate result set bestEffort to false and increase 'maxPixels'.
167 |         flood_stats = flood_pixelarea.reduceRegion(
168 |           reducer=ee.Reducer.sum(),
169 |           geometry=aoi,
170 |           scale=10, # native resolution
171 |           bestEffort=True
172 |         )
173 | 
174 |         # Convert the flood extent to hectares (area calculations are originally given in meters)
175 |         flood_area_ha = flood_stats\
176 |           .getNumber(polarization)\
177 |           .divide(10000)\
178 |           .round() \
179 |           .getInfo()
180 |         dict_db.update({"flood_area_stats":flood_area_ha}) # add flood stats results to the db
181 |     return dict_db


--------------------------------------------------------------------------------
/src/utils.py:
--------------------------------------------------------------------------------
 1 | import os, re
 2 | from pathlib import Path
 3 | from typing import List
 4 | 
 5 | # Copy the token to the container
 6 | def load_credentials():
 7 |     ee_token = os.environ['EARTHENGINE_TOKEN']
 8 |     credential = '{"refresh_token":"%s"}' % ee_token
 9 |     credential_file_path = os.path.expanduser("~/.config/earthengine/")
10 |     os.makedirs(credential_file_path,exist_ok=True)
11 |     with open(credential_file_path + 'credentials', 'w') as file:
12 |         file.write(credential)
13 |     return True
14 | 
15 | 
16 | def replace_line(file_name: str, line_num: int, text: str):
17 |     """ Replace a specific line in a file
18 | 
19 |     Args:
20 |         file_name (str): file path
21 |         line_num (int): line to replace.
22 |         text (str): Text to put in the line.
23 | 
24 |     Returns:
25 |         bool: If the line was replaced will return True.
26 |     """
27 |     with open(file_name, 'r+') as f:
28 |         lines = f.readlines()
29 |         lines[line_num] = text
30 |         f.writelines(lines)
31 |     with open(file_name, 'w') as fw:    
32 |         fw.writelines(lines)
33 |     return True
34 | 
35 | def searching_all_files(path:str = ".", pattern : str="\.tiff$|\.csv$") -> List:
36 |     dirpath = Path(path)
37 |     assert(dirpath.is_dir())
38 |     file_list = []
39 |     for x in dirpath.iterdir():
40 |         if x.is_file() and re.search(pattern, x.as_posix()):
41 |             file_list.append(x.absolute().as_posix())
42 |         elif x.is_dir():
43 |             file_list.extend(searching_all_files(x, pattern))
44 |     return file_list
45 | 
46 | def raster_to_vector(image, geom):
47 |     vector_img = image.unmask(0).reduceToVectors(
48 |         geometry = geom,
49 |         scale = 10,
50 |         bestEffort =True
51 |     )
52 |     return vector_img.getInfo()


--------------------------------------------------------------------------------
/static/css/ol3-sidebar.css:
--------------------------------------------------------------------------------
  1 | .sidebar {
  2 |   position: absolute;
  3 |   top: 0;
  4 |   bottom: 0;
  5 |   width: 100%;
  6 |   overflow: hidden;
  7 |   z-index: 2000; }
  8 |   .sidebar.collapsed {
  9 |     width: 40px; }
 10 |   @media (min-width: 768px) {
 11 |     .sidebar {
 12 |       top: 6px;
 13 |       bottom: 6px;
 14 |       transition: width 500ms; } }
 15 |   @media (min-width: 768px) and (max-width: 991px) {
 16 |     .sidebar {
 17 |       width: 305px; } }
 18 |   @media (min-width: 992px) and (max-width: 1199px) {
 19 |     .sidebar {
 20 |       width: 390px; } }
 21 |   @media (min-width: 1200px) {
 22 |     .sidebar {
 23 |       width: 460px; } }
 24 | 
 25 | .sidebar-left {
 26 |   left: 0; }
 27 |   @media (min-width: 768px) {
 28 |     .sidebar-left {
 29 |       left: 6px; } }
 30 | 
 31 | .sidebar-right {
 32 |   right: 0; }
 33 |   @media (min-width: 768px) {
 34 |     .sidebar-right {
 35 |       right: 6px; } }
 36 | 
 37 | .sidebar-tabs {
 38 |   top: 0;
 39 |   bottom: 0;
 40 |   height: 100%;
 41 |   background-color: rgba(0, 60, 136, 0.5); }
 42 |   .sidebar-left .sidebar-tabs {
 43 |     left: 0; }
 44 |   .sidebar-right .sidebar-tabs {
 45 |     right: 0; }
 46 |   .sidebar-tabs, .sidebar-tabs > ul {
 47 |     position: absolute;
 48 |     width: 40px;
 49 |     margin: 0;
 50 |     padding: 0;
 51 |     list-style-type: none; }
 52 |     .sidebar-tabs > li, .sidebar-tabs > ul > li {
 53 |       width: 100%;
 54 |       height: 40px;
 55 |       color: #fff;
 56 |       font-size: 12pt;
 57 |       overflow: hidden;
 58 |       transition: all 80ms; }
 59 |       .sidebar-tabs > li:hover, .sidebar-tabs > ul > li:hover {
 60 |         color: #fff;
 61 |         background-color: rgba(0, 60, 136, 0.6); }
 62 |       .sidebar-tabs > li.active, .sidebar-tabs > ul > li.active {
 63 |         color: #fff;
 64 |         background-color: #0074d9; }
 65 |       .sidebar-tabs > li.disabled, .sidebar-tabs > ul > li.disabled {
 66 |         color: rgba(255, 255, 255, 0.4); }
 67 |         .sidebar-tabs > li.disabled:hover, .sidebar-tabs > ul > li.disabled:hover {
 68 |           background: transparent; }
 69 |         .sidebar-tabs > li.disabled > a, .sidebar-tabs > ul > li.disabled > a {
 70 |           cursor: default; }
 71 |       .sidebar-tabs > li > a, .sidebar-tabs > ul > li > a {
 72 |         display: block;
 73 |         width: 100%;
 74 |         height: 100%;
 75 |         line-height: 40px;
 76 |         color: inherit;
 77 |         text-decoration: none;
 78 |         text-align: center; }
 79 |   .sidebar-tabs > ul + ul {
 80 |     bottom: 0; }
 81 | 
 82 | .sidebar-content {
 83 |   position: absolute;
 84 |   top: 0;
 85 |   bottom: 0;
 86 |   background-color: rgba(255, 255, 255, 0.95);
 87 |   overflow-x: hidden;
 88 |   overflow-y: auto; }
 89 |   .sidebar-left .sidebar-content {
 90 |     left: 40px;
 91 |     right: 0; }
 92 |   .sidebar-right .sidebar-content {
 93 |     left: 0;
 94 |     right: 40px; }
 95 |   .sidebar.collapsed > .sidebar-content {
 96 |     overflow-y: hidden; }
 97 | 
 98 | .sidebar-pane {
 99 |   display: none;
100 |   left: 0;
101 |   right: 0;
102 |   box-sizing: border-box;
103 |   padding: 10px 20px; }
104 |   .sidebar-pane.active {
105 |     display: block; }
106 |   @media (min-width: 768px) and (max-width: 991px) {
107 |     .sidebar-pane {
108 |       min-width: 265px; } }
109 |   @media (min-width: 992px) and (max-width: 1199px) {
110 |     .sidebar-pane {
111 |       min-width: 350px; } }
112 |   @media (min-width: 1200px) {
113 |     .sidebar-pane {
114 |       min-width: 420px; } }
115 | 
116 | .sidebar-header {
117 |   margin: -10px -20px 0;
118 |   height: 40px;
119 |   padding: 0 20px;
120 |   line-height: 40px;
121 |   font-size: 14.4pt;
122 |   color: #fff;
123 |   background-color: #0074d9; }
124 |   .sidebar-right .sidebar-header {
125 |     padding-left: 40px; }
126 | 
127 | .sidebar-close {
128 |   position: absolute;
129 |   top: 0;
130 |   width: 40px;
131 |   height: 40px;
132 |   text-align: center;
133 |   cursor: pointer; }
134 |   .sidebar-left .sidebar-close {
135 |     right: 0; }
136 |   .sidebar-right .sidebar-close {
137 |     left: 0; }
138 | 
139 | .sidebar {
140 |   background-color: rgba(255, 255, 255, 0.4); }
141 |   @media (min-width: 768px) {
142 |     .sidebar {
143 |       border: 3px solid transparent;
144 |       border-radius: 4px; } }
145 | 
146 | .sidebar-left {
147 |   border-right: 3px solid transparent; }
148 | 
149 | .sidebar-right {
150 |   border-left: 3px solid transparent; }
151 | 
152 | .sidebar-tabs {
153 |   overflow: hidden; }
154 |   @media (min-width: 768px) {
155 |     .sidebar-tabs {
156 |       border-radius: 2px 0 0 2px; }
157 |       .collapsed .sidebar-tabs {
158 |         border-radius: 2px; } }
159 | 
160 | @media (min-width: 768px) {
161 |   .sidebar-content {
162 |     border-radius: 0 2px 2px 0; } }
163 | 
164 | .sidebar-left ~ .sidebar-map .ol-zoom, .sidebar-left ~ .sidebar-map .ol-scale-line {
165 |   margin-left: 46px; }
166 |   @media (min-width: 768px) {
167 |     .sidebar-left ~ .sidebar-map .ol-zoom, .sidebar-left ~ .sidebar-map .ol-scale-line {
168 |       transition: margin-left 500ms; } }
169 |   @media (min-width: 768px) and (max-width: 991px) {
170 |     .sidebar-left ~ .sidebar-map .ol-zoom, .sidebar-left ~ .sidebar-map .ol-scale-line {
171 |       margin-left: 317px; } }
172 |   @media (min-width: 992px) and (max-width: 1199px) {
173 |     .sidebar-left ~ .sidebar-map .ol-zoom, .sidebar-left ~ .sidebar-map .ol-scale-line {
174 |       margin-left: 402px; } }
175 |   @media (min-width: 1200px) {
176 |     .sidebar-left ~ .sidebar-map .ol-zoom, .sidebar-left ~ .sidebar-map .ol-scale-line {
177 |       margin-left: 472px; } }
178 | 
179 | @media (min-width: 768px) {
180 |   .sidebar-left.collapsed ~ .sidebar-map .ol-zoom, .sidebar-left.collapsed ~ .sidebar-map .ol-scale-line {
181 |     margin-left: 52px; } }
182 | 
183 | .sidebar-right ~ .sidebar-map .ol-rotate,
184 | .sidebar-right ~ .sidebar-map .ol-attribution,
185 | .sidebar-right ~ .sidebar-map .ol-full-screen {
186 |   margin-right: 46px; }
187 |   @media (min-width: 768px) {
188 |     .sidebar-right ~ .sidebar-map .ol-rotate,
189 |     .sidebar-right ~ .sidebar-map .ol-attribution,
190 |     .sidebar-right ~ .sidebar-map .ol-full-screen {
191 |       transition: margin-right 500ms; } }
192 |   @media (min-width: 768px) and (max-width: 991px) {
193 |     .sidebar-right ~ .sidebar-map .ol-rotate,
194 |     .sidebar-right ~ .sidebar-map .ol-attribution,
195 |     .sidebar-right ~ .sidebar-map .ol-full-screen {
196 |       margin-right: 317px; } }
197 |   @media (min-width: 992px) and (max-width: 1199px) {
198 |     .sidebar-right ~ .sidebar-map .ol-rotate,
199 |     .sidebar-right ~ .sidebar-map .ol-attribution,
200 |     .sidebar-right ~ .sidebar-map .ol-full-screen {
201 |       margin-right: 402px; } }
202 |   @media (min-width: 1200px) {
203 |     .sidebar-right ~ .sidebar-map .ol-rotate,
204 |     .sidebar-right ~ .sidebar-map .ol-attribution,
205 |     .sidebar-right ~ .sidebar-map .ol-full-screen {
206 |       margin-right: 472px; } }
207 | 
208 | @media (min-width: 768px) {
209 |   .sidebar-right.collapsed ~ .sidebar-map .ol-rotate,
210 |   .sidebar-right.collapsed ~ .sidebar-map .ol-attribution,
211 |   .sidebar-right.collapsed ~ .sidebar-map .ol-full-screen {
212 |     margin-right: 52px; } }
213 | 


--------------------------------------------------------------------------------
/static/css/ol3-sidebar.min.css:
--------------------------------------------------------------------------------
1 | .sidebar{position:absolute;top:0;bottom:0;width:100%;overflow:hidden;z-index:2000}.sidebar.collapsed{width:40px}@media (min-width:768px) and (max-width:991px){.sidebar{width:305px}.sidebar-pane{min-width:265px}}@media (min-width:992px) and (max-width:1199px){.sidebar{width:390px}}@media (min-width:1200px){.sidebar{width:460px}}.sidebar-left{left:0;border-right:3px solid transparent}.sidebar-right{right:0;border-left:3px solid transparent}@media (min-width:768px){.sidebar{top:6px;bottom:6px;transition:width .5s;border:3px solid transparent;border-radius:4px}.sidebar-left{left:6px}.sidebar-right{right:6px}}.sidebar-tabs{top:0;bottom:0;height:100%;background-color:rgba(0,60,136,.5)}.sidebar-left .sidebar-tabs{left:0}.sidebar-right .sidebar-tabs{right:0}.sidebar-tabs,.sidebar-tabs>ul{position:absolute;width:40px;margin:0;padding:0;list-style-type:none}.sidebar-tabs>li,.sidebar-tabs>ul>li{width:100%;height:40px;color:#fff;font-size:12pt;overflow:hidden;transition:80ms}.sidebar-tabs>li:hover,.sidebar-tabs>ul>li:hover{color:#fff;background-color:rgba(0,60,136,.6)}.sidebar-tabs>li.active,.sidebar-tabs>ul>li.active{color:#fff;background-color:#0074d9}.sidebar-tabs>li.disabled,.sidebar-tabs>ul>li.disabled{color:rgba(255,255,255,.4)}.sidebar-tabs>li.disabled:hover,.sidebar-tabs>ul>li.disabled:hover{background:0 0}.sidebar-tabs>li.disabled>a,.sidebar-tabs>ul>li.disabled>a{cursor:default}.sidebar-tabs>li>a,.sidebar-tabs>ul>li>a{display:block;width:100%;height:100%;line-height:40px;color:inherit;text-decoration:none;text-align:center}.sidebar-tabs>ul+ul{bottom:0}.sidebar-content{position:absolute;top:0;bottom:0;background-color:rgba(255,255,255,.95);overflow-x:hidden;overflow-y:auto}.sidebar-left .sidebar-content{left:40px;right:0}.sidebar-right .sidebar-content{left:0;right:40px}.sidebar.collapsed>.sidebar-content{overflow-y:hidden}.sidebar-pane{display:none;left:0;right:0;box-sizing:border-box;padding:10px 20px}.sidebar-pane.active{display:block}.sidebar-header{margin:-10px -20px 0;height:40px;padding:0 20px;line-height:40px;font-size:14.4pt;color:#fff;background-color:#0074d9}.sidebar-right .sidebar-header{padding-left:40px}.sidebar-close{position:absolute;top:0;width:40px;height:40px;text-align:center;cursor:pointer}.sidebar-left .sidebar-close{right:0}.sidebar-right .sidebar-close{left:0}.sidebar{background-color:rgba(255,255,255,.4)}.sidebar-tabs{overflow:hidden}.sidebar-left~.sidebar-map .ol-scale-line,.sidebar-left~.sidebar-map .ol-zoom{margin-left:46px}.sidebar-right~.sidebar-map .ol-attribution,.sidebar-right~.sidebar-map .ol-full-screen,.sidebar-right~.sidebar-map .ol-rotate{margin-right:46px}@media (min-width:768px) and (max-width:991px){.sidebar-left~.sidebar-map .ol-scale-line,.sidebar-left~.sidebar-map .ol-zoom{margin-left:317px}.sidebar-right~.sidebar-map .ol-attribution,.sidebar-right~.sidebar-map .ol-full-screen,.sidebar-right~.sidebar-map .ol-rotate{margin-right:317px}}@media (min-width:992px) and (max-width:1199px){.sidebar-pane{min-width:350px}.sidebar-left~.sidebar-map .ol-scale-line,.sidebar-left~.sidebar-map .ol-zoom{margin-left:402px}.sidebar-right~.sidebar-map .ol-attribution,.sidebar-right~.sidebar-map .ol-full-screen,.sidebar-right~.sidebar-map .ol-rotate{margin-right:402px}}@media (min-width:1200px){.sidebar-pane{min-width:420px}.sidebar-left~.sidebar-map .ol-scale-line,.sidebar-left~.sidebar-map .ol-zoom{margin-left:472px}.sidebar-right~.sidebar-map .ol-attribution,.sidebar-right~.sidebar-map .ol-full-screen,.sidebar-right~.sidebar-map .ol-rotate{margin-right:472px}}@media (min-width:768px){.sidebar-tabs{border-radius:2px 0 0 2px}.collapsed .sidebar-tabs{border-radius:2px}.sidebar-content{border-radius:0 2px 2px 0}.sidebar-left~.sidebar-map .ol-scale-line,.sidebar-left~.sidebar-map .ol-zoom{transition:margin-left .5s}.sidebar-left.collapsed~.sidebar-map .ol-scale-line,.sidebar-left.collapsed~.sidebar-map .ol-zoom{margin-left:52px}.sidebar-right~.sidebar-map .ol-attribution,.sidebar-right~.sidebar-map .ol-full-screen,.sidebar-right~.sidebar-map .ol-rotate{transition:margin-right .5s}.sidebar-right.collapsed~.sidebar-map .ol-attribution,.sidebar-right.collapsed~.sidebar-map .ol-full-screen,.sidebar-right.collapsed~.sidebar-map .ol-rotate{margin-right:52px}}


--------------------------------------------------------------------------------
/static/js/main.js:
--------------------------------------------------------------------------------
  1 | var origin = "http://0.0.0.0"
  2 | var port = "80"
  3 |     
  4 | // raster layer (OSM)
  5 | var raster = new ol.layer.Tile({    
  6 |     title:"OSM basemap",
  7 |     source: new ol.source.OSM(),
  8 | })
  9 | 
 10 | // vector layer (bbox)
 11 | var source = new ol.source.Vector({wrapX: false});
 12 | var vector = new ol.layer.Vector({
 13 |     title:"geometry",
 14 |     source: source,    
 15 | });
 16 | 
 17 | // Map Creator
 18 | function CreateMap(layers) {
 19 |     var map = new ol.Map({
 20 |         target: 'map',
 21 |         layers: layers,
 22 |         view: new ol.View({
 23 |             center: ol.proj.transform([34.09, -17.87], 'EPSG:4326', 'EPSG:3857'),
 24 |             zoom: 8
 25 |         })    
 26 |     });
 27 |     return map        
 28 | }
 29 | 
 30 | var map = CreateMap(layers=[raster, vector]);
 31 | 
 32 | // Add sidebar
 33 | var sidebar = new ol.control.Sidebar({ element: 'sidebar', position: 'left' });
 34 | map.addControl(sidebar);
 35 | 
 36 | // Draw a box
 37 | var draw; // global so we can remove it later
 38 | function addInteraction() {        
 39 |     draw = new ol.interaction.Draw({
 40 |         source: source,
 41 |         type: "Circle",
 42 |         geometryFunction: ol.interaction.Draw.createBox()
 43 |     });
 44 | 
 45 |     // Add vector draw layer to the main map
 46 |     map.addInteraction(draw);
 47 | }
 48 | 
 49 | // Handle change event.
 50 | document.getElementById('undo').addEventListener('click', function () {
 51 |     map.getLayers().getArray().forEach(layer => {
 52 |       if (layer.values_.title == "Flood Area" | layer.values_.title == "After Flood" | layer.values_.title == "Before Flood"){
 53 |           map.removeLayer(layer)
 54 |       }
 55 |     });
 56 |     
 57 |     map.getLayers().getArray().forEach(layer => {
 58 |       if (layer.values_.title == "Flood Area" | layer.values_.title == "After Flood" | layer.values_.title == "Before Flood"){
 59 |           map.removeLayer(layer)
 60 |       }
 61 |     });
 62 |     
 63 |     var features = source.getFeatures();
 64 |     var lastFeature = features[features.length - 1];    
 65 |     source.removeFeature(lastFeature);
 66 | });
 67 |   
 68 | // Handle change event.
 69 | document.getElementById('download').addEventListener('click', function () {
 70 |     
 71 |     document.getElementById('download').value = '...'
 72 | 
 73 |     // Obtain ROI
 74 |     var features = source.getFeatures();
 75 |     var lastFeature = features[features.length - 1].clone();
 76 |     var bbox = lastFeature.getGeometry().transform('EPSG:3857', 'EPSG:4326').getExtent().toString();
 77 |     
 78 |     // Obtain Dates
 79 |     var init_start = document.getElementById("init_start").value;
 80 |     var init_last = document.getElementById("init_last").value;
 81 |     
 82 |     var flood_start = document.getElementById("flood_start").value;
 83 |     var flood_last = document.getElementById("flood_last").value;
 84 | 
 85 |     // Obtain threshold
 86 |     var flood_threshold = document.getElementById("threshold").value;
 87 |     
 88 |     const request = new Request(
 89 |         origin.concat(":").concat(port).concat("/flood_download/"), 
 90 |         {
 91 |             method: 'POST',
 92 |             body: JSON.stringify(
 93 |                 {
 94 |                     bbox: bbox,
 95 |                     init_start: init_start,
 96 |                     init_last: init_last,
 97 |                     flood_start: flood_start,
 98 |                     flood_last: flood_last,
 99 |                     flood_threshold: flood_threshold
100 |                 }
101 |             )
102 |         }
103 |     );
104 | 
105 |     fetch(request)
106 |     .then(response => {
107 |         if (response.status === 200) {
108 |           return response.json();
109 |         } else {
110 |           throw new Error('Something went wrong on api server!');
111 |         }
112 |       })
113 |       .then(response => {
114 |         document.location.href = origin.concat(":").concat(port).concat("/").concat(response);
115 |         document.getElementById('download').value = 'download'
116 |       }).catch(error => {
117 |         console.error(error);
118 |       });      
119 | });
120 | 
121 | // Handle change event.
122 | document.getElementById('display').addEventListener('click', function () {
123 |     
124 |     document.getElementById('display').value = '...'
125 |     
126 |     // Obtain ROI
127 |     var features = source.getFeatures();
128 |     var lastFeature = features[features.length - 1].clone();
129 |     var bbox = lastFeature.getGeometry().transform('EPSG:3857', 'EPSG:4326').getExtent().toString();
130 |     
131 |     // Obtain Dates
132 |     var init_start = document.getElementById("init_start").value;
133 |     var init_last = document.getElementById("init_last").value;
134 |     
135 |     var flood_start = document.getElementById("flood_start").value;
136 |     var flood_last = document.getElementById("flood_last").value;
137 | 
138 |     // Obtain threshold
139 |     var flood_threshold = document.getElementById("threshold").value;
140 |     
141 |     const request = new Request(
142 |         origin.concat(":").concat(port).concat("/flood_display/"), 
143 |         {
144 |             method: 'POST',
145 |             body: JSON.stringify(
146 |                 {
147 |                     bbox: bbox,
148 |                     init_start: init_start,
149 |                     init_last: init_last,
150 |                     flood_start: flood_start,
151 |                     flood_last: flood_last,
152 |                     flood_threshold: flood_threshold
153 |                 }
154 |             )
155 |         }
156 |     );
157 | 
158 |     fetch(request)
159 |     .then(response => {
160 |         if (response.status === 200) {
161 |           return response.json();
162 |         } else {
163 |           throw new Error('Something went wrong on api server!');
164 |         }
165 |       })
166 |       .then(response => {
167 |         // Before Flood
168 |         bflood = new ol.layer.Tile({
169 |           source: new ol.source.XYZ({            
170 |             url: response["before_flood"]            
171 |           }),
172 |           title: "Before Flood"
173 |         });
174 |         // After Flood
175 |         aflood = new ol.layer.Tile({
176 |           source: new ol.source.XYZ({            
177 |             url: response["after_flood"]            
178 |           }),
179 |           title: "After Flood",
180 |         });
181 | 
182 |         // Flood Area
183 |         final = new ol.layer.Tile({
184 |           source: new ol.source.XYZ({            
185 |             url: response["s1_fresults_id"]            
186 |           }),
187 |           title: "Flood Area"
188 |         });
189 |         
190 |         map.addLayer(final);
191 |         map.addLayer(aflood);
192 |         map.addLayer(bflood);
193 |         
194 |         var layerSwitcher = new ol.control.LayerSwitcher();
195 |         map.addControl(layerSwitcher);
196 |         document.getElementById('display').value = 'display'
197 | 
198 |       }).catch(error => {
199 |         console.error(error);
200 |       });
201 | });
202 | 
203 | addInteraction()


--------------------------------------------------------------------------------
/static/js/ol3-sidebar.js:
--------------------------------------------------------------------------------
  1 | /* global ol */
  2 | 
  3 | ol.control.Sidebar = function (settings) {
  4 | 
  5 |     var defaults = {
  6 |         element: null,
  7 |         position: 'left'
  8 |     }, i, child;
  9 | 
 10 |     this._options = Object.assign({}, defaults, settings);
 11 | 
 12 |     ol.control.Control.call(this, {
 13 |         element: document.getElementById(this._options.element),
 14 |         target: this._options.target
 15 |     });
 16 | 
 17 |     // Attach .sidebar-left/right class
 18 |     this.element.classList.add('sidebar-' + this._options.position);
 19 | 
 20 |     // Find sidebar > div.sidebar-content
 21 |     for (i = this.element.children.length - 1; i >= 0; i--) {
 22 |         child = this.element.children[i];
 23 |         if (child.tagName === 'DIV' &&
 24 |                 child.classList.contains('sidebar-content')) {
 25 |             this._container = child;
 26 |         }
 27 |     }
 28 | 
 29 |     // Find sidebar ul.sidebar-tabs > li, sidebar .sidebar-tabs > ul > li
 30 |     this._tabitems = this.element.querySelectorAll('ul.sidebar-tabs > li, .sidebar-tabs > ul > li');
 31 |     for (i = this._tabitems.length - 1; i >= 0; i--) {
 32 |         this._tabitems[i]._sidebar = this;
 33 |     }
 34 | 
 35 |     // Find sidebar > div.sidebar-content > div.sidebar-pane
 36 |     this._panes = [];
 37 |     this._closeButtons = [];
 38 |     for (i = this._container.children.length - 1; i >= 0; i--) {
 39 |         child = this._container.children[i];
 40 |         if (child.tagName == 'DIV' &&
 41 |                 child.classList.contains('sidebar-pane')) {
 42 |             this._panes.push(child);
 43 | 
 44 |             var closeButtons = child.querySelectorAll('.sidebar-close');
 45 |             for (var j = 0, len = closeButtons.length; j < len; j++) {
 46 |                 this._closeButtons.push(closeButtons[j]);
 47 |             }
 48 |         }
 49 |     }
 50 | };
 51 | 
 52 | if ('inherits' in ol) {
 53 |     ol.inherits(ol.control.Sidebar, ol.control.Control);
 54 | } else {
 55 |     ol.control.Sidebar.prototype = Object.create(ol.control.Control.prototype);
 56 |     ol.control.Sidebar.prototype.constructor = ol.control.Sidebar;
 57 | }
 58 | 
 59 | ol.control.Sidebar.prototype.setMap = function(map) {
 60 |     var i, child;
 61 | 
 62 |     for (i = this._tabitems.length - 1; i >= 0; i--) {
 63 |         child = this._tabitems[i];
 64 |         var sub = child.querySelector('a');
 65 |         if (sub.hasAttribute('href') && sub.getAttribute('href').slice(0,1) == '#') {
 66 |             sub.onclick = this._onClick.bind(child);
 67 |         }
 68 |     }
 69 | 
 70 |     for (i = this._closeButtons.length - 1; i >= 0; i--) {
 71 |         child = this._closeButtons[i];
 72 |         child.onclick = this._onCloseClick.bind(this);
 73 |     }
 74 | };
 75 | 
 76 | ol.control.Sidebar.prototype.open = function(id) {
 77 |     var i, child;
 78 | 
 79 |     // hide old active contents and show new content
 80 |     for (i = this._panes.length - 1; i >= 0; i--) {
 81 |         child = this._panes[i];
 82 |         if (child.id == id)
 83 |             child.classList.add('active');
 84 |         else if (child.classList.contains('active'))
 85 |             child.classList.remove('active');
 86 |     }
 87 | 
 88 |     // remove old active highlights and set new highlight
 89 |     for (i = this._tabitems.length - 1; i >= 0; i--) {
 90 |         child = this._tabitems[i];
 91 |         if (child.querySelector('a').hash == '#' + id)
 92 |             child.classList.add('active');
 93 |         else if (child.classList.contains('active'))
 94 |             child.classList.remove('active');
 95 |     }
 96 | 
 97 |     // open sidebar (if necessary)
 98 |     if (this.element.classList.contains('collapsed')) {
 99 |         this.element.classList.remove('collapsed');
100 |     }
101 | 
102 |     return this;
103 | };
104 | 
105 | ol.control.Sidebar.prototype.close = function() {
106 |     // remove old active highlights
107 |     for (var i = this._tabitems.length - 1; i >= 0; i--) {
108 |         var child = this._tabitems[i];
109 |         if (child.classList.contains('active'))
110 |             child.classList.remove('active');
111 |     }
112 | 
113 |     // close sidebar
114 |     if (!this.element.classList.contains('collapsed')) {
115 |         this.element.classList.add('collapsed');
116 |     }
117 | 
118 |     return this;
119 | };
120 | 
121 | ol.control.Sidebar.prototype._onClick = function(evt) {
122 |     evt.preventDefault();
123 |     if (this.classList.contains('active')) {
124 |         this._sidebar.close();
125 |     } else if (!this.classList.contains('disabled')) {
126 |         this._sidebar.open(this.querySelector('a').hash.slice(1));
127 |     }
128 | };
129 | 
130 | ol.control.Sidebar.prototype._onCloseClick = function() {
131 |     this.close();
132 | };
133 | 


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/static/js/ol3-sidebar.min.js:
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1 | ol.control.Sidebar=function(t){var e,s;for(this._options=Object.assign({},{element:null,position:"left"},t),ol.control.Control.call(this,{element:document.getElementById(this._options.element),target:this._options.target}),this.element.classList.add("sidebar-"+this._options.position),e=this.element.children.length-1;e>=0;e--)"DIV"===(s=this.element.children[e]).tagName&&s.classList.contains("sidebar-content")&&(this._container=s);for(this._tabitems=this.element.querySelectorAll("ul.sidebar-tabs > li, .sidebar-tabs > ul > li"),e=this._tabitems.length-1;e>=0;e--)this._tabitems[e]._sidebar=this;for(this._panes=[],this._closeButtons=[],e=this._container.children.length-1;e>=0;e--)if("DIV"==(s=this._container.children[e]).tagName&&s.classList.contains("sidebar-pane")){this._panes.push(s);for(var i=s.querySelectorAll(".sidebar-close"),o=0,l=i.length;o<l;o++)this._closeButtons.push(i[o])}},"inherits"in ol?ol.inherits(ol.control.Sidebar,ol.control.Control):(ol.control.Sidebar.prototype=Object.create(ol.control.Control.prototype),ol.control.Sidebar.prototype.constructor=ol.control.Sidebar),ol.control.Sidebar.prototype.setMap=function(t){var e,s;for(e=this._tabitems.length-1;e>=0;e--){var i=(s=this._tabitems[e]).querySelector("a");i.hasAttribute("href")&&"#"==i.getAttribute("href").slice(0,1)&&(i.onclick=this._onClick.bind(s))}for(e=this._closeButtons.length-1;e>=0;e--)(s=this._closeButtons[e]).onclick=this._onCloseClick.bind(this)},ol.control.Sidebar.prototype.open=function(t){var e,s;for(e=this._panes.length-1;e>=0;e--)(s=this._panes[e]).id==t?s.classList.add("active"):s.classList.contains("active")&&s.classList.remove("active");for(e=this._tabitems.length-1;e>=0;e--)(s=this._tabitems[e]).querySelector("a").hash=="#"+t?s.classList.add("active"):s.classList.contains("active")&&s.classList.remove("active");return this.element.classList.contains("collapsed")&&this.element.classList.remove("collapsed"),this},ol.control.Sidebar.prototype.close=function(){for(var t=this._tabitems.length-1;t>=0;t--){var e=this._tabitems[t];e.classList.contains("active")&&e.classList.remove("active")}return this.element.classList.contains("collapsed")||this.element.classList.add("collapsed"),this},ol.control.Sidebar.prototype._onClick=function(t){t.preventDefault(),this.classList.contains("active")?this._sidebar.close():this.classList.contains("disabled")||this._sidebar.open(this.querySelector("a").hash.slice(1))},ol.control.Sidebar.prototype._onCloseClick=function(){this.close()};


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/template/map.html:
--------------------------------------------------------------------------------
  1 | <!DOCTYPE html>
  2 | <html lang="en">
  3 | <head>
  4 |     <title>Flood Detection System</title>
  5 | 
  6 |     <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
  7 |     <meta charset="utf-8">
  8 | 
  9 |     <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css" rel="stylesheet">
 10 |     <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/openlayers/openlayers.github.io@master/en/v6.1.1/css/ol.css" type="text/css">
 11 |     <link rel="stylesheet" href="https://unpkg.com/ol-layerswitcher@3.8.3/dist/ol-layerswitcher.css" />
 12 |     <link rel="stylesheet" href="{{ url_for('static', path='css/ol3-sidebar.css') }}" />    
 13 |     <style>
 14 |         body {
 15 |             padding: 0;
 16 |             margin: 0;
 17 |             overflow: hidden;
 18 |         }
 19 | 
 20 |         html, body, #map {
 21 |             height: 100%;
 22 |             font: 10pt "Helvetica Neue", Arial, Helvetica, sans-serif;
 23 |         }
 24 | 
 25 |         .lorem {
 26 |             font-style: italic;
 27 |             color: #AAA;
 28 |         }
 29 |     </style>
 30 | </head>
 31 | <body>
 32 | 
 33 |     <div id="sidebar" class="sidebar collapsed">
 34 |         <!-- Nav tabs -->
 35 |         <div class="sidebar-tabs">
 36 |             <ul role="tablist">
 37 |                 <li><a href="#home" role="tab"><i class="fa fa-bars"></i></a></li>
 38 |                 <li><a href="https://github.com/csaybar/fastapi_flood" role="tab" target="_blank"><i class="fa fa-github"></i></a></li>
 39 |             </ul>
 40 |         </div>
 41 | 
 42 |         <!-- Tab panes -->
 43 |         <div class="sidebar-content">
 44 |             <div class="sidebar-pane" id="home">
 45 |                 <h1 class="sidebar-header">
 46 |                     Flood Detection System
 47 |                     <span class="sidebar-close"><i class="fa fa-caret-left"></i></span>
 48 |                 </h1>
 49 |                 <br>     
 50 | 
 51 |                 <b> 1. Range base dates </b> <br><br>
 52 | 
 53 |                 <input type="date" id="init_start" name="init_start" value="2019-03-01" min="2014-01-01"> -
 54 |                 <input type="date" id="init_last" name="init_last" value="2019-03-10" min="2014-01-01"><br><br>
 55 | 
 56 |                 <b> 2. Range flood dates </b> <br><br>
 57 | 
 58 |                 <input type="date" id="flood_start" name="flood_start" value="2019-03-10" min="2014-01-01"> -
 59 |                 <input type="date" id="flood_last" name="flood_last" value="2019-03-23" min="2014-01-01"><br><br>
 60 | 
 61 |                 <b><label for="fname">3. Flood threshold model:</label></b><br><br>
 62 |                 <input type="text" id="threshold" name="threshold" value = "1.30"><br><br>                    
 63 |                 
 64 |                 <b> 4. Make predictions </b> <br><br>
 65 | 
 66 |                 <input type="submit" name="action" value="display" id="display">
 67 |                 <input type="submit" name="action" value="download" id="download"><br><br>
 68 | 
 69 |                 <b> 5. Clean map</b> <br><br>
 70 |                 <input class="button is-primary" type="submit" value='clean' id="undo">                
 71 |             </div>
 72 |             <br>
 73 | 
 74 |             <div class="sidebar-pane" id="methodology">
 75 |                 <h1 class="sidebar-header">Methodology<span class="sidebar-close"><i class="fa fa-caret-left"></i></span></h1>
 76 |             </div>
 77 | 
 78 |             <div class="sidebar-pane" id="messages">
 79 |                 <h1 class="sidebar-header">Messages<span class="sidebar-close"><i class="fa fa-caret-left"></i></span></h1>
 80 |             </div>
 81 | 
 82 |             <div class="sidebar-pane" id="settings">
 83 |                 <h1 class="sidebar-header">Settings<span class="sidebar-close"><i class="fa fa-caret-left"></i></span></h1>
 84 |             </div>                        
 85 |         </div>
 86 |     </div>
 87 | 
 88 | 
 89 |     <div id="map" class="sidebar-map"></div>
 90 |     
 91 |     <!-- 
 92 |     <a href="https://github.com/csaybar/fastapi_flood/"><img style="position: fixed; top: 0; right: 0; border: 0;" src="https://s3.amazonaws.com/github/ribbons/forkme_right_darkblue_121621.png" alt="Fork me on GitHub"></a>
 93 |     -->    
 94 | 
 95 |     <!-- Third party libraries-->    
 96 |     <script src="https://cdn.jsdelivr.net/gh/openlayers/openlayers.github.io@master/en/v6.1.1/build/ol.js"></script>    
 97 |     <script src="https://unpkg.com/ol-layerswitcher@3.8.3"></script>
 98 |     <script src="{{ url_for('static', path='js/ol3-sidebar.js') }}"></script>
 99 |     
100 |     <!-- Local -->    
101 |     <script src="{{ url_for('static', path='js/main.js') }}"></script>    
102 | </body>
103 | </html>
104 | 


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