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Scripts for data extraction from mobility report
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Michael Hodge
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# Data/plots | ||
*.csv | ||
*.png | ||
*.svg | ||
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# Work in progress | ||
notebooks/ | ||
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# Mac | ||
.DS_Store | ||
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# PyCharm | ||
.idea/ | ||
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
pip-wheel-metadata/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# 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 | ||
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# 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 | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# Cython debug symbols | ||
cython_debug/ | ||
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# static files generated from Django application using `collectstatic` | ||
media | ||
static |
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Copyright 2020 Office for National Statistics | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy of | ||
this software and associated documentation files (the "Software"), to deal in | ||
the Software without restriction, including without limitation the rights to | ||
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of | ||
the Software, and to permit persons to whom the Software is furnished to do so, | ||
subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS | ||
FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR | ||
COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER | ||
IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN | ||
CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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# Mobility Report graph extractor | ||
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<p align="center"> | ||
<img src="/meta/logo.png" alt="Logo"> | ||
</p> | ||
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For extracting graphs from COVID-19 Community Mobility Report PDF into | ||
comma separated value (CSV) files for each graph. | ||
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Scripts `getgraphs.py` and `createcsvs.py` are able to extract all graphs from a Scalable Vector Graphics (SVG) document (converted as a single document from the original PDF) in one go, including those with gaps in the data. | ||
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**Developed and tested with:** | ||
- MacOS 10.15.4 | ||
- PyCharm Community Edition 2018.3.2 | ||
- Affinity Designer 1.6.5 | ||
- Python 3 | ||
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This code is developed at *speed* on the COVID-19 Community Mobility Report PDF documents published on Friday 3rd of April 2020. Changes may be made. | ||
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## Installation | ||
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We provide the python `requirements.txt` file as well as a `poetry` setup for | ||
dependency management. | ||
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We recommend using a virtual environment before installing dependencies. | ||
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To install with `pip`: | ||
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```shell | ||
pip install -r requirements.txt | ||
``` | ||
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To install with `poetry` | ||
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```shell | ||
poetry install | ||
``` | ||
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## Usage | ||
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1. Either create, or download a pre-made, SVG document file (this file is the | ||
entire PDF document in Scalable Vector Graphics (SVG) format). | ||
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**Create**: | ||
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1. Load in PDF document to Affinity Designer. | ||
1. Click Load all pages. | ||
1. `File > Export > SVG (for print)` | ||
1. Select Area: Whole Document. | ||
1. Save the SVG file to (`./svgs`). | ||
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**Download**: | ||
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1. The Data Science Campus has created [SVGs for all G20 countries](https://drive.google.com/open?id=1n5XXYbJtf-wNWEkDPe7N8iNfjzJXwZ_d) (no PDFs available for China or Russia). | ||
1. Save the SVG file to (`./svgs`). | ||
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2. **Run the `getgraphs.py` Python script.** | ||
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```text | ||
Usage: getgraphs.py [OPTIONS] INPUT_LOCATION OUTPUT_FOLDER | ||
Options: | ||
-m, --multiple If the input location is a folder with multiple SVGs, | ||
this has to be set to true. | ||
-f, --folder TEXT If provided will overwrite the output folder name (can | ||
not be used with the `--multiple` flag) | ||
--help Show this message and exit. | ||
``` | ||
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Specify either the location of the single SVG file (e.g. `./svgs/UK`) you with to process or the folder of svg files (you will have to provide the `-m` flag in that case). You will also have to provide the output folder, e.g. `./graphs/UK`. | ||
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3. **Run the `createcsvs.py` Python script.** | ||
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```text | ||
Usage: createcsvs.py [OPTIONS] INPUT_FOLDER OUTPUT_FOLDER DATES_FILE | ||
Options: | ||
-p, --plots Enables creation and saving of additional PNG plots | ||
--help Show this message and exit. | ||
``` | ||
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Specify the input folder where the individual SVG files are (e.g. `./graphs/UK`), | ||
the output folder where you want the CSV files to be saved to (e.g. `./output/UK`), | ||
and the dates lookup file (e.g. `./config/dates_lookup.csv`) - used to convert | ||
coordinates to dates. | ||
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If you want simple matplotlib PNG plots to save as well as CSV files, use the `-p` flag. | ||
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## Data format | ||
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Each CSV will be saved to (`./output/subfolder`), starting at `1.csv`. As of the **COVID-19 Community Mobility Reports** released on Friday 3rd April 2020, CSV files `1.csv` to `6.csv` relate to the country-level graphs in | ||
the original PDF (pages one and two). Then each set of 6 CSV files (e.g., `7.csv` to `12.csv`) will relate to a regional area. | ||
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Each set of 6 files follows the order: | ||
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1. Retail & recreation | ||
2. Grocery & pharmacy | ||
3. Parks | ||
4. Transit stations | ||
5. Workplaces | ||
6. Residential | ||
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## United Kingdom Dataset | ||
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A pre-made dataset for the United Kingdom can be found at the [Data Science Campus' Google Mobility Reports Data repository](https://github.com/datasciencecampus/google-mobility-reports-data). | ||
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## Contributing | ||
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Any suggestions or issues, please use the Issues template. We welcome | ||
collaborators. To help us with this work, fork the repository and issue a Pull | ||
Request when you have added a feature, or fixed a bug. Thanks! |
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This file changes the raw vertices (0-43) to real dates. These are related to the COVID-19 Community Mobility Reports released on Friday 3rd April 2020 and should be updated for future releases. |
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index,date | ||
1,2020-02-16 | ||
2,2020-02-17 | ||
3,2020-02-18 | ||
4,2020-02-19 | ||
5,2020-02-20 | ||
6,2020-02-21 | ||
7,2020-02-22 | ||
8,2020-02-23 | ||
9,2020-02-24 | ||
10,2020-02-25 | ||
11,2020-02-26 | ||
12,2020-02-27 | ||
13,2020-02-28 | ||
14,2020-02-29 | ||
15,2020-03-01 | ||
16,2020-03-02 | ||
17,2020-03-03 | ||
18,2020-03-04 | ||
19,2020-03-05 | ||
20,2020-03-06 | ||
21,2020-03-07 | ||
22,2020-03-08 | ||
23,2020-03-09 | ||
24,2020-03-10 | ||
25,2020-03-11 | ||
26,2020-03-12 | ||
27,2020-03-13 | ||
28,2020-03-14 | ||
29,2020-03-15 | ||
30,2020-03-16 | ||
31,2020-03-17 | ||
32,2020-03-18 | ||
33,2020-03-19 | ||
34,2020-03-20 | ||
35,2020-03-21 | ||
36,2020-03-22 | ||
37,2020-03-23 | ||
38,2020-03-24 | ||
39,2020-03-25 | ||
40,2020-03-26 | ||
41,2020-03-27 | ||
42,2020-03-28 | ||
43,2020-03-29 |
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