diff --git a/.github/unit.yaml b/.github/unit.yaml new file mode 100644 index 00000000..fb81e224 --- /dev/null +++ b/.github/unit.yaml @@ -0,0 +1,73 @@ +name: Unit tests + +on: + workflow_dispatch: + push: + branches: + - main + pull_request: + +jobs: + lint: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: "3.10" + - uses: pre-commit/action@v3.0.0 + + docs: + needs: [lint] #, mypy] + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install nox + run: pip install nox + - name: build static docs + run: nox -s docs + + build: + needs: [lint] #, mypy] + strategy: + fail-fast: true + matrix: + os: [ubuntu-latest] + python-version: ["3.8", "3.9", "3.10", "3.11"] + include: + - os: macos-latest # macos test + python-version: "3.11" + - os: windows-latest # windows test + python-version: "3.11" + runs-on: ${{ matrix.os }} + steps: + - uses: actions/checkout@v3 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + - name: Install nox + run: pip install nox + - name: test with pytest + run: nox -s test + + coverage: + needs: [build] + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install deps + run: pip install nox + - name: test with pytest + run: nox -s test + - name: codecov + uses: codecov/codecov-action@v3 + with: + token: ${{ secrets.CODECOV_TOKEN }} + verbose: true diff --git a/.gitignore b/.gitignore index 2846a3b8..68bc17f9 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,3 @@ -# Created by .ignore support plugin (hsz.mobi) -### Python template # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] @@ -10,18 +8,19 @@ __pycache__/ # Distribution / packaging .Python -/build -.develop-eggs/ -/dist/ -.downloads/ +build/ +develop-eggs/ +dist/ +downloads/ eggs/ .eggs/ lib/ lib64/ parts/ -.sdist/ -.var/ -.wheels/ +sdist/ +var/ +wheels/ +share/python-wheels/ *.egg-info/ .installed.cfg *.egg @@ -40,20 +39,85 @@ pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ .tox/ +.nox/ .coverage .coverage.* .cache nosetests.xml coverage.xml *.cover +*.py,cover .hypothesis/ +.pytest_cache/ +cover/ # Translations *.mo *.pot +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + # pyenv -.python-version +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py # Environments .env @@ -76,13 +140,21 @@ venv.bak/ # mypy .mypy_cache/ +.dmypy.json +dmypy.json -.idea/ -# gee_tools.iml +# Pyre type checker +.pyre/ -files/ +# pytype static type analyzer +.pytype/ -# any checkpoint -**/.ipynb_checkpoints +# Cython debug symbols +cython_debug/ -**.patch \ No newline at end of file +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 00000000..9cf9d448 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,53 @@ +default_install_hook_types: [pre-commit, commit-msg] + +repos: + - repo: "https://github.com/psf/black" + rev: "22.3.0" + hooks: + - id: black + stages: [commit] + + # - repo: "https://github.com/commitizen-tools/commitizen" + # rev: "v2.18.0" + # hooks: + # - id: commitizen + # stages: [commit-msg] + + # - repo: "https://github.com/kynan/nbstripout" + # rev: "0.5.0" + # hooks: + # - id: nbstripout + # stages: [commit] + + - repo: "https://github.com/pre-commit/mirrors-prettier" + rev: "v2.7.1" + hooks: + - id: prettier + stages: [commit] + exclude: tests\/test_.+\. + + - repo: https://github.com/charliermarsh/ruff-pre-commit + rev: "v0.0.215" + hooks: + - id: ruff + stages: [commit] + + # - repo: https://github.com/PyCQA/doc8 + # rev: "v1.1.1" + # hooks: + # - id: doc8 + # stages: [commit] + + - repo: https://github.com/FHPythonUtils/LicenseCheck + rev: "2023.1.1" + hooks: + - id: licensecheck + stages: [commit] + + - repo: https://github.com/codespell-project/codespell + rev: v2.2.4 + hooks: + - id: codespell + stages: [commit] + additional_dependencies: + - tomli diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 00000000..8237ac85 --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,18 @@ +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +version: 2 + +build: + os: ubuntu-22.04 + tools: + python: "3.10" + +sphinx: + configuration: docs/conf.py + +python: + install: + - method: pip + path: . + extra_requirements: + - doc diff --git a/AUTHORS.rst b/AUTHORS.rst new file mode 100644 index 00000000..4012e815 --- /dev/null +++ b/AUTHORS.rst @@ -0,0 +1,52 @@ +Thanks goes to these wonderful people (`emoji key `_): + +.. raw:: html + + + + + + + + + + + + + + +
+ + 12rambau
+ Rodrigo E. Principe +
+
+ + 12rambau
+ Pierrick Rambaud +
+
+ + 12rambau
+ Marc Rußwurm +
+
+ + 12rambau
+ hubert-crea +
+
+ + 12rambau
+ Sam Murphy +
+
+ + 12rambau
+ lumbric +
+
+ +This project follows the `all-contributors `_ specification. + +Contributions of any kind are welcome! \ No newline at end of file diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst new file mode 100644 index 00000000..b51021fd --- /dev/null +++ b/CONTRIBUTING.rst @@ -0,0 +1,108 @@ +Contribute +========== + +Thank you for your help improving **geetools**! + +**geetools** uses `nox `__ to automate several development-related tasks. +Currently, the project uses four automation processes (called sessions) in ``noxfile.py``: + +- ``mypy``: to perform a mypy check on the lib; +- ``test``: to run the test with pytest; +- ``docs``: to build the documentation in the ``build`` folder; +- ``lint``: to run the pre-commits in an isolated environment + +Every nox session is run in its own virtual environment, and the dependencies are installed automatically. + +To run a specific nox automation process, use the following command: + +.. code-block:: console + + nox -s + +For example: ``nox -s test`` or ``nox -s docs``. + +Workflow for contributing changes +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +We follow a typical GitHub workflow of: + +- Create a personal fork of this repo +- Create a branch +- Open a pull request +- Fix findings of various linters and checks +- Work through code review + +See the following sections for more details. + +Clone the repository +^^^^^^^^^^^^^^^^^^^^ + +First off, you'll need your own copy of **geetools** codebase. You can clone it for local development like so: + +Fork the repository so you have your own copy on GitHub. See the `GitHub forking guide for more information `__. + +Then, clone the repository locally so that you have a local copy to work on: + +.. code-block:: console + + git clone https://github.com//gee_tools + cd gee_tools + +Then install the development version of the extension: + +.. code-block:: console + + pip install -e .[dev] + +This will install the **geetools** library, together with two additional tools: +- `pre-commit `__ for automatically enforcing code standards and quality checks before commits. +- `nox `__, for automating common development tasks. + +Lastly, activate the pre-commit hooks by running: + +.. code-block:: console + + pre-commit install + +This will install the necessary dependencies to run pre-commit every time you make a commit with Git. + +Contribute to the codebase +^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Any larger updates to the codebase should include tests and documentation. The tests are located in the ``tests`` folder, and the documentation is located in the ``docs`` folder. + +To run the tests locally, use the following command: + +.. code-block:: console + + nox -s test + +See :ref:`below ` for more information on how to update the documentation. + +.. _contributing-docs: + +Contribute to the docs +^^^^^^^^^^^^^^^^^^^^^^ + +The documentation is built using `Sphinx `__ and deployed to `Read the Docs `__. + +To build the documentation locally, use the following command: + +.. code-block:: console + + nox -s docs + +For each pull request, the documentation is built and deployed to make it easier to review the changes in the PR. To access the docs build from a PR, click on the "Read the Docs" preview in the CI/CD jobs. + +Release new version +^^^^^^^^^^^^^^^^^^^ + +To release a new version, start by pushing a new bump from the local directory: + +.. code-block:: + + cz bump + +The commitizen-tool will detect the semantic version name based on the existing commits messages. + +Then push to Github. In Github design a new release using the same tag name nad the ``release.yaml`` job will send it to pipy. diff --git a/README.md b/README.md index 36179b92..49948eee 100644 --- a/README.md +++ b/README.md @@ -7,24 +7,28 @@ # Google Earth Engine tools These are a set of tools for working with Google Earth Engine Python API that -may help to solve or automatize some processes. +may help to solve or automate some processes. There is JavaScript module that you can import from the code editor that has similar functions (not exactly the same) and it's available [here](https://github.com/fitoprincipe/geetools-code-editor) ### Note for old users + #### New version 0.3.0 -I have splitted this package in two. This `geetools` will contain functions and + +I have split this package in two. This `geetools` will contain functions and methods related to Google Earth Engine exclusively, so you can use this module in any python environment you like. For working in Jupyter I have made another -package called `ipygee` available [here](http://www.github.com/fitoprincipe/ipygee) +package called `ipygee` available [here](http://www.github.com/fitoprincipe/ipygee) #### New version 0.5.0 (breaking changes) -I have splitted this package in two (again). Now the functions to make a strip + +I have split this package in two (again). Now the functions to make a strip of images using Pillow is available as a different package called [`geepillow`](https://github.com/fitoprincipe/geepillow) #### New version 0.6.0 (breaking changes) -I have splitted this package in two (again x2). The module `geetools.collection` + +I have split this package in two (again x2). The module `geetools.collection` in an independent package called [geedataset](https://github.com/fitoprincipe/geedatasets) ## Installation @@ -36,6 +40,7 @@ in an independent package called [geedataset](https://github.com/fitoprincipe/ge pip install --upgrade geetools ## Basic Usage + ### Export every image in a ImageCollection ```python @@ -80,23 +85,28 @@ tasks = geetools.batch.Export.imagecollection.toDrive( ## Some useful functions ### batch exporting + - Export every image in an ImageCollection to Google Drive, GEE Asset or Cloud Storage [examples](https://github.com/gee-community/gee_tools/tree/master/notebooks/batch) - Clip an image using a FeatureCollection and export the image inside every Feature [example](https://github.com/gee-community/gee_tools/tree/master/notebooks/batch) ### Image processing + - Pansharp [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/algorithms/pansharpen.ipynb) - Mask pixels around masked pixels (buffer around a mask) [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/image/bufferMask.ipynb) - Get the percentage of masked pixels inside a geometry [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/algorithms/mask_cover.ipynb) - Cloud masking functions [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/cloud_mask/cloud_masking.ipynb) ### Compositing + - Closest date composite: replace masked pixels with the "last available not masked pixel" [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/composite/closest_date.ipynb) - Medoid composite [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/composite/medoid.ipynb) ### Image Collections + - Mosaic same day [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/imagecollection/mosaicSameDay.ipynb) ### Visualization + - Get visualization parameters using a stretching function [example](https://github.com/gee-community/gee_tools/blob/master/notebooks/visualization/stretching.ipynb) ## All example Jupyter Notebooks @@ -107,3 +117,13 @@ Jupyter Notebooks avilables [here](https://github.com/gee-community/gee_tools/tr Any contribution is welcome. Any bug or question please use the [`github issue tracker`](https://github.com/gee-community/gee_tools/issues) + +## Star History + + + + + + Star History Chart + + diff --git a/docs/Makefile b/docs/Makefile deleted file mode 100644 index 25bb5cd8..00000000 --- a/docs/Makefile +++ /dev/null @@ -1,20 +0,0 @@ -# Minimal makefile for Sphinx documentation -# - -# You can set these variables from the command line. -SPHINXOPTS = -SPHINXBUILD = python -msphinx -SPHINXPROJ = geetools -SOURCEDIR = source -BUILDDIR = build - -# Put it first so that "make" without argument is like "make help". -help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) - -.PHONY: help Makefile - -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) \ No newline at end of file diff --git a/docs/_static/custom.css b/docs/_static/custom.css new file mode 100644 index 00000000..0af9db66 --- /dev/null +++ b/docs/_static/custom.css @@ -0,0 +1,6 @@ +/* add dollar sign in console code-block */ +div.highlight-console pre span.go::before { + content: "$"; + margin-right: 10px; + margin-left: 5px; +} diff --git a/docs/build/doctrees/Documentation.doctree b/docs/build/doctrees/Documentation.doctree deleted file mode 100644 index b0a868dd..00000000 Binary files a/docs/build/doctrees/Documentation.doctree and /dev/null differ diff --git a/docs/build/doctrees/Introduction.doctree b/docs/build/doctrees/Introduction.doctree deleted file mode 100644 index e7e48067..00000000 Binary files a/docs/build/doctrees/Introduction.doctree and /dev/null differ diff --git a/docs/build/doctrees/cloud_mask.doctree b/docs/build/doctrees/cloud_mask.doctree deleted file mode 100644 index bc702eac..00000000 Binary files a/docs/build/doctrees/cloud_mask.doctree and /dev/null differ diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle deleted file mode 100644 index 7ee9e403..00000000 Binary files a/docs/build/doctrees/environment.pickle and /dev/null differ diff --git a/docs/build/doctrees/expressions.doctree b/docs/build/doctrees/expressions.doctree deleted file mode 100644 index 84d8c34b..00000000 Binary files a/docs/build/doctrees/expressions.doctree and /dev/null differ diff --git a/docs/build/doctrees/imagestrip.doctree b/docs/build/doctrees/imagestrip.doctree deleted file mode 100644 index 5177e605..00000000 Binary files a/docs/build/doctrees/imagestrip.doctree and /dev/null differ diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree deleted file mode 100644 index 97b00c8a..00000000 Binary files a/docs/build/doctrees/index.doctree and /dev/null differ diff --git a/docs/build/doctrees/tools.doctree b/docs/build/doctrees/tools.doctree deleted file mode 100644 index 0ac90d0a..00000000 Binary files a/docs/build/doctrees/tools.doctree and /dev/null differ diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo deleted file mode 100644 index cf74fc62..00000000 --- a/docs/build/html/.buildinfo +++ /dev/null @@ -1,4 +0,0 @@ -# Sphinx build info version 1 -# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: e0f917b87293259d8c575db6f39e8a58 -tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/Documentation.html b/docs/build/html/Documentation.html deleted file mode 100644 index 2800afec..00000000 --- a/docs/build/html/Documentation.html +++ /dev/null @@ -1,242 +0,0 @@ - - - - - - - - - - - Documentation — GEE Tools 0.0.2 documentation - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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A set of useful tools to use in Google Earth Engine Python API

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Source code for geetools.cloud_mask

-# !/usr/bin/env python
-# coding=utf-8
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-import tools
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-# MODIS
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[docs]def modis(img): - """ Function to use in MODIS Collection - - Use: - - `masked = collection.map(cloud_mask.modis)` - """ - cmask = img.select("state_1km") - cloud = tools.compute_bits(cmask, 1, 1, "cloud") - mix = tools.compute_bits(cmask, 0, 0, "mix") - shadow = tools.compute_bits(cmask, 2, 2, "shadow") - cloud2 = tools.compute_bits(cmask, 10, 10, "cloud2") - snow = tools.compute_bits(cmask, 11, 11, "snow") - - mask = cloud.Or(mix).Or(shadow).Or(cloud2).Or(snow) - - return img.updateMask(mask.Not())
- -# SENTINEL 2 -
[docs]def sentinel2(image): - """ Function to use in SENTINEL2 Collection - - Use: - - `masked = collection.map(cloud_mask.sentinel2)` - """ - nubes = image.select("QA60") - opaque = tools.compute_bits(nubes, 10, 10, "opaque") - cirrus = tools.compute_bits(nubes, 11, 11, "cirrus") - mask = opaque.Or(cirrus) - result = image.updateMask(mask.Not()) - return result
- -# LEDAPS -
[docs]def ledaps(image): - """ Function to use in Surface Reflectance Collections computed by - LEDAPS - - Use: - - `masked = collection.map(cloud_mask.ledaps)` - """ - cmask = image.select('QA') - - valid_data_mask = tools.compute_bits(cmask, 1, 1, 'valid_data') - cloud_mask = tools.compute_bits(cmask, 2, 2, 'cloud') - snow_mask = tools.compute_bits(cmask, 4, 4, 'snow') - - good_pix = cloud_mask.eq(0).And(valid_data_mask.eq(0)).And(snow_mask.eq(0)) - result = image.updateMask(good_pix) - - return result
- -# FMASK -
[docs]def fmask(bandname="fmask"): - """ Function to use in Collections that have a quality band computed with - fmask algorithm - - The use of this function is a little different from the other because it - is a function that returns a function, so you must call it to return the - function to use in map: - - `masked = collection.map(cloud_mask.fmask())` - - :param bandname: name of the band that holds the fmask information - :type bandname: str - :return: a function to use in map - :rtype: function - """ - - def fmask(image): - imgFmask = image.select(bandname) - shadow = imgFmask.eq(3) - snow = imgFmask.eq(4) - cloud = imgFmask.eq(5) - - mask = shadow.Or(snow).Or(cloud) - - imgMask = image.updateMask(mask.Not()) - return imgMask - return fmask
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[docs]def usgs(image): - """ Function to use in Surface Reflectance Collections computed by USGS - - Use: - - `masked = collection.map(cloud_mask.usgs)` - """ - image = fmask("cfmask")(image) - cloud = image.select("sr_cloud_qa").neq(255) - shad = image.select("sr_cloud_shadow_qa").neq(255) - return image.updateMask(cloud).updateMask(shad)
- -if __name__ == "__main__": - import ee - from ee import mapclient - import tools - s2 = ee.Image("COPERNICUS/S2/20170416T142751_20170416T143935_T18GYT") - led = ee.Image("LEDAPS/LT5_L1T_SR/LT52310762002106COA00") - fm = ee.Image("LANDSAT/LC8_L1T_TOA_FMASK/LC82310902017099LGN00") - cfm = ee.Image("LANDSAT/LC8_SR/LC82310762015094") - - mapclient.addToMap(s2, {'bands':["B8", "B11", "B4"], 'max':5000}) -
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Source code for geetools.expressions

-# -*- coding: utf-8 -*-
-''' Expression generator for Google Earth Engine '''
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[docs]class ExpGen(object): - def __init__(self): - pass - -
[docs] @staticmethod - def max(a, b): - """ Generates the expression for max(a, b) - - :param a: one value. Can be a number or a variable - :type a: str - :param b: the other value - :type b: str - :return: max number - :rtype: str - """ - return "({a}>{b})?{a}:{b}".format(a= a, b= b)
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[docs] @staticmethod - def min(a, b): - """ Generates the expression for min(a, b) - - :param a: one value. Can be a number or a variable - :type a: str - :param b: the other value - :type b: str - :return: max number - :rtype: str - """ - return "({a}>{b})?{b}:{a}".format(a= a, b= b)
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- © Copyright 2017, Rodrigo E. Principe. - -

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- - - - - - - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/docs/build/html/_modules/geetools/imagestrip.html b/docs/build/html/_modules/geetools/imagestrip.html deleted file mode 100644 index 583c8250..00000000 --- a/docs/build/html/_modules/geetools/imagestrip.html +++ /dev/null @@ -1,722 +0,0 @@ - - - - - - - - - - - geetools.imagestrip — GEE Tools 0.0.2 documentation - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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Source code for geetools.imagestrip

-# coding=utf-8
-''' Creation of strip of images '''
-
-import tools
-from PIL import Image as ImPIL
-from PIL import ImageDraw, ImageFont
-import os.path
-import ee
-import logging
-
-
[docs]class ImageStrip(object): - ''' Create an image strip ''' - def __init__(self, name, ext="png", description="", **kwargs): - ''' - :param name: File name - :type name: str - - :Opcionals: - - :param ext: Extention. Default: png - :type ext: str - :param body_size: Body size. Defaults to 18 - :type body_size: int - :param title_size: Title's font size. Defaults to 30 - :type title_size: int - :param font: Font for all texts. defaults to "DejaVuSerif.ttf" - :type font: str - :param background_color: Background color. defaults to "white" - :type background_color: str - :param title_color: Title's font color. defaults to "black" - :type title_color: str - :param body_color: Body's text color. defaults to "red" - :type body_color: str - :param general_width: defaults to 0 - :type general_width: int - :param general_height: defaults to 0 - :type general_height: int - :param y_space: Space between lines or rows. defaults to 10 - :type y_space: int - :param x_space: Space between columns. defaults to 15 - :type x_space: int - :param description: Description that will go beneath the title - :type description: str - ''' - self.name = name - self.ext = ext - self.description = description - - self.body_size = kwargs.get("body_size", 18) - self.title_size = kwargs.get("title_size", 30) - self.font = kwargs.get("font", "DejaVuSerif.ttf") - self.background_color = kwargs.get("background_color", "white") - self.title_color = kwargs.get("title_color", "black") - self.body_color = kwargs.get("body_color", "red") - self.general_width = kwargs.get("general_width", 0) - self.general_height = kwargs.get("general_height", 0) - self.y_space = kwargs.get("y_space", 10) - self.x_space = kwargs.get("x_space", 15) - -
[docs] @staticmethod - def unpack(doublelist): - return [y for x in doublelist for y in x]
- -
[docs] def create(self, imlist, namelist, desclist=None): - """ Main method to create the actual strip - - :param imlist: PIL images, ej: [[img1, img2],[img3, img4]] - :type imlist: list of lists - :param namelist: Names for the images. Must match imlist size - :type namelist: list of lists - :param desclist: Descriptions for the images. Must match imlist size - :type desclist: list of lists - :return: - :rtype: - """ - - # SANITY CHECK - err1 = "dimension of imlist must match dimension of namelist" - err2 = "dimension of nested lists must be equal" - - if len(imlist) != len(namelist): - raise ValueError(err1) - elif [len(l) for l in imlist] != [len(l) for l in namelist]: - raise ValueError(err2) - - if desclist is not None: - if len(desclist) != len(imlist): - raise ValueError(err1) - elif [len(l) for l in imlist] != [len(l) for l in desclist]: - raise ValueError(err2) - - def line_height(text, font): - """ Calculate height for a multiline text - - :param text: multiline text - :type text: str - :param font: utilized font - :type font: ImageFont - :return: text height - :rtype: float - """ - lista = text.split("\n") - alt = 0 - for linea in lista: - alt += font.getsize(linea)[1] - return alt + self.y_space - - # FUENTES - font = ImageFont.truetype(self.font, self.body_size) - fontit = ImageFont.truetype(self.font, self.title_size) - font_desc = ImageFont.truetype(self.font, self.title_size - 4) - - # TITULO - title = self.name - title_height = line_height(title, fontit) - - # DIMENSIONES DESCRIPCION - description = self.description.replace("_", "\n") - desc_height = line_height(description, font_desc) - desc_width = font_desc.getsize(description)[0] - - # ALTURA NOMBRES - if desclist: - all_names = [n.replace("_", "\n") for n in self.unpack(desclist)] - else: - all_names = [n.replace("_", "\n") for n in self.unpack(namelist)] - - all_height = [line_height(t, font) for t in all_names] - name_height = max(*all_height) #+ 2 - # print alturatodos, alturanombres - - # CALCULO EL ANCHO DE LA PLANTILLA - imgs_width = [[ii.size[0] + self.x_space for ii in i] for i in imlist] - imgs_width_sum = [sum(i) for i in imgs_width] - - # CALCULO EL MAXIMO ANCHO DE LA LISTA DE ANCHOS - max_width = max(imgs_width_sum) - strip_width = int(max_width) - - # CALCULO EL ALTO MAX - - # POR AHORA LO CALCULA CON EL ALTO DE LA 1ER COLUMNA - # PERO SE PODRIA CALCULAR CUAL ES LA IMG MAS ALTA Y CUAL - # ES EL TITULO MAS ALTO, Y COMBINAR AMBOS... - - # Tener en cuenta que listaimgs es una lista de listas [[i1,i2], [i3,i4]] - - # print "calculando general_height de la plantilla..." - - imgs_height = [[ii.size[1] for ii in i] for i in imlist] - max_imgs_height = [max(*i) + name_height + self.y_space for i in imgs_height] - max_height = sum(max_imgs_height) - - strip_height = int(sum((title_height, desc_height, max_height, - self.y_space * 3))) - - strip = ImPIL.new("RGB", (strip_width, strip_height), - self.background_color) - - draw = ImageDraw.Draw(strip) - - # DIBUJA LOS ELEMENTOS DENTRO DE LA PLANTILLA - - # COORD INICIALES - x = 0 - y = 0 - - # DIBUJA EL TITULO - draw.text((x, y), title, font=fontit, fill=self.title_color) - - # DIBUJA LA DESCRIPCION - y += title_height + self.y_space # aumento y - # print "y de la descripcion:", y - draw.text((x, y), description, font=font_desc, fill=self.title_color) - - # DIBUJA LAS FILAS - - # logging.debug(("altura de la descripcion (calculada):", desc_height)) - # logging.debug(("altura de la desc", font_desc.getsize(description)[1])) - y += desc_height + self.y_space # aumento y - - # DIBUJA LAS FILAS Y COLUMNAS - - if desclist: - namelist = desclist - - for i, n, alto in zip(imlist, namelist, max_imgs_height): - # RESETEO LA POSICION HORIZONTAL - xn = x # hago esto porque en cada iteracion aumento solo xn y desp vuelvo a x - for image, name in zip(i, n): - # LA COLUMNA ES: (imagen, name, anchocolumna) - # print image, name - - ancho_i, alto_i = image.size - - # DIBUJO imagen - strip.paste(image, (xn, y)) - - # aumento y para pegar el texto - _y = y + alto_i + self.y_space - - # DIBUJO name - draw.text((xn, _y), - name.replace("_", "\n"), - font=font, - fill=self.body_color) - - # AUMENTO y - xn += ancho_i + self.x_space - - # AUMENTO x - y += alto - - strip.save(self.name + "." + self.ext) - strip.show() - - return strip
- -
[docs] def from_list(self, imlist, namelist, viz_bands, min, max, region, - folder, check=True, desclist=None, **kwargs): - """ Download every image and create the strip - - :param imlist: Satellite Images (not PIL!!!!!!) - :type imlist: list of ee.Image - :param namelist: Names for the images. Must match imlist - :type namelist: list of str - :param desclist: list of descriptions for every image. Optional - :type desclist: list of str - :param viz_bands: Visualization bands. ej: ["NIR","SWIR","RED"] - :type viz_bands: list of str - :param min: min value for visualization - :type min: int - :param max: max value for visualization - :type max: int - :param region: coordinate list. Optional - :type region: list - :param folder: folder to downlaod files. Do not use '/' at the end - :type folder: str - :param check: Check if file exists, and if it does, omits the downlaod - :type check: bool - :param draw_polygons: Polygons to draw over the image. Must be a list of list of - coordinates. Optional - :type draw_polygons: list of list - :param draw_lines: Lines to draw over the image - :type draw_lines: list of list - :param draw_points: Points to draw over the image - :type draw_points: list of list - :param general_width: Images width - :type general_width: int - - :return: A file with the name passed to StripImage() in the folder - passed to the method. Opens the generated file - """ - - region = tools.execli( - ee.Geometry.Polygon(region).bounds().getInfo)()["coordinates"] - - # TODO: modificar este metodo para que se pueda pasar listas de listas - general_width = kwargs.get("general_width", 500) - - draw_polygons = kwargs.get("draw_polygons", None) - draw_lines = kwargs.get("draw_lines", None) - draw_points = kwargs.get("draw_points", None) - - # desclist = kwargs.get("desclist", None) - - list_of_lists = [] - - # logging.debug(("verificar archivo?", check)) - - # for i in range(0, len(imlist)): - for img_list, nom_list in zip(imlist, namelist): - pil_img_list = [] - for image, name in zip(img_list, nom_list): - # name = namelist[i] - # exist = os.path.exists(folder+"/"+name) - # path = "{0}/{1}.{2}".format(folder, name, self.ext) - - # CHECK CARPETA - abscarp = os.path.abspath(folder) - if not os.path.exists(abscarp): - os.mkdir(abscarp) - - path = "{}/{}".format(folder, name) - fullpath = os.path.abspath(path)+"."+self.ext - exist = os.path.isfile(fullpath) - - logging.debug(("existe {}?".format(fullpath), exist)) - - if check and exist: - im = ImPIL.open(fullpath) - else: - img = ee.Image(image) - urlviz = img.visualize(bands=viz_bands, min=min, max=max, - forceRgbOutput=True) - - url = urlviz.getThumbURL({"region": region, - "format": self.ext, - "dimensions": general_width}) - - # archivo = funciones.downloadFile3(url, folder+"/"+name, self.ext) - file = tools.downloadFile(url, path, self.ext) - - im = ImPIL.open(file.name) - # listaimPIL.append(im) - - dr = ImageDraw.Draw(im) - - general_width, general_height = im.size - # print "general_width:", general_width, "general_height:", general_height - - # nivel de 'anidado' (nested) - def nested_level(l): - n = 0 - while type(l[0]) is list: - n += 1 - l = l[0] - return n - - region = region[0] if nested_level(region) == 2 else region - region = region[:-1] if len(region) == 5 else region - - p0 = region[0] - p1 = region[1] - p3 = region[3] - distX = abs(p0[0]-p1[0]) - distY = abs(p0[1]-p3[1]) - - # FACTORES DE ESCALADO - width_ratio = float(general_width)/float(distX) - height_ratio = float(general_height)/float(distY) - - if draw_polygons: - for pol in draw_polygons: - pol = [tuple(p) for p in pol] - - newpol = [(abs(x-p0[0])*width_ratio, abs(y-p0[1])*height_ratio) for x, y in pol] - - # logging.debug("nuevas coords {}".format(newpol)) - - #print "\n\n", pol, "\n\n" - dr.polygon(newpol, outline="red") - - pil_img_list.append(im) - list_of_lists.append(pil_img_list) - - if desclist: - return self.create(list_of_lists, namelist, desclist) - else: - return self.create(list_of_lists, namelist)
- -
[docs] def from_collection(self, collections, viz_param=None, region=None, - name=None, folder=None, properties=None, - drawRegion=False, zoom=0, description="", **kwargs): - ''' Create an image strip from a given ee.ImageCollection or ee.List - - :param collections: contains the images (ee.Image) - :type collections: list of ee.ImageCollection or ee.List - :param viz_param: visualization parameters. If None will use data of - the first 3 bands. - :type viz_param: dict - :param region: region from where to create the image strip. If None, - the region of the first image is used - :type region: list of list - :param name: name for the folder. If None the name of the - collection will be used - :type name: str - :param folder: folder to save the file. If None, the name of the - collection will be used - :type folder: str - :param properties: properties to add as a description of every image - :type properties: list - :param drawRegion: draw a polygon in the given region - :type drawRegion: bool - :param zoom: doesn't match EE zoom, this strats from 0 (no zoom). - :type zoom: int - :param description: Paragraph that serves as a decription of the image - strip - :type description: str - :param kwargs: other parameters passed to the creation of the - ImageStrip object. - :type kwargs: dict - :return: A file with the name passed to StripImage() in the folder - passed to the method. Opens the generated file - ''' - # SANITY CHECK - coltypes_imcol = [isinstance(col, ee.ImageCollection) for col in collections] - coltypes_imlist = [isinstance(col, ee.List) for col in collections] - if not min(coltypes_imcol) and not min(coltypes_imlist): - raise ValueError("'collection' parameter must be a list of " \ - "ee.ImageCollection or a list of ee.List containing ee.Image") - - if folder is None: - folder = name - - # TOMA DATOS DE LA PRIMER IMAGEN POR SI NO SE ESPECIFICA LA REGION O LOS - # PARAMETROS PARA LA VISUALIZACION - first = ee.Image(collections[0].first()) - first_info = tools.execli(first.getInfo)() - - # OBTENGO LA REGION, DE ESTE MODO SE PUEDE ESPECIFICAR UN AREA MAS CHICA - if not region: - region = first.geometry().bounds().getInfo()["coordinates"] - - original_region = region - - maxError = kwargs.get("maxError", 10) - if zoom > 0: - pol = ee.Geometry.Polygon(region) - center = pol.centroid() - b = center.buffer(zoom*100, maxError).bounds() - region = tools.execli(b.getInfo)()["coordinates"] - - if viz_param: - bands = viz_param.get("bands") - minV = viz_param.get("min") - maxV = viz_param.get("max") - else: - bandtype = first_info["bands"][0]["data_type"]["precision"] - bandmax = first_info["bands"][0]["data_type"]["max"] - b1 = first_info["bands"][0]["id"] - b2 = first_info["bands"][1]["id"] - b3 = first_info["bands"][2]["id"] - bands = [b1, b2, b3] - minV = 0 - if bandtype == "int" and bandmax > 255: - maxV = 5000 - elif bandtype == "float": - maxV = 0.5 - elif bandtype == "int" and bandmax == 255: - maxV = 125 - else: - maxV = 0.5 - - zoom_str = "z"+str(zoom) - region_str = "with_region" if drawRegion else "without_region" - - name += "_" + "_".join((zoom_str, region_str)) - - pl = ImageStrip(name, description=description) - - nested_imgs = [] - nested_names = [] - nested_desc = [] - - for col in collections: - # TRANSFORMO LA COLECCION EN UNA LISTA - lista = col.toList(5000) - listaPy = [] - names = [] - descriptions = [] # description para cada imagen - size = tools.execli(lista.size().getInfo)() - # colID = funciones.execli(col.getInfo)()["id"].split("/")[-1] - - for i in range(0, size): - img = ee.Image(lista.get(i)) - listaPy.append(img) - date = tools.execli(img.date().format().getInfo)() - imID = tools.execli(img.id().getInfo)() - propname = "" - if properties: - for prop in properties: - value = tools.execli(img.get(prop).getInfo)() - value = str(value) if value else "no {} property".format(value) - propname += "{}: {}_".format(prop, value) - - # desc = "{fecha}".format(id=imID, fecha=date) - desc = "ID: {imID}_date: {date}_{propname}".format(**locals()) - # nn = "_".join((colID, str(date), zoom_str, buff_str)) - nn = "_".join((imID, str(date), zoom_str)) - - names.append(nn) - descriptions.append(desc) - - # logging.debug(("descripciones", descripciones)) - # logging.debug(("nombres", nombres)) - - nested_imgs.append(listaPy) - nested_names.append(names) - nested_desc.append(descriptions) - - arguments = dict( - imlist=nested_imgs, - namelist=nested_names, - desclist=nested_desc, - viz_bands=bands, - min=minV, - max=maxV, - region=region, - folder=folder, - check=True) - - if drawRegion: - arguments["draw_polygons"] = (original_region) - - # print arguments["draw_polygons"] - - i = pl.from_list(**arguments) - - return i
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- © Copyright 2017, Rodrigo E. Principe. - -

-
- Built with Sphinx using a theme provided by Read the Docs. - -
- -
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- - - - - - - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/docs/build/html/_modules/geetools/tools.html b/docs/build/html/_modules/geetools/tools.html deleted file mode 100644 index a931a0dc..00000000 --- a/docs/build/html/_modules/geetools/tools.html +++ /dev/null @@ -1,981 +0,0 @@ - - - - - - - - - - - geetools.tools — GEE Tools 0.0.2 documentation - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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Source code for geetools.tools

-# coding=utf-8
-"""
-This file contains a bunch of useful functions to use in Google Earth Engine
-"""
-import time
-import traceback
-import functools
-import requests
-
-import ee
-
-_execli_trace = False
-_execli_times = 10
-_execli_wait = 0
-
-# DECORATOR
-
[docs]def execli_deco(times=None, wait=None, trace=None): - """ This is a decorating function to excecute a client side Earth Engine - function and retry as many times as needed. - Parameters can be set by modifing module's variables `_execli_trace`, - `_execli_times` and `_execli_wait` - - :Example: - .. code:: python - - from geetools.tools import execli_deco - import ee - - - # TRY TO GET THE INFO OF AN IMAGE WITH DEFAULT PARAMETERS - - @execli_deco() - def info(): - # THIS IMAGE DOESN'E EXISTE SO IT WILL THROW AN ERROR - img = ee.Image("wrongparam") - - return img.getInfo() - - # TRY WITH CUSTOM PARAM (2 times 5 seconds and traceback) - - @execli_deco(2, 5, True) - def info(): - # THIS IMAGE DOESN'E EXISTE SO IT WILL THROW AN ERROR - img = ee.Image("wrongparam") - - return img.getInfo() - - - - :param times: number of times it will try to excecute the function - :type times: int - :param wait: waiting time to excetue the function again - :type wait: int - :param trace: print the traceback - :type trace: bool - """ - if trace is None: - trace = _execli_trace - if times is None: - times = _execli_times - if wait is None: - wait = _execli_wait - - try: - times = int(times) - wait = int(wait) - except: - print type(times) - print type(wait) - raise ValueError("'times' and 'wait' parameters must be numbers") - - def wrap(f): - @functools.wraps(f) - def wrapper(*args, **kwargs): - r = range(times) - for i in r: - try: - result = f(*args, **kwargs) - except Exception as e: - print "try n°", i, "ERROR:", e - if trace: - traceback.print_exc() - if i < r[-1] and wait > 0: - print "waiting {} seconds...".format(str(wait)) - time.sleep(wait) - elif i == r[-1]: - raise RuntimeError("An error occured tring to excecute"\ - "the funcion '{0}'".format(f.__name__)) - else: - return result - - return wrapper - return wrap
- -
[docs]def execli(function, times=None, wait=None, trace=None): - """ This function tries to excecute a client side Earth Engine function - and retry as many times as needed. It is ment to use in cases when you - cannot access to the original function. See example. - - :Example: - .. code:: python - - from geetools.tools import execli - import ee - - # THIS IMAGE DOESN'E EXISTE SO IT WILL THROW AN ERROR - img = ee.Image("wrongparam") - - # try to get the info with default parameters (10 times, wait 0 sec) - info = execli(img.getInfo)() - print info - - # try with custom param (2 times 5 seconds with traceback) - info2 = execli(img.getInfo, 2, 5, True) - print info2 - - - :param times: number of times it will try to excecute the function - :type times: int - :param wait: waiting time to excetue the function again - :type wait: int - :param trace: print the traceback - :type trace: bool - """ - if trace is None: - trace = _execli_trace - if times is None: - times = _execli_times - if wait is None: - wait = _execli_wait - - try: - times = int(times) - wait = int(wait) - except: - print type(times) - print type(wait) - raise ValueError("'times' and 'wait' parameters must be numbers") - - def wrap(f): - def wrapper(*args, **kwargs): - r = range(times) - for i in r: - try: - result = f(*args, **kwargs) - except Exception as e: - print "try n°", i, "ERROR:", e - if trace: - traceback.print_exc() - if i < r[-1] and wait > 0: - print "waiting {} seconds...".format(str(wait)) - time.sleep(wait) - elif i == r[-1]: - raise RuntimeError("An error occured tring to excecute" \ - "the funcion '{0}'".format(f.__name__)) - else: - return result - - return wrapper - return wrap(function)
- -# INITIALIZE EARTH ENGINE USING EXECLI FUNCTION -execli(ee.Initialize)() - -
[docs]@execli_deco() -def getRegion(geom): - """ Gets the region of a given geometry to use in exporting tasks. The - argument can be a Geometry, Feature or Image - - :param geom: geometry to get region of - :type geom: ee.Feature, ee.Geometry, ee.Image - :return: region coordinates ready to use in a client-side EE function - :rtype: json - """ - if isinstance(geom, ee.Geometry): - region = geom.getInfo()["coordinates"] - elif isinstance(geom, ee.Feature) or isinstance(geom, ee.Image): - region = geom.geometry().getInfo()["coordinates"] - return region
- -TYPES = {'float': ee.Image.toFloat, - 'int': ee.Image.toInt, - 'Uint8': ee.Image.toUint8, - 'int8': ee.Image.toInt8, - 'double': ee.Image.toDouble} - -
[docs]def mask2zero(img): - """ Converts masked pixels into zeros - - :param img: Image contained in the Collection - :type img: ee.Image - """ - theMask = img.mask() - return theMask.where(1, img)
- -
[docs]def mask2number(number): - """ Converts masked pixels into the specified number in each image of - the collection. As *number* has to be a float, the resulting Image will - have all bands converted to Float. - - :param number: number to fill masked pixels - :type number: float - :return: the function for mapping - :rtype: function - """ - # TODO: let the user choose the type of the output - - def mapping(img): - mask = img.mask() - test = mask.Not() - img = mask2zero(img) - return img.where(test, number) - - return mapping
- -
[docs]@execli_deco() -def exportByFeat(img, fc, prop, folder, scale=1000, dataType="float", **kwargs): - """ Export an image clipped by features (Polygons). You can use the same - arguments as the original function ee.batch.export.image.toDrive - - :Parameters: - :param img: image to clip - :type img: ee.Image - :param fc: feature collection - :type fc: ee.FeatureCollection - :param prop: name of the property of the features to paste in the image - :type prop: str - :param folder: same as ee.Export - :type folder: str - :param scale: same as ee.Export. Default to 1000 - :type scale: int - :param dataType: as downloaded images **must** have the same data type in all - bands, you have to set it here. Can be one of: "float", "double", "int", - "Uint8", "Int8" or a casting function like *ee.Image.toFloat* - :type dataType: str - - :return: a list of all tasks (for further processing/checking) - :rtype: list - """ - - featlist = fc.getInfo()["features"] - name = img.getInfo()["id"].split("/")[-1] - - if dataType in TYPES: - typefunc = TYPES[dataType] - img = typefunc(img) - elif dataType in dir(ee.Image): - img = dataType(img) - - def unpack(thelist): - unpacked = [] - for i in thelist: - unpacked.append(i[0]) - unpacked.append(i[1]) - return unpacked - - tasklist = [] - - for f in featlist: - geomlist = unpack(f["geometry"]["coordinates"][0]) - geom = ee.Geometry.Polygon(geomlist) - - feat = ee.Feature(geom) - dis = f["properties"][prop] - - if type(dis) is float: - disS = str(int(dis)) - elif type(dis) is int: - disS = str(dis) - elif type(dis) is str: - disS = dis - else: - print "unknown property's type" - break - - finalname = "{0}_{1}_{2}".format(name, prop, disS) - - task = ee.batch.Export.image.toDrive( - image=img, - description=finalname, - folder=folder, - fileNamePrefix=finalname, - region=feat.geometry().bounds().getInfo()["coordinates"], - scale=scale, **kwargs) - - task.start() - print "exporting", finalname - tasklist.append(task) - - return tasklist
- -
[docs]@execli_deco() -def col2drive(col, folder, scale=30, maxImgs=100, dataType="float", - region=None, **kwargs): - """ Upload all images from one collection to Google Drive. You can use the - same arguments as the original function ee.batch.export.image.toDrive - - :param col: Collection to upload - :type col: ee.ImageCollection - :param region: area to upload. Defualt to the footprint of the first - image in the collection - :type region: ee.Geometry.Rectangle or ee.Feature - :param scale: scale of the image (side of one pixel). Defults to 30 - (Landsat resolution) - :type scale: int - :param maxImgs: maximum number of images inside the collection - :type maxImgs: int - :param dataType: as downloaded images **must** have the same data type in all - bands, you have to set it here. Can be one of: "float", "double", "int", - "Uint8", "Int8" or a casting function like *ee.Image.toFloat* - :type dataType: str - :return: list of tasks - :rtype: list - """ - alist = col.toList(maxImgs) - size = alist.size().getInfo() - tasklist = [] - - if region is None: - region = ee.Image(alist.get(0)).geometry().getInfo()["coordinates"] - else: - region = getRegion(region) - - for idx in range(0, size): - img = alist.get(idx) - img = ee.Image(img) - name = img.id().getInfo().split("/")[-1] - - if dataType in TYPES: - typefunc = TYPES[dataType] - img = typefunc(img) - elif dataType in dir(ee.Image): - img = dataType(img) - else: - raise ValueError("specified data type is not found") - - task = ee.batch.Export.image.toDrive(image=img, - description=name, - folder=folder, - fileNamePrefix=name, - region=region, - scale=scale, **kwargs) - task.start() - tasklist.append(task) - - return tasklist
- -
[docs]@execli_deco() -def col2asset(col, assetPath, scale=30, maxImgs=100, region=None, **kwargs): - """ Upload all images from one collection to a Earth Engine Asset. You can - use the same arguments as the original function ee.batch.export.image.toDrive - - :param col: Collection to upload - :type col: ee.ImageCollection - :param assetPath: path of the asset where images will go - :type assetPath: str - :param region: area to upload. Defualt to the footprint of the first - image in the collection - :type region: ee.Geometry.Rectangle or ee.Feature - :param scale: scale of the image (side of one pixel). Defults to 30 - (Landsat resolution) - :type scale: int - :param maxImgs: maximum number of images inside the collection - :type maxImgs: int - :param dataType: as downloaded images **must** have the same data type in all - bands, you have to set it here. Can be one of: "float", "double", "int", - "Uint8", "Int8" or a casting function like *ee.Image.toFloat* - :type dataType: str - :return: list of tasks - :rtype: list - """ - alist = col.toList(maxImgs) - size = alist.size().getInfo() - tasklist = [] - - if region is None: - region = ee.Image(alist.get(0)).geometry().getInfo()["coordinates"] - else: - region = getRegion(region) - - for idx in range(0, size): - img = alist.get(idx) - img = ee.Image(img) - name = img.id().getInfo().split("/")[-1] - - assetId = assetPath+"/"+name - - task = ee.batch.Export.image.toAsset(image=img, - assetId=assetId, - description=name, - region=region, - scale=scale, **kwargs) - task.start() - tasklist.append(task) - - return tasklist
- -
[docs]def addConstantBands(value=None, *names, **pairs): - """ Adds bands with a constant value - - :param names: final names for the additional bands - :type names: list - :param value: constant value - :type value: int or float - :param pairs: keywords for the bands (see example) - :type pairs: dict - :return: the function for ee.ImageCollection.map() - :rtype: function - - :Example: - - .. code:: python - - from geetools.tools import addConstantBands - import ee - - col = ee.ImageCollection(ID) - - # Option 1 - arguments - addC = addConstantBands(0, "a", "b", "c") - newcol = col.map(addC) - - # Option 2 - keyword arguments - addC = addConstantBands(a=0, b=1, c=2) - newcol = col.map(addC) - - # Option 3 - Combining - addC = addC = addConstantBands(0, "a", "b", "c", d=1, e=2) - newcol = col.map(addC) - """ - is_val_n = type(value) is int or type(value) is float - - if is_val_n and names: - list1 = [ee.Image.constant(value).select([0], [n]) for n in names] - else: - list1 = [] - - if pairs: - list2 = [ee.Image.constant(val).select([0], [key]) for key, val in pairs.iteritems()] - else: - list2 = [] - - if list1 or list2: - lista_img = list1 + list2 - elif value is None: - raise ValueError("Parameter 'value' must be a number") - else: - return addConstantBands(value, "constant") - - img_final = reduce(lambda x, y: x.addBands(y), lista_img) - - def apply(img): - return ee.Image(img).addBands(ee.Image(img_final)) - - return apply
- -
[docs]def replace(img, to_replace, to_add): - """ Replace one band of the image with a provided band - - :param img: Image containing the band to replace - :type img: ee.Image - :param to_replace: name of the band to replace. If the image hasn't got - that band, it will be added to the image. - :type to_replace: str - :param to_add: Image (one band) containing the band to add. If an Image - with more than one band is provided, it uses the first band. - :type to_add: ee.Image - :return: Same Image provided with the band replaced - :rtype: ee.Image - """ - band = to_add.select([0]) - bands = img.bandNames() - band = band.select([0], [to_replace]) - resto = bands.remove(to_replace) - img_resto = img.select(resto) - img_final = img_resto.addBands(band) - return img_final
- -
[docs]def get_value(img, point, scale=10): - """ Return the value of all bands of the image in the specified point - - :param img: Image to get the info from - :type img: ee.Image - :param point: Point from where to get the info - :type point: ee.Geometry.Point - :param scale: The scale to use in the reducer. It defaults to 10 due to the - minimum scale available in EE (Sentinel 10m) - :type scale: int - :return: Values of all bands in the ponit - :rtype: dict - """ - scale = int(scale) - type = point.getInfo()["type"] - if type != "Point": - raise ValueError("Point must be ee.Geometry.Point") - - return img.reduceRegion(ee.Reducer.first(), point, scale).getInfo()
- -
[docs]def sumBands(name="sum", bands=None): - """ Adds all *bands* values and puts the result on *name*. - - There are 2 ways to use it: - - :ONE IMAGE: - - .. code:: python - - img = ee.Image("LANDSAT/LC8_L1T_TOA_FMASK/LC82310902013344LGN00") - fsum = sumBands("added_bands", ("B1", "B2", "B3")) - newimg = fsum(img) - - :COLLECTION: - - .. code:: python - - col = ee.ImageCollection("LANDSAT/LC8_L1T_TOA_FMASK") - fsum = sumBands("added_bands", ("B1", "B2", "B3")) - newcol = col.map(fsum) - - :param name: name for the band that contains the added values of bands - :type name: str - :param bands: names of the bands to be added - :type bands: tuple - :return: The function to use in ee.ImageCollection.map() - :rtype: function - """ - def wrap(image): - if bands is None: - bn = image.bandNames() - else: - bn = ee.List(list(bands)) - - nim = ee.Image(0).select([0], [name]) - - # TODO: check if passed band names are in band names - def sumBandas(n, ini): - return ee.Image(ini).add(image.select([n])) - - newimg = ee.Image(bn.iterate(sumBandas, nim)) - - return image.addBands(newimg) - return wrap
- -
[docs]def replace_many(listEE, replace): - """ Replace many elements of a Earth Engine List object - - :param listEE: list - :type listEE: ee.List - :param toreplace: values to replace - :type toreplace: dict - :return: list with replaced values - :rtype: ee.List - - :EXAMPLE: - - .. code:: python - - list = ee.List(["one", "two", "three", 4]) - newlist = replace_many(list, {"one": 1, 4:"four"}) - - print newlist.getInfo() - - >> [1, "two", "three", "four"] - - """ - for key, val in replace.iteritems(): - if val: - listEE = listEE.replace(key, val) - return listEE
- -
[docs]def rename_bands(names): - """ Renames bands of images. Can be used in one image or in a collection - - :param names: matching names where key is original name and values the - new name - :type names: dict - :return: a function to rename images - :rtype: function - - :EXAMPLE: - - .. code:: python - - imagen = ee.Image("LANDSAT/LC8_L1T_TOA_FMASK/LC82310902013344LGN00") - p = ee.Geometry.Point(-71.72029495239258, -42.78997046797438) - - i = rename_bands({"B1":"BLUE", "B2":"GREEN"})(imagen) - - print get_value(imagen, p) - print get_value(i, p) - - >> {u'B1': 0.10094200074672699, u'B2': 0.07873955368995667, u'B3': 0.057160500437021255} - >> {u'BLUE': 0.10094200074672699, u'GREEN': 0.07873955368995667, u'B3': 0.057160500437021255} - """ - def wrap(img): - bandnames = img.bandNames() - newnames = replace_many(bandnames, names) - return img.select(bandnames, newnames) - return wrap
- -
[docs]def pass_prop(img_with, img_without, properties): - """ Pass properties from one image to another - - :param img_with: image that has the properties to tranpass - :type img_with: ee.Image - :param img_without: image that will recieve the properties - :type img_without: ee.Image - :param properties: properies to transpass - :type properties: list - :return: the image with the new properties - :rtype: ee.Image - """ - for prop in properties: - p = img_with.get(prop) - img_without = img_without.set(prop, p) - return img_without
- -
[docs]def pass_date(img_with, img_without): - """ Pass date property from one image to another """ - return pass_prop(img_with, img_without, "system:time_start")
- -
[docs]def list_intersection(listEE1, listEE2): - """ Find matching values. If listEE1 has duplicated values that are present - on listEE2, all values from listEE1 will apear in the result - - :param listEE1: one Earth Engine List - :param listEE2: the other Earth Engine List - :return: list with the intersection (matching values) - :rtype: ee.List - """ - newlist = ee.List([]) - def wrap(element, first): - first = ee.List(first) - - return ee.Algorithms.If(listEE2.contains(element), first.add(element), first) - - return ee.List(listEE1.iterate(wrap, newlist))
- -
[docs]def list_diff(listEE1, listEE2): - """ Difference between two earth engine lists - - :param listEE1: one list - :param listEE2: the other list - :return: list with the values of the difference - :rtype: ee.List - """ - return listEE1.removeAll(listEE2).add(listEE2.removeAll(listEE1)).flatten()
- -
[docs]def parametrize(range_from, range_to, bands=None): - """ Parametrize from a original known range to a fixed new range - - :Parameters: - :param range_from: Original range. example: (0, 5000) - :type range_from: tuple - :param range_to: Fixed new range. example: (500, 1000) - :type range_to: tuple - :param bands: bands to parametrize. If *None* all bands will be - parametrized. - :type bands: list - - :return: Function to use in map() or alone - :rtype: function - """ - - rango_orig = range_from if isinstance(range_from, ee.List) else ee.List( - range_from) - rango_final = range_to if isinstance(range_to, ee.List) else ee.List(range_to) - - # Imagenes del min y max originales - min0 = ee.Image.constant(rango_orig.get(0)) - max0 = ee.Image.constant(rango_orig.get(1)) - - # Rango de min a max - rango0 = max0.subtract(min0) - - # Imagenes del min y max final - min1 = ee.Image.constant(rango_final.get(0)) - max1 = ee.Image.constant(rango_final.get(1)) - - # Rango final - rango1 = max1.subtract(min1) - - def wrap(img): - # todas las bandas - todas = img.bandNames() - - # bandas a parametrizar. Si no se especifica se usan todas - if bands: - bandasEE = ee.List(bands) - else: - bandasEE = img.bandNames() - - inter = list_intersection(bandasEE, todas) - diff = list_diff(todas, inter) - imagen = img.select(inter) - - # Porcentaje del valor actual de la banda en el rango de valores - porcent = imagen.subtract(min0).divide(rango0) - - # Teniendo en cuenta el porcentaje en el que se encuentra el valor - # real en el rango real, calculo el valor en el que se encuentra segun - # el rango final. Porcentaje*rango_final + min_final - - final = porcent.multiply(rango1).add(min1) - - # Agrego el resto de las bandas que no se parametrizaron - final = img.select(diff).addBands(final) - - return pass_date(img, final) - return wrap
- -
[docs]def compute_bits(image, start, end, newName): - """ Compute the bits of an image - - :param image: image that contains the band with the bit information - :type image: ee.Image - :param start: start bit - :type start: int - :param end: end bit - :type end: int - :param newName: new name for the band - :type newName: str - :return: a single band image of the extracted bits, giving the band - a new name - :rtype: ee.Image - """ - pattern = 0 - - for i in range(start, end + 1): - pattern += 2**i - - return image.select([0], [newName]).bitwiseAnd(pattern).rightShift(start)
- -
[docs]def downloadFile(url, name, ext): - """ Download a file from a given url - - :param url: full url - :type url: str - :param name: name for the file (can contain a path) - :type name: str - :param ext: extension for the file - :type ext: str - :return: the created file (closed) - :rtype: file - """ - response = requests.get(url, stream=True) - code = response.status_code - - while code != 200: - if code == 400: - return None - response = requests.get(url, stream=True) - code = response.status_code - - with open(name + "." + ext, "wb") as handle: - for data in response.iter_content(): - handle.write(data) - - return handle
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- - - - - - - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/docs/build/html/_sources/Documentation.rst.txt b/docs/build/html/_sources/Documentation.rst.txt deleted file mode 100644 index bc3e8917..00000000 --- a/docs/build/html/_sources/Documentation.rst.txt +++ /dev/null @@ -1,8 +0,0 @@ -Documentation -============= - -.. toctree:: - tools - cloud_mask - expressions - imagestrip \ No newline at end of file diff --git a/docs/build/html/_sources/Introduction.rst.txt b/docs/build/html/_sources/Introduction.rst.txt deleted file mode 100644 index 2b14e1cb..00000000 --- a/docs/build/html/_sources/Introduction.rst.txt +++ /dev/null @@ -1,5 +0,0 @@ -Introduction -============ - -A set of useful tools to use in Google Earth Engine Python API - diff --git a/docs/build/html/_sources/cloud_mask.rst.txt b/docs/build/html/_sources/cloud_mask.rst.txt deleted file mode 100644 index 5ee09ad8..00000000 --- a/docs/build/html/_sources/cloud_mask.rst.txt +++ /dev/null @@ -1,7 +0,0 @@ -cloud mask module -================= - -.. automodule:: geetools.cloud_mask - :members: - :undoc-members: - :show-inheritance: \ No newline at end of file diff --git a/docs/build/html/_sources/expressions.rst.txt b/docs/build/html/_sources/expressions.rst.txt deleted file mode 100644 index f0d730e6..00000000 --- a/docs/build/html/_sources/expressions.rst.txt +++ /dev/null @@ -1,7 +0,0 @@ -expressions module -================== - -.. automodule:: geetools.expressions - :members: - :undoc-members: - :show-inheritance: \ No newline at end of file diff --git a/docs/build/html/_sources/imagestrip.rst.txt b/docs/build/html/_sources/imagestrip.rst.txt deleted file mode 100644 index e7600d45..00000000 --- a/docs/build/html/_sources/imagestrip.rst.txt +++ /dev/null @@ -1,7 +0,0 @@ -imagestrip module -================== - -.. automodule:: geetools.imagestrip - :members: - :undoc-members: - :show-inheritance: \ No newline at end of file diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt deleted file mode 100644 index 611e1a97..00000000 --- a/docs/build/html/_sources/index.rst.txt +++ /dev/null @@ -1,47 +0,0 @@ -.. geetools documentation master file, created by - sphinx-quickstart on Wed Nov 15 08:48:59 2017. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -Welcome to GEE tools's documentation -==================================== - -A set of useful tools to use in Google Earth Engine Python API - -.. toctree:: - :maxdepth: 2 - :caption: Contents: - - Documentation - -Installation ------------- - -You can install it like any other python package - -.. code:: bash - - pip install geetools - -Basic Usage ------------ - -.. code:: python - - from geetools import tools - - image = ee.Image(0).select([0], ["aband"]) - point = ee.Geometry.Point([0, 0]) - scale = 30 - value = tools.get_value(image, point, scale) - - print(value["aband"]) - -More in the :doc:`Documentation` - -Indices and tables -================== - -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` diff --git a/docs/build/html/_sources/tools.rst.txt b/docs/build/html/_sources/tools.rst.txt deleted file mode 100644 index 9a85eea9..00000000 --- a/docs/build/html/_sources/tools.rst.txt +++ /dev/null @@ -1,7 +0,0 @@ -geetools module -=============== - -.. automodule:: geetools.tools - :members: - :undoc-members: - :show-inheritance: \ No newline at end of file diff --git a/docs/build/html/_static/ajax-loader.gif b/docs/build/html/_static/ajax-loader.gif deleted file mode 100644 index 61faf8ca..00000000 Binary files a/docs/build/html/_static/ajax-loader.gif and /dev/null differ diff --git a/docs/build/html/_static/basic.css b/docs/build/html/_static/basic.css deleted file mode 100644 index 6df76b0a..00000000 --- a/docs/build/html/_static/basic.css +++ /dev/null @@ -1,639 +0,0 @@ -/* - * basic.css - * ~~~~~~~~~ - * - * Sphinx stylesheet -- basic theme. - * - * 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- - if ( typeof module === "object" && typeof module.exports === "object" ) { - - // For CommonJS and CommonJS-like environments where a proper `window` - // is present, execute the factory and get jQuery. - // For environments that do not have a `window` with a `document` - // (such as Node.js), expose a factory as module.exports. - // This accentuates the need for the creation of a real `window`. - // e.g. var jQuery = require("jquery")(window); - // See ticket #14549 for more info. - module.exports = global.document ? - factory( global, true ) : - function( w ) { - if ( !w.document ) { - throw new Error( "jQuery requires a window with a document" ); - } - return factory( w ); - }; - } else { - factory( global ); - } - -// Pass this if window is not defined yet -} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { - -// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 -// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode -// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common -// enough that all such attempts are guarded in a try block. -"use strict"; - -var arr = []; - -var document = window.document; - -var getProto = Object.getPrototypeOf; - -var slice = arr.slice; - -var concat = arr.concat; - -var push = arr.push; - -var indexOf = arr.indexOf; - -var class2type = {}; - -var toString = class2type.toString; - -var hasOwn = class2type.hasOwnProperty; - -var fnToString = hasOwn.toString; - -var ObjectFunctionString = fnToString.call( Object ); - -var support = {}; - - - - function DOMEval( code, doc ) { - doc = doc || document; - - var script = doc.createElement( "script" ); - - script.text = code; - doc.head.appendChild( script ).parentNode.removeChild( script ); - } -/* global Symbol */ -// Defining this global in .eslintrc would create a danger of using the global -// unguarded in another place, it seems safer to define global only for this module - - - -var - version = "3.1.0", - - // Define a local copy of jQuery - jQuery = function( selector, context ) { - - // The jQuery object is actually just the init constructor 'enhanced' - // Need init if jQuery is called (just allow error to be thrown if not included) - return new jQuery.fn.init( selector, context ); - }, - - // Support: Android <=4.0 only - // Make sure we trim BOM and NBSP - rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g, - - // Matches dashed string for camelizing - rmsPrefix = /^-ms-/, - rdashAlpha = /-([a-z])/g, - - // Used by jQuery.camelCase as callback to replace() - fcamelCase = function( all, letter ) { - return letter.toUpperCase(); - }; - -jQuery.fn = jQuery.prototype = { - - // The current version of jQuery being used - jquery: version, - - constructor: jQuery, - - // The default length of a jQuery object is 0 - length: 0, - - toArray: function() { - return slice.call( this ); - }, - - // Get the Nth element in the matched element set OR - // Get the whole matched element set as a clean array - get: function( num ) { - return num != null ? - - // Return just the one element from the set - ( num < 0 ? this[ num + this.length ] : this[ num ] ) : - - // Return all the elements in a clean array - slice.call( this ); - }, - - // Take an array of elements and push it onto the stack - // (returning the new matched element set) - pushStack: function( elems ) { - - // Build a new jQuery matched element set - var ret = jQuery.merge( this.constructor(), elems ); - - // Add the old object onto the stack (as a reference) - ret.prevObject = this; - - // Return the newly-formed element set - return ret; - }, - - // Execute a callback for every element in the matched set. - each: function( callback ) { - return jQuery.each( this, callback ); - }, - - map: function( callback ) { - return this.pushStack( jQuery.map( this, function( elem, i ) { - return callback.call( elem, i, elem ); - } ) ); - }, - - slice: function() { - return this.pushStack( slice.apply( this, arguments ) ); - }, - - first: function() { - return this.eq( 0 ); - }, - - last: function() { - return this.eq( -1 ); - }, - - eq: function( i ) { - var len = this.length, - j = +i + ( i < 0 ? len : 0 ); - return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); - }, - - end: function() { - return this.prevObject || this.constructor(); - }, - - // For internal use only. - // Behaves like an Array's method, not like a jQuery method. - push: push, - sort: arr.sort, - splice: arr.splice -}; - -jQuery.extend = jQuery.fn.extend = function() { - var options, name, src, copy, copyIsArray, clone, - target = arguments[ 0 ] || {}, - i = 1, - length = arguments.length, - deep = false; - - // Handle a deep copy situation - if ( typeof target === "boolean" ) { - deep = target; - - // Skip the boolean and the target - target = arguments[ i ] || {}; - i++; - } - - // Handle case when target is a string or something (possible in deep copy) - if ( typeof target !== "object" && !jQuery.isFunction( target ) ) { - target = {}; - } - - // Extend jQuery itself if only one argument is passed - if ( i === length ) { - target = this; - i--; - } - - for ( ; i < length; i++ ) { - - // Only deal with non-null/undefined values - if ( ( options = arguments[ i ] ) != null ) { - - // Extend the base object - for ( name in options ) { - src = target[ name ]; - copy = options[ name ]; - - // Prevent never-ending loop - if ( target === copy ) { - continue; - } - - // Recurse if we're merging plain objects or arrays - if ( deep && copy && ( jQuery.isPlainObject( copy ) || - ( copyIsArray = jQuery.isArray( copy ) ) ) ) { - - if ( copyIsArray ) { - copyIsArray = false; - clone = src && jQuery.isArray( src ) ? src : []; - - } else { - clone = src && jQuery.isPlainObject( src ) ? src : {}; - } - - // Never move original objects, clone them - target[ name ] = jQuery.extend( deep, clone, copy ); - - // Don't bring in undefined values - } else if ( copy !== undefined ) { - target[ name ] = copy; - } - } - } - } - - // Return the modified object - return target; -}; - -jQuery.extend( { - - // Unique for each copy of jQuery on the page - expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), - - // Assume jQuery is ready without the ready module - isReady: true, - - error: function( msg ) { - throw new Error( msg ); - }, - - noop: function() {}, - - isFunction: function( obj ) { - return jQuery.type( obj ) === "function"; - }, - - isArray: Array.isArray, - - isWindow: function( obj ) { - return obj != null && obj === obj.window; - }, - - isNumeric: function( obj ) { - - // As of jQuery 3.0, isNumeric is limited to - // strings and numbers (primitives or objects) - // that can be coerced to finite numbers (gh-2662) - var type = jQuery.type( obj ); - return ( type === "number" || type === "string" ) && - - // parseFloat NaNs numeric-cast false positives ("") - // ...but misinterprets leading-number strings, particularly hex literals ("0x...") - // subtraction forces infinities to NaN - !isNaN( obj - parseFloat( obj ) ); - }, - - isPlainObject: function( obj ) { - var proto, Ctor; - - // Detect obvious negatives - // Use toString instead of jQuery.type to catch host objects - if ( !obj || toString.call( obj ) !== "[object Object]" ) { - return false; - } - - proto = getProto( obj ); - - // Objects with no prototype (e.g., `Object.create( null )`) are plain - if ( !proto ) { - return true; - } - - // Objects with prototype are plain iff they were constructed by a global Object function - Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; - return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; - }, - - isEmptyObject: function( obj ) { - - /* eslint-disable no-unused-vars */ - // See https://github.com/eslint/eslint/issues/6125 - var name; - - for ( name in obj ) { - return false; - } - return true; - }, - - type: function( obj ) { - if ( obj == null ) { - return obj + ""; - } - - // Support: Android <=2.3 only (functionish RegExp) - return typeof obj === "object" || typeof obj === "function" ? - class2type[ toString.call( obj ) ] || "object" : - typeof obj; - }, - - // Evaluates a script in a global context - globalEval: function( code ) { - DOMEval( code ); - }, - - // Convert dashed to camelCase; used by the css and data modules - // Support: IE <=9 - 11, Edge 12 - 13 - // Microsoft forgot to hump their vendor prefix (#9572) - camelCase: function( string ) { - return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); - }, - - nodeName: function( elem, name ) { - return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); - }, - - each: function( obj, callback ) { - var length, i = 0; - - if ( isArrayLike( obj ) ) { - length = obj.length; - for ( ; i < length; i++ ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } else { - for ( i in obj ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } - - return obj; - }, - - // Support: Android <=4.0 only - trim: function( text ) { - return text == null ? - "" : - ( text + "" ).replace( rtrim, "" ); - }, - - // results is for internal usage only - makeArray: function( arr, results ) { - var ret = results || []; - - if ( arr != null ) { - if ( isArrayLike( Object( arr ) ) ) { - jQuery.merge( ret, - typeof arr === "string" ? - [ arr ] : arr - ); - } else { - push.call( ret, arr ); - } - } - - return ret; - }, - - inArray: function( elem, arr, i ) { - return arr == null ? -1 : indexOf.call( arr, elem, i ); - }, - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - merge: function( first, second ) { - var len = +second.length, - j = 0, - i = first.length; - - for ( ; j < len; j++ ) { - first[ i++ ] = second[ j ]; - } - - first.length = i; - - return first; - }, - - grep: function( elems, callback, invert ) { - var callbackInverse, - matches = [], - i = 0, - length = elems.length, - callbackExpect = !invert; - - // Go through the array, only saving the items - // that pass the validator function - for ( ; i < length; i++ ) { - callbackInverse = !callback( elems[ i ], i ); - if ( callbackInverse !== callbackExpect ) { - matches.push( elems[ i ] ); - } - } - - return matches; - }, - - // arg is for internal usage only - map: function( elems, callback, arg ) { - var length, value, - i = 0, - ret = []; - - // Go through the array, translating each of the items to their new values - if ( isArrayLike( elems ) ) { - length = elems.length; - for ( ; i < length; i++ ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - - // Go through every key on the object, - } else { - for ( i in elems ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - } - - // Flatten any nested arrays - return concat.apply( [], ret ); - }, - - // A global GUID counter for objects - guid: 1, - - // Bind a function to a context, optionally partially applying any - // arguments. - proxy: function( fn, context ) { - var tmp, args, proxy; - - if ( typeof context === "string" ) { - tmp = fn[ context ]; - context = fn; - fn = tmp; - } - - // Quick check to determine if target is callable, in the spec - // this throws a TypeError, but we will just return undefined. - if ( !jQuery.isFunction( fn ) ) { - return undefined; - } - - // Simulated bind - args = slice.call( arguments, 2 ); - proxy = function() { - return fn.apply( context || this, args.concat( slice.call( arguments ) ) ); - }; - - // Set the guid of unique handler to the same of original handler, so it can be removed - proxy.guid = fn.guid = fn.guid || jQuery.guid++; - - return proxy; - }, - - now: Date.now, - - // jQuery.support is not used in Core but other projects attach their - // properties to it so it needs to exist. - support: support -} ); - -if ( typeof Symbol === "function" ) { - jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; -} - -// Populate the class2type map -jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), -function( i, name ) { - class2type[ "[object " + name + "]" ] = name.toLowerCase(); -} ); - -function isArrayLike( obj ) { - - // Support: real iOS 8.2 only (not reproducible in simulator) - // `in` check used to prevent JIT error (gh-2145) - // hasOwn isn't used here due to false negatives - // regarding Nodelist length in IE - var length = !!obj && "length" in obj && obj.length, - type = jQuery.type( obj ); - - if ( type === "function" || jQuery.isWindow( obj ) ) { - return false; - } - - return type === "array" || length === 0 || - typeof length === "number" && length > 0 && ( length - 1 ) in obj; -} -var Sizzle = -/*! - * Sizzle CSS Selector Engine v2.3.0 - * https://sizzlejs.com/ - * - * Copyright jQuery Foundation and other contributors - * Released under the MIT license - * http://jquery.org/license - * - * Date: 2016-01-04 - */ -(function( window ) { - -var i, - support, - Expr, - getText, - isXML, - tokenize, - compile, - select, - outermostContext, - sortInput, - hasDuplicate, - - // Local document vars - setDocument, - document, - docElem, - documentIsHTML, - rbuggyQSA, - rbuggyMatches, - matches, - contains, - - // Instance-specific data - expando = "sizzle" + 1 * new Date(), - preferredDoc = window.document, - dirruns = 0, - done = 0, - classCache = createCache(), - tokenCache = createCache(), - compilerCache = createCache(), - sortOrder = function( a, b ) { - if ( a === b ) { - hasDuplicate = true; - } - return 0; - }, - - // Instance methods - hasOwn = ({}).hasOwnProperty, - arr = [], - pop = arr.pop, - push_native = arr.push, - push = arr.push, - slice = arr.slice, - // Use a stripped-down indexOf as it's faster than native - // https://jsperf.com/thor-indexof-vs-for/5 - indexOf = function( list, elem ) { - var i = 0, - len = list.length; - for ( ; i < len; i++ ) { - if ( list[i] === elem ) { - return i; - } - } - return -1; - }, - - booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped", - - // Regular expressions - - // http://www.w3.org/TR/css3-selectors/#whitespace - whitespace = "[\\x20\\t\\r\\n\\f]", - - // http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier - identifier = "(?:\\\\.|[\\w-]|[^\0-\\xa0])+", - - // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors - attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + - // Operator (capture 2) - "*([*^$|!~]?=)" + whitespace + - // "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]" - "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace + - "*\\]", - - pseudos = ":(" + identifier + ")(?:\\((" + - // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: - // 1. quoted (capture 3; capture 4 or capture 5) - "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + - // 2. simple (capture 6) - "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + - // 3. anything else (capture 2) - ".*" + - ")\\)|)", - - // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter - rwhitespace = new RegExp( whitespace + "+", "g" ), - rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ), - - rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), - rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ), - - rattributeQuotes = new RegExp( "=" + whitespace + "*([^\\]'\"]*?)" + whitespace + "*\\]", "g" ), - - rpseudo = new RegExp( pseudos ), - ridentifier = new RegExp( "^" + identifier + "$" ), - - matchExpr = { - "ID": new RegExp( "^#(" + identifier + ")" ), - "CLASS": new RegExp( "^\\.(" + identifier + ")" ), - "TAG": new RegExp( "^(" + identifier + "|[*])" ), - "ATTR": new RegExp( "^" + attributes ), - "PSEUDO": new RegExp( "^" + pseudos ), - "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace + - "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace + - "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), - "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), - // For use in libraries implementing .is() - // We use this for POS matching in `select` - "needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + - whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) - }, - - rinputs = /^(?:input|select|textarea|button)$/i, - rheader = /^h\d$/i, - - rnative = /^[^{]+\{\s*\[native \w/, - - // Easily-parseable/retrievable ID or TAG or CLASS selectors - rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, - - rsibling = /[+~]/, - - // CSS escapes - // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters - runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ), - funescape = function( _, escaped, escapedWhitespace ) { - var high = "0x" + escaped - 0x10000; - // NaN means non-codepoint - // Support: Firefox<24 - // Workaround erroneous numeric interpretation of +"0x" - return high !== high || escapedWhitespace ? - escaped : - high < 0 ? - // BMP codepoint - String.fromCharCode( high + 0x10000 ) : - // Supplemental Plane codepoint (surrogate pair) - String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); - }, - - // CSS string/identifier serialization - // https://drafts.csswg.org/cssom/#common-serializing-idioms - rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\x80-\uFFFF\w-]/g, - fcssescape = function( ch, asCodePoint ) { - if ( asCodePoint ) { - - // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER - if ( ch === "\0" ) { - return "\uFFFD"; - } - - // Control characters and (dependent upon position) numbers get escaped as code points - return ch.slice( 0, -1 ) + "\\" + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; - } - - // Other potentially-special ASCII characters get backslash-escaped - return "\\" + ch; - }, - - // Used for iframes - // See setDocument() - // Removing the function wrapper causes a "Permission Denied" - // error in IE - unloadHandler = function() { - setDocument(); - }, - - disabledAncestor = addCombinator( - function( elem ) { - return elem.disabled === true; - }, - { dir: "parentNode", next: "legend" } - ); - -// Optimize for push.apply( _, NodeList ) -try { - push.apply( - (arr = slice.call( preferredDoc.childNodes )), - preferredDoc.childNodes - ); - // Support: Android<4.0 - // Detect silently failing push.apply - arr[ preferredDoc.childNodes.length ].nodeType; -} catch ( e ) { - push = { apply: arr.length ? - - // Leverage slice if possible - function( target, els ) { - push_native.apply( target, slice.call(els) ); - } : - - // Support: IE<9 - // Otherwise append directly - function( target, els ) { - var j = target.length, - i = 0; - // Can't trust NodeList.length - while ( (target[j++] = els[i++]) ) {} - target.length = j - 1; - } - }; -} - -function Sizzle( selector, context, results, seed ) { - var m, i, elem, nid, match, groups, newSelector, - newContext = context && context.ownerDocument, - - // nodeType defaults to 9, since context defaults to document - nodeType = context ? context.nodeType : 9; - - results = results || []; - - // Return early from calls with invalid selector or context - if ( typeof selector !== "string" || !selector || - nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { - - return results; - } - - // Try to shortcut find operations (as opposed to filters) in HTML documents - if ( !seed ) { - - if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) { - setDocument( context ); - } - context = context || document; - - if ( documentIsHTML ) { - - // If the selector is sufficiently simple, try using a "get*By*" DOM method - // (excepting DocumentFragment context, where the methods don't exist) - if ( nodeType !== 11 && (match = rquickExpr.exec( selector )) ) { - - // ID selector - if ( (m = match[1]) ) { - - // Document context - if ( nodeType === 9 ) { - if ( (elem = context.getElementById( m )) ) { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( elem.id === m ) { - results.push( elem ); - return results; - } - } else { - return results; - } - - // Element context - } else { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( newContext && (elem = newContext.getElementById( m )) && - contains( context, elem ) && - elem.id === m ) { - - results.push( elem ); - return results; - } - } - - // Type selector - } else if ( match[2] ) { - push.apply( results, context.getElementsByTagName( selector ) ); - return results; - - // Class selector - } else if ( (m = match[3]) && support.getElementsByClassName && - context.getElementsByClassName ) { - - push.apply( results, context.getElementsByClassName( m ) ); - return results; - } - } - - // Take advantage of querySelectorAll - if ( support.qsa && - !compilerCache[ selector + " " ] && - (!rbuggyQSA || !rbuggyQSA.test( selector )) ) { - - if ( nodeType !== 1 ) { - newContext = context; - newSelector = selector; - - // qSA looks outside Element context, which is not what we want - // Thanks to Andrew Dupont for this workaround technique - // Support: IE <=8 - // Exclude object elements - } else if ( context.nodeName.toLowerCase() !== "object" ) { - - // Capture the context ID, setting it first if necessary - if ( (nid = context.getAttribute( "id" )) ) { - nid = nid.replace( rcssescape, fcssescape ); - } else { - context.setAttribute( "id", (nid = expando) ); - } - - // Prefix every selector in the list - groups = tokenize( selector ); - i = groups.length; - while ( i-- ) { - groups[i] = "#" + nid + " " + toSelector( groups[i] ); - } - newSelector = groups.join( "," ); - - // Expand context for sibling selectors - newContext = rsibling.test( selector ) && testContext( context.parentNode ) || - context; - } - - if ( newSelector ) { - try { - push.apply( results, - newContext.querySelectorAll( newSelector ) - ); - return results; - } catch ( qsaError ) { - } finally { - if ( nid === expando ) { - context.removeAttribute( "id" ); - } - } - } - } - } - } - - // All others - return select( selector.replace( rtrim, "$1" ), context, results, seed ); -} - -/** - * Create key-value caches of limited size - * @returns {function(string, object)} Returns the Object data after storing it on itself with - * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) - * deleting the oldest entry - */ -function createCache() { - var keys = []; - - function cache( key, value ) { - // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) - if ( keys.push( key + " " ) > Expr.cacheLength ) { - // Only keep the most recent entries - delete cache[ keys.shift() ]; - } - return (cache[ key + " " ] = value); - } - return cache; -} - -/** - * Mark a function for special use by Sizzle - * @param {Function} fn The function to mark - */ -function markFunction( fn ) { - fn[ expando ] = true; - return fn; -} - -/** - * Support testing using an element - * @param {Function} fn Passed the created element and returns a boolean result - */ -function assert( fn ) { - var el = document.createElement("fieldset"); - - try { - return !!fn( el ); - } catch (e) { - return false; - } finally { - // Remove from its parent by default - if ( el.parentNode ) { - el.parentNode.removeChild( el ); - } - // release memory in IE - el = null; - } -} - -/** - * Adds the same handler for all of the specified attrs - * @param {String} attrs Pipe-separated list of attributes - * @param {Function} handler The method that will be applied - */ -function addHandle( attrs, handler ) { - var arr = attrs.split("|"), - i = arr.length; - - while ( i-- ) { - Expr.attrHandle[ arr[i] ] = handler; - } -} - -/** - * Checks document order of two siblings - * @param {Element} a - * @param {Element} b - * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b - */ -function siblingCheck( a, b ) { - var cur = b && a, - diff = cur && a.nodeType === 1 && b.nodeType === 1 && - a.sourceIndex - b.sourceIndex; - - // Use IE sourceIndex if available on both nodes - if ( diff ) { - return diff; - } - - // Check if b follows a - if ( cur ) { - while ( (cur = cur.nextSibling) ) { - if ( cur === b ) { - return -1; - } - } - } - - return a ? 1 : -1; -} - -/** - * Returns a function to use in pseudos for input types - * @param {String} type - */ -function createInputPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return name === "input" && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for buttons - * @param {String} type - */ -function createButtonPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return (name === "input" || name === "button") && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for :enabled/:disabled - * @param {Boolean} disabled true for :disabled; false for :enabled - */ -function createDisabledPseudo( disabled ) { - // Known :disabled false positives: - // IE: *[disabled]:not(button, input, select, textarea, optgroup, option, menuitem, fieldset) - // not IE: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable - return function( elem ) { - - // Check form elements and option elements for explicit disabling - return "label" in elem && elem.disabled === disabled || - "form" in elem && elem.disabled === disabled || - - // Check non-disabled form elements for fieldset[disabled] ancestors - "form" in elem && elem.disabled === false && ( - // Support: IE6-11+ - // Ancestry is covered for us - elem.isDisabled === disabled || - - // Otherwise, assume any non-