From 30699fd7913eea2e32bb3b5fca05a4589f0b2556 Mon Sep 17 00:00:00 2001 From: Gabriel Stefanini Vicente Date: Thu, 15 Feb 2024 13:22:42 -0500 Subject: [PATCH] Proofreading --- .github/ISSUE_TEMPLATE/bug_report.md | 59 +- .gitignore | 5 +- .pre-commit-config.yaml | 39 + Makefile | 8 - README.md | 2 +- docs/CODE_OF_CONDUCT.md | 8 +- docs/CONTRIBUTING.md | 92 ++ docs/_config.yml | 5 +- docs/_toc.yml | 8 +- docs/bibliography.bib | 1 - ..._datasets_and_data_products.md => data.md} | 15 +- docs/requirements.txt | 2 +- docs/sample-indicators.md | 6 +- docs/team.md | 2 +- environment.yml | 9 - notebooks/environment.yml | 345 +++++ notebooks/mobility/activity.ipynb | 1054 ++------------- notebooks/mobility/visits.ipynb | 1191 ++--------------- pyproject.toml | 52 + src/turkiye-earthquake-impact/__init__.py | 0 20 files changed, 786 insertions(+), 2117 deletions(-) create mode 100644 .pre-commit-config.yaml delete mode 100644 Makefile rename docs/{foundational_datasets_and_data_products.md => data.md} (85%) delete mode 100644 environment.yml create mode 100644 notebooks/environment.yml create mode 100644 pyproject.toml create mode 100644 src/turkiye-earthquake-impact/__init__.py diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md index dd84ea7..eab0fd0 100644 --- a/.github/ISSUE_TEMPLATE/bug_report.md +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -1,38 +1,43 @@ --- -name: Bug report -about: Create a report to help us improve +name: Bug Report +about: Use to report a bug title: '' -labels: '' +labels: bug assignees: '' - --- -**Describe the bug** -A clear and concise description of what the bug is. +## Bug Report + +### Description + +Provide a brief overview of the bug encountered. Describe the behavior observed when the bug occurs and explain the behavior expected when the bug is not present. + +### Reproducibility + +- [ ] The bug is reproducible. +- [ ] The bug is intermittent. +- [ ] The bug occurs only under specific conditions. + +#### Steps to Reproduce + +1. List the steps to reproduce the bug. +2. Be as detailed as possible to help with replication. + +#### Screenshots / Error Messages (if applicable) + +Insert any relevant screenshots or error messages related to the bug. -**To Reproduce** -Steps to reproduce the behavior: -1. Go to '...' -2. Click on '....' -3. Scroll down to '....' -4. See error +#### Environment -**Expected behavior** -A clear and concise description of what you expected to happen. +- **Operating System**: [e.g., Windows 10, macOS, Linux] +- **Browser (if applicable)**: [e.g., Google Chrome, Firefox, Safari] +- **Application Version/Commit**: [e.g., v1.2.3, Git commit hash] +- **Additional Environment Details**: [e.g., hardware specifications, network conditions] -**Screenshots** -If applicable, add screenshots to help explain your problem. +### Additional Context -**Desktop (please complete the following information):** - - OS: [e.g. iOS] - - Browser [e.g. chrome, safari] - - Version [e.g. 22] +Provide any additional context or information about the bug. -**Smartphone (please complete the following information):** - - Device: [e.g. iPhone6] - - OS: [e.g. iOS8.1] - - Browser [e.g. stock browser, safari] - - Version [e.g. 22] +### Possible Fix -**Additional context** -Add any other context about the problem here. +If you have suggestions for a fix, please describe them here. diff --git a/.gitignore b/.gitignore index 2ec0560..47a1913 100644 --- a/.gitignore +++ b/.gitignore @@ -85,5 +85,6 @@ target/ # Mypy cache .mypy_cache/ -# Jupyter Book -_build/ \ No newline at end of file +# Project-specific +_build/ +data/ diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..0f77dd2 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,39 @@ +# See https://pre-commit.com for more information +# See https://pre-commit.com/hooks.html for more hooks +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.5.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-added-large-files + - id: check-ast + - id: check-json + - id: detect-aws-credentials + args: [--allow-missing-credentials] + - id: detect-private-key + - repo: https://github.com/igorshubovych/markdownlint-cli + rev: v0.39.0 + hooks: + - id: markdownlint + name: Markdownlint + files: \.(md|mdown|markdown)$ + args: [ + "--disable=MD013", # line-length + "--disable=MD033", # no-inline-html + ] + - repo: https://github.com/codespell-project/codespell + rev: v2.2.6 + hooks: + - id: codespell + name: codespell + description: Checks for common misspellings in text files + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.2.1 + hooks: + - id: ruff + types_or: [python, pyi, jupyter] + args: [--fix] + - id: ruff-format + types_or: [python, pyi, jupyter] diff --git a/Makefile b/Makefile deleted file mode 100644 index 4939ec0..0000000 --- a/Makefile +++ /dev/null @@ -1,8 +0,0 @@ - -all: build serve - -build: - jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml - -serve: - open _build/html/index.html diff --git a/README.md b/README.md index 6c7bad1..a11e7b7 100644 --- a/README.md +++ b/README.md @@ -33,4 +33,4 @@ Restrictions may apply to the data that support the findings of this study. Data ## License -The repository is licensed under the [World Bank Master Community License Agreement](LICENSE.md). +This projects is licensed under the [**Mozilla Public License**](https://opensource.org/license/mpl-2-0/) - see the [LICENSE](LICENSE) file for details. diff --git a/docs/CODE_OF_CONDUCT.md b/docs/CODE_OF_CONDUCT.md index 746991f..bb312ed 100644 --- a/docs/CODE_OF_CONDUCT.md +++ b/docs/CODE_OF_CONDUCT.md @@ -60,7 +60,7 @@ representative at an online or offline event. Instances of abusive, harassing, or otherwise unacceptable behavior may be reported to the community leaders responsible for enforcement at -[github@worldbank.org](mailto:github@worldbank.org) +. All complaints will be reviewed and investigated promptly and fairly. All community leaders are obligated to respect the privacy and security of the @@ -116,7 +116,7 @@ the community. This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 2.0, available at -https://www.contributor-covenant.org/version/2/0/code_of_conduct.html. +. Community Impact Guidelines were inspired by [Mozilla's code of conduct enforcement ladder](https://github.com/mozilla/diversity). @@ -124,5 +124,5 @@ enforcement ladder](https://github.com/mozilla/diversity). [homepage]: https://www.contributor-covenant.org For answers to common questions about this code of conduct, see the FAQ at -https://www.contributor-covenant.org/faq. Translations are available at -https://www.contributor-covenant.org/translations. +. Translations are available at +. diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md index c6b9e95..88ff556 100644 --- a/docs/CONTRIBUTING.md +++ b/docs/CONTRIBUTING.md @@ -1 +1,93 @@ # CONTRIBUTING + +Thank you for considering contributing to this project! Your involvement helps improve the overall quality and functionality of the project and its codebase. Please take a moment to review the following guidelines to ensure a collaborative contribution process. + +## Code of Conduct + +Please note that we have a [Code of Conduct](CODE_OF_CONDUCT.md) in place. We expect all contributors to adhere to it, both in interactions within this project and in interactions with other project members to promote a welcoming and inclusive environment for everyone. + +## How Can I Contribute? + +There are several ways you can contribute to this project: + +- **🐞 Bug Reports:** If you encounter a bug or unexpected behavior, please open an issue on GitHub. Be sure to include as much detail as possible to help us identify and fix the problem. + +- **✨ Feature Requests**: If you have an idea for a new feature or enhancement, please open an issue on GitHub. Describe the feature and its use case in detail. + +- **📣 Community Engagement:** Ask questions, help other contributors and engage with the community on our [Discussions](https://github.com/orgs/worldbank/discussions). + +- **📖 Documentation Feedback:** If you find any errors or have suggestions for improving our documentation, you can report the issue on GitHub. + +- **🏗️ Pull Requests (PR):** If you'd like to contribute code or documentation changes, we encourage you to submit a [pull request](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-pull-requests). + +## Contributing to the Code and Documentation + +Whether you are novice and expert, your contribution is valuable. If you're contributing code, we recommend getting started with [GitHub Guides](https://github.com/git-guides), [GitHub Skills](https://skills.github.com/), [GitHub Desktop](https://desktop.github.com) and/or [GitHub Docs](https://docs.github.com/en/get-started). In special, see also [collaborating with pull requests](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests). When ready, you may follow these guidelines: + +1. **[Fork the Repository](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/fork-a-repo)**: Click the "Fork" button on the top-right corner of this repository on GitHub. This will create a copy of the project in your GitHub account. Then, clone or download this repository to your local machine. Then, navigate to the root directory of the repository. + +2. **[Create a Branch](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-and-deleting-branches-within-your-repository):** Create a new branch for your feature or bug fix. Use a clear and descriptive name for your branch, like `feature/new-feature`. + +3. **Code Review and Changes:** Make your code changes and ensure they adhere to our coding standards. + +4. **Test:** Ensure that your changes do not break existing functionality. + +5. **[Commit and Push](https://github.com/git-guides/git-commit):** Commit your changes with a clear and concise commit message. Reference any related issues or pull requests in your commit message. Push your branch to your forked repository on GitHub. + +6. **[Create a Pull Request](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request):** Open a pull request against the main branch of this repository. Provide a clear description of your changes and reference any relevant issues. Your PR will be reviewed by maintainers. + +7. **[Review and Iterate](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/requesting-a-pull-request-review):** Expect feedback and be prepared to make additional changes if necessary. We may request changes, and once everything looks good, your PR will be merged. + +### Cloning the Repository Locally + +[Cloning](https://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository), in the context of version control systems like [Git](https://git-scm.com), refers to the process of creating a copy of a repository from a remote location (such as a [GitHub](https://github.com) repository) onto your local machine. When you clone a repository, you replicate all of its files, folders, commit history, and branches onto your local system. This allows you to work on the project's codebase locally, make changes, create new branches, and contribute to the project without affecting the original repository. + +To clone a repository, you'll need the repository's URL and a Git client installed on your computer. First, open your [Git](https://git-scm.com) client of choice, such as [GitHub Desktop](https://desktop.github.com) or [GitKraken](https://www.gitkraken.com). Then, locate the option to clone a repository. In most [Git](https://git-scm.com) clients, this option is typically found under the "File" or "Repository" menu. Next, paste the URL of the repository you want to clone into the designated field. This URL can usually be found on the repository's [GitHub](https://github.com) page by clicking the green "Code" button and copying the URL provided. Once you've pasted the URL, choose the local directory where you want to save the cloned repository on your computer. Finally, initiate the cloning process by clicking the "Clone" button. The [Git](https://git-scm.com) client will then download a copy of the repository to your local machine, allowing you to work on the files locally and collaborate with others on the project. + +Alternatively, with you're using [Git CLI](https://git-scm.com/downloads), please follow the step below: + + ```shell + git clone https://github.com/PATH-TO/REPOSITORY + ``` + +### Running Notebooks Locally + +This repository provides a Conda/Mamba environment configuration to ensure consistent dependencies across different environments. [Conda](https://docs.conda.io)/[Mamba](https://mamba.readthedocs.io) are prevalent (interoperable) package managers. If haven't installed either, you may follow the installation instructions on the respective documentation. + +To run the notebooks locally, after (1) and (2) above, please follow these steps: + +- Create (or update) the environment: + + ```shell + mamba env create -f notebooks/environment.yml + ``` + + This command will create a new environment based on the specifications provided in the `environment.yml` file. + +- [Activate the environment](https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#activating-an-environment), run [JupyterLab](https://jupyterlab.readthedocs.io) and execute `notebooks`: + + ```shell + jupyterlab + ``` + +### Building Documentation Locally + +To build the documentation locally, after (1) and (2) above, please follow these steps: + +- Install the documentation dependencies: + + ```shell + pip install -r docs/requirements.txt + ``` + +- Build the documentation: + + ```shell + jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml + ``` + +The generated documentation will be available in the `_build/html` directory. Open the `index.html` file in a web browser to view it. + +## Licensing + +By contributing to this project, you agree that your contributions will be licensed under the project's [LICENSE](LICENSE). diff --git a/docs/_config.yml b/docs/_config.yml index 95c7302..dd91aa6 100644 --- a/docs/_config.yml +++ b/docs/_config.yml @@ -1,6 +1,6 @@ # Book settings title: -author: World Bank Development Data Group +author: Development Data Group copyright: "2023" logo: docs/images/logo.png only_build_toc_files: true @@ -17,6 +17,9 @@ html: use_issues_button: true baseurl: https://datapartnership.github.io/turkiye-earthquake-impact extra_footer: | +
+ Country borders or names do not necessarily reflect the World Bank Group’s official position. All maps are for illustrative purposes and do not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries +
All content (unless otherwise specified) is subject to the Mozilla Public License.
diff --git a/docs/_toc.yml b/docs/_toc.yml index f62393b..15354b9 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -8,12 +8,10 @@ parts: - caption: Introduction to Data Goods chapters: - file: docs/introduction_to_data_goods - - caption: Foundational Datasets - chapters: - - file: docs/foundational_datasets_and_data_products.md - - file: notebooks/earthquake-intensity/earthquake_intensity.ipynb + - file: docs/data - caption: Data Products chapters: + - file: notebooks/earthquake-intensity/earthquake_intensity.ipynb - file: notebooks/business-activity-trends/README sections: - file: notebooks/business-activity-trends/01-business-activity-trends.ipynb @@ -28,7 +26,7 @@ parts: - file: notebooks/nighttime-lights/README - file: notebooks/surveys/README sections: - - file: notebooks/surveys/premise.ipynb + - file: notebooks/surveys/premise.ipynb - caption: Sample Indicators and Insights chapters: - file: docs/sample-indicators diff --git a/docs/bibliography.bib b/docs/bibliography.bib index dbc0df2..2321154 100644 --- a/docs/bibliography.bib +++ b/docs/bibliography.bib @@ -68,4 +68,3 @@ @inproceedings{10.1145/3292500.3340412 location = {Anchorage, AK, USA}, series = {KDD '19} } - diff --git a/docs/foundational_datasets_and_data_products.md b/docs/data.md similarity index 85% rename from docs/foundational_datasets_and_data_products.md rename to docs/data.md index d294be9..4bd943b 100644 --- a/docs/foundational_datasets_and_data_products.md +++ b/docs/data.md @@ -1,11 +1,12 @@ -(foundational-data)= -# Foundational Datasets and Data Products Summary +# Datasets and Data Products Summary -## Foundational Datasets +(data)= -**Foundational Datasets** refer to **all** datasets used in the analytics prepared for a project. The Foundational Datasets table includes a description of the data and their update frequency, as well as access links and contact information for questions about use and access. Users should not require any datasets not included in this table to complete the analytical work for the Data Good. +## Datasets -Following is list of all Foundational Datasets used in this Data Good: +**Datasets** refer to **all** datasets used in the analytics prepared for a project. The Datasets table includes a description of the data and their update frequency, as well as access links and contact information for questions about use and access. Users should not require any datasets not included in this table to complete the analytical work for the Data Good. + +Following is list of all Datasets used in this Data Good: ```{note} **Project Sharepoint** links are only accessible to the project team. For permissions to access these data, please write to the contact provided. The **Development Data Hub** is the World Bank's central data catalogue and includes meta-data and license information. @@ -26,11 +27,11 @@ Where feasible, all datasets that can be obtained through the Development Data H ## Data Products Summary -**Data Products** are produced using the **Foundational Datasets** and can be further used to generate indicators and insights. All Data Products include documentation, references to original data sources (and/or information on how to access them), and a description of their limitations. +**Data Products** are produced using the **Datasets** and can be further used to generate indicators and insights. All Data Products include documentation, references to original data sources (and/or information on how to access them), and a description of their limitations. Following is a summary of Data Products used in this Data Good: -| ID | Name | Description | Limitations | Foundational Datasets Used (ID#) | +| ID | Name | Description | Limitations | Datasets Used (ID#) | | --- | ---- | ----------- | ----------- | -------------------------------- | | A | Observed POI Visitation based on mobility traces | Daily aggregated analysis of trip patterns through formal and informal checkpoints, over time. | Convenience sampling; Sample size is limited | 1,2 | | B | Observed changes in Business Activity Trends | Daily and weekly aggregated business activity trends per business vertical | Only uses data from Facebook users | 1, 4 | diff --git a/docs/requirements.txt b/docs/requirements.txt index 43cee78..4381276 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,2 +1,2 @@ docutils==0.17.1 -jupyter-book==0.15.1 \ No newline at end of file +jupyter-book==0.15.1 diff --git a/docs/sample-indicators.md b/docs/sample-indicators.md index ed657d3..bdeab30 100644 --- a/docs/sample-indicators.md +++ b/docs/sample-indicators.md @@ -2,7 +2,7 @@ **Indicators** can be derived from a combination of **Foundational Datasets** and **Data Products**. By combining Foundational Datasets and Data Products, teams can, on-demand, develop a large array of indicators to meet their project needs. Indicators can presented side-by-side in an Excel workbook -- a format that is generally accessible to the widest audiences. Because all indicators are based on the same underlying data, they are comparable with each other, across geographies and across time. -For this project, sample indicators have been derived and aggregated at the Admin 2 level over multiple time periods, to show changing trends in each area over time. Here is a link to the [**Indicators Excel workbook**](https://worldbankgroup.sharepoint.com/:x:/t/DevelopmentDataPartnershipCommunity-WBGroup/EUeOvCYy-J5Any7OhhspubQBbykjOv0ew9MAZg4oGz2i3w?e=De1jpa) (accessible to team members via SharePoint), and following is a summary of the sample indicators by Administrative Level 2, over a baseline and weekly post-earthquake periods: +For this project, sample indicators have been derived and aggregated at the Admin 2 level over multiple time periods, to show changing trends in each area over time. Here is a link to the [**Indicators Excel workbook**](https://worldbankgroup.sharepoint.com/:x:/t/DevelopmentDataPartnershipCommunity-WBGroup/EUeOvCYy-J5Any7OhhspubQBbykjOv0ew9MAZg4oGz2i3w?e=De1jpa) (accessible to team members via SharePoint), and following is a summary of the sample indicators by Administrative Level 2, over a baseline and weekly post-earthquake periods: * Population @@ -21,8 +21,6 @@ For this project, sample indicators have been derived and aggregated at the Admi ### Sample indicator: Observing change in Business Activity for a specific business vertical -By overlaying multiple datasets together, it is possible to study changes in business activity further. For instance, in the below map, we can see the changes in Business Activity for the retail sector overlayed with damaged buildings information from the MoECC. Some admin 2 regions' retail activity remained relatively unaffected immediately after the earthquake despite damage to buildings. +By overlaying multiple datasets together, it is possible to study changes in business activity further. For instance, in the below map, we can see the changes in Business Activity for the retail sector overlayed with damaged buildings information from the MoECC. Some admin 2 regions' retail activity remained relatively unaffected immediately after the earthquake despite damage to buildings. - - diff --git a/docs/team.md b/docs/team.md index 1cf8051..9a50eae 100644 --- a/docs/team.md +++ b/docs/team.md @@ -10,4 +10,4 @@ The Data Lab would like to express our sincere gratutude and appreciation for th | [Gabriel Stefanini Vicente](mailto:gvicente@worldbank.org) | Data Scientist - Cross border activity monitoring using GPS data | WB Data Lab, DECDG | | [Sahiti Sarva](mailto:ssarva@worldbank.org) | Data Scientist - Internet Connectivity, Business Activity Trends, Premise surveys, Access, code and data management | WB Data Lab, DECDG | -The Data Lab would also like to express our appreciation for Han Anand Beck, Lead Country Economist for Turkiye, who has entrusted our team with using alternative data sources to understand a rapidly changing, complex problem. +The Data Lab would also like to express our appreciation for Han Anand Beck, Lead Country Economist for Turkiye, who has entrusted our team with using alternative data sources to understand a rapidly changing, complex problem. diff --git a/environment.yml b/environment.yml deleted file mode 100644 index a41a407..0000000 --- a/environment.yml +++ /dev/null @@ -1,9 +0,0 @@ -channels: - - conda-forge - - defaults -dependencies: - - python=3.10 - - bokeh>=3.1.0 - - dask>=2022.4.1 - - dask-geopandas>=0.3.0 - - pandas>=1.4.3 diff --git a/notebooks/environment.yml b/notebooks/environment.yml new file mode 100644 index 0000000..297c850 --- /dev/null +++ b/notebooks/environment.yml @@ -0,0 +1,345 @@ +name: datapartnership-turkiye-earthquake-impact +channels: + - conda-forge +dependencies: + - anyio=4.0.0=pyhd8ed1ab_0 + - appnope=0.1.3=pyhd8ed1ab_0 + - archspec=0.2.1=pyhd8ed1ab_1 + - argon2-cffi=23.1.0=pyhd8ed1ab_0 + - argon2-cffi-bindings=21.2.0=py310h2aa6e3c_4 + - arrow=1.3.0=pyhd8ed1ab_0 + - asttokens=2.4.1=pyhd8ed1ab_0 + - async-lru=2.0.4=pyhd8ed1ab_0 + - 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tomli=2.0.1=pyhd8ed1ab_0 + - toolz=0.12.0=pyhd8ed1ab_0 + - tornado=6.3.3=py310h2aa6e3c_1 + - tqdm=4.66.1=pyhd8ed1ab_0 + - traitlets=5.13.0=pyhd8ed1ab_0 + - truststore=0.8.0=pyhd8ed1ab_0 + - types-python-dateutil=2.8.19.14=pyhd8ed1ab_0 + - typing-extensions=4.8.0=hd8ed1ab_0 + - typing_extensions=4.8.0=pyha770c72_0 + - typing_utils=0.1.0=pyhd8ed1ab_0 + - tzcode=2023c=h1a8c8d9_0 + - tzdata=2023c=h71feb2d_0 + - uc-micro-py=1.0.1=pyhd8ed1ab_0 + - unicodedata2=15.1.0=py310h2aa6e3c_0 + - uri-template=1.3.0=pyhd8ed1ab_0 + - uriparser=0.9.7=hb7217d7_1 + - urllib3=2.0.7=pyhd8ed1ab_0 + - wcwidth=0.2.9=pyhd8ed1ab_0 + - webcolors=1.13=pyhd8ed1ab_0 + - webencodings=0.5.1=pyhd8ed1ab_2 + - websocket-client=1.6.4=pyhd8ed1ab_0 + - wheel=0.41.3=pyhd8ed1ab_0 + - xarray=2023.10.1=pyhd8ed1ab_0 + - xerces-c=3.2.4=hd886eac_3 + - xorg-libxau=1.0.11=hb547adb_0 + - xorg-libxdmcp=1.1.3=h27ca646_0 + - xyzservices=2023.10.1=pyhd8ed1ab_0 + - xz=5.2.6=h57fd34a_0 + - yaml=0.2.5=h3422bc3_2 + - yaml-cpp=0.8.0=h13dd4ca_0 + - zeromq=4.3.5=h965bd2d_0 + - zict=3.0.0=pyhd8ed1ab_0 + - zipp=3.17.0=pyhd8ed1ab_0 + - zlib=1.2.13=h53f4e23_5 + - zstandard=0.22.0=py310h6289e41_0 + - zstd=1.5.5=h4f39d0f_0 + - pip: + - dask-geopandas==0.3.1 +prefix: + /Users/g4brielvs/.pyenv/versions/miniforge3-latest/envs/datapartnership-turkiye-earthquake-impact diff --git a/notebooks/mobility/activity.ipynb b/notebooks/mobility/activity.ipynb index 9c41b9c..e6eb615 100644 --- a/notebooks/mobility/activity.ipynb +++ b/notebooks/mobility/activity.ipynb @@ -45,14 +45,9 @@ "import holoviews as hv\n", "import pandas as pd\n", "from bokeh.models import (\n", - " ColumnDataSource,\n", " HoverTool,\n", " Legend,\n", - " Range1d,\n", " Span,\n", - " TabPanel,\n", - " Tabs,\n", - " Text,\n", " Title,\n", ")\n", "from bokeh.plotting import figure, output_notebook, show\n", @@ -418,12 +413,12 @@ "source": [ "## Data\n", "\n", - "In this section, we import from the data sources, available either publicly or via {ref}`foundational-data`." + "In this section, we import from the data sources, available either publicly or via {ref}`data`." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "8accac3f-e114-4b13-8c28-54e95772aa4a", "metadata": { "tags": [ @@ -450,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "cd92df25-fd82-444e-97b7-dcebd3e48f77", "metadata": { "tags": [ @@ -488,7 +483,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_400dcbb22de0ffc3feee69b04b072db2 {\n", + " #map_b0a43fa92be8683bc300f1ad903ca059 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -519,14 +514,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_400dcbb22de0ffc3feee69b04b072db2" ></div>\n", + " <div class="folium-map" id="map_b0a43fa92be8683bc300f1ad903ca059" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_400dcbb22de0ffc3feee69b04b072db2 = L.map(\n", - " "map_400dcbb22de0ffc3feee69b04b072db2",\n", + " var map_b0a43fa92be8683bc300f1ad903ca059 = L.map(\n", + " "map_b0a43fa92be8683bc300f1ad903ca059",\n", " {\n", " center: [35.73542508484974, 38.55484802298279],\n", " crs: L.CRS.EPSG3857,\n", @@ -535,25 +530,25 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_400dcbb22de0ffc3feee69b04b072db2);\n", + " L.control.scale().addTo(map_b0a43fa92be8683bc300f1ad903ca059);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_cc85ffc1c093c42bbc24be4add4e94e3 = L.tileLayer(\n", + " var tile_layer_236c09e21ab9e1d28b14d5792475eb83 = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_400dcbb22de0ffc3feee69b04b072db2);\n", + " ).addTo(map_b0a43fa92be8683bc300f1ad903ca059);\n", " \n", " \n", - " map_400dcbb22de0ffc3feee69b04b072db2.fitBounds(\n", + " map_b0a43fa92be8683bc300f1ad903ca059.fitBounds(\n", " [[32.25805932298612, 34.684740883216236], [39.212790846713354, 42.42495516274934]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_62753cac11cf20de1b33f75460efc8a0_styler(feature) {\n", + " function geo_json_ffad69113de1546c0c962aebda360950_styler(feature) {\n", " switch(feature.id) {\n", " case "0": case "2": case "3": case "4": case "5": case "8": case "11": case "29": case "41": case "45": case "51": case "55": case "83": case "85": case "104": case "106": case "117": case "128": case "137": case "143": case "149": case "165": case "167": case "182": case "192": case "195": case "201": case "204": case "216": case "219": case "226": case "248": case "256": case "276": case "277": case "283": case "287": case "316": case "320": case "333": case "337": case "347": case "350": case "368": case "374": case "376": case "383": case "384": case "390": case "402": case "405": case "411": case "414": case "415": case "423": case "437": case "442": case "474": case "476": case "478": case "480": case "481": case "511": case "525": case "530": case "545": case "570": case "572": case "578": case "579": case "593": case "622": case "638": case "646": case "648": case "651": case "652": case "659": case "660": case "675": case "690": case "696": case "709": case "739": case "742": case "749": case "762": case "780": case "785": case "786": case "790": case "817": case "820": case "823": case "824": case "828": case "829": case "830": case "832": case "841": case "842": case "850": case "851": case "870": case "881": case "885": case "890": case "893": case "896": case "900": case "903": case "915": case "917": case "920": case "922": case "931": case "938": case "939": case "956": case "977": case "992": case "1009": case "1011": case "1016": case "1017": case "1023": case "1052": case "1068": case "1076": case "1082": case "1086": case "1096": case "1097": case "1107": case "1118": case "1121": case "1124": case "1132": case "1138": case "1163": case "1166": case "1167": case "1168": case "1180": case "1188": case "1211": case "1221": case "1248": case "1250": case "1251": case "1256": case "1282": case "1287": case "1292": case "1298": case "1301": case "1306": case "1307": case "1308": case "1318": case "1349": case "1350": case "1356": case "1360": case "1372": case "1375": case "1386": case "1390": case "1393": case "1413": case "1416": case "1426": case "1457": case "1463": case "1472": case "1485": case "1487": case "1491": case "1495": case "1497": case "1509": case "1515": case "1523": case "1533": case "1536": case "1537": case "1539": case "1541": case "1551": case "1552": case "1556": case "1558": case "1567": case "1579": case "1587": case "1589": case "1607": case "1620": case "1633": case "1634": case "1641": case "1650": case "1661": case "1668": case "1681": case "1701": case "1707": case "1709": case "1732": case "1733": case "1743": case "1749": case "1751": case "1759": case "1765": case "1776": case "1784": case "1788": case "1792": case "1807": case "1815": case "1840": case "1849": case "1854": case "1863": case "1867": case "1894": case "1902": case "1912": case "1920": case "1924": case "1928": case "1930": case "1942": case "1955": case "1956": case "1957": case "1962": case "1964": case "1967": case "1984": case "1985": case "2000": case "2002": case "2015": case "2043": case "2053": case "2056": case "2057": case "2062": case "2063": case "2066": case "2068": case "2072": case "2077": case "2080": case "2082": case "2086": case "2099": case "2100": case "2105": case "2106": case "2107": case "2118": case "2121": case "2122": case "2126": case "2130": case "2132": case "2133": case "2144": case "2161": case "2187": case "2188": case "2194": case "2195": case "2200": case "2216": case "2221": case "2229": case "2232": case "2237": case "2241": case "2254": case "2258": case "2262": case "2263": case "2268": case "2315": case "2320": case "2324": case "2329": case "2333": case "2339": case "2344": case "2345": case "2356": case "2361": case "2365": case "2375": case "2381": case "2387": case "2393": case "2400": case "2401": case "2407": case "2428": case "2467": case "2475": case "2496": case "2501": case "2513": case "2524": case "2537": case "2552": case "2566": case "2567": case "2569": case "2570": case "2571": case "2578": case "2589": case "2603": case "2613": case "2622": case "2637": case "2646": case "2650": case "2665": case "2668": case "2677": case "2686": case "2688": case "2689": case "2696": case "2709": case "2718": case "2719": case "2720": case "2723": case "2728": case "2730": case "2731": case "2739": case "2745": case "2749": case "2752": case "2759": case "2764": case "2774": case "2783": case "2818": case "2825": case "2841": case "2864": case "2869": case "2876": case "2877": case "2879": case "2881": case "2887": case "2893": case "2896": case "2942": case "2944": case "2952": case "2961": case "2962": case "2971": case "2979": case "2994": case "3002": case "3003": case "3006": case "3022": case "3029": case "3035": case "3036": case "3041": case "3051": case "3058": case "3059": case "3066": case "3067": case "3068": case "3070": case "3083": case "3098": case "3105": case "3111": case "3114": case "3120": case "3141": case "3144": case "3168": case "3172": case "3173": case "3175": case "3178": case "3184": case "3190": case "3196": case "3206": case "3211": case "3223": case "3236": case "3239": case "3248": case "3249": case "3251": case "3253": case "3263": case "3271": case "3297": case "3323": case "3343": case "3356": case "3364": case "3368": case "3384": case "3386": case "3399": case "3416": case "3424": case "3437": case "3442": case "3447": case "3459": case "3467": case "3477": case "3485": case "3492": case "3495": case "3505": case "3532": case "3537": case "3539": case "3581": case "3597": case "3621": case "3622": case "3629": case "3633": case "3636": case "3642": case "3647": case "3653": case "3668": case "3695": case "3710": case "3716": case "3723": case "3736": case "3742": case "3754": case "3772": case "3774": case "3777": case "3780": case "3786": case "3790": case "3791": case "3799": case "3812": case "3820": case "3826": case "3829": case "3830": case "3846": case "3858": case "3865": case "3867": case "3871": case "3873": case "3888": case "3892": case "3894": case "3903": case "3914": case "3943": case "3944": case "3949": case "3954": case "3968": case "3985": case "3987": case "3994": case "4000": case "4005": case "4008": case "4009": case "4010": case "4021": case "4027": case "4033": case "4044": case "4051": case "4058": case "4063": case "4073": case "4083": case "4085": case "4088": case "4095": case "4096": case "4100": case "4102": case "4103": case "4108": case "4114": case "4126": case "4134": case "4135": case "4138": case "4140": case "4148": case "4159": case "4166": case "4170": case "4176": case "4180": case "4184": case "4194": case "4201": case "4205": case "4215": case "4225": case "4229": case "4231": case "4234": case "4235": case "4236": case "4249": case "4260": case "4279": case "4286": case "4295": case "4297": case "4312": case "4320": case "4329": case "4344": case "4357": case "4366": case "4384": case "4397": case "4406": case "4409": case "4411": case "4425": case "4439": case "4446": case "4451": case "4452": case "4455": case "4479": case "4483": case "4485": case "4486": case "4496": case "4500": case "4512": case "4528": case "4529": case "4535": case "4548": case "4552": case "4556": case "4568": case "4571": case "4578": case "4581": case "4584": case "4588": case "4593": case "4599": case "4622": case "4644": case "4647": case "4653": case "4660": case "4678": case "4682": case "4695": case "4705": case "4710": case "4723": case "4731": case "4732": case "4733": case "4745": case "4748": case "4776": case "4778": case "4784": case "4788": case "4798": case "4803": case "4806": case "4810": case "4815": case "4817": case "4824": case "4838": case "4842": case "4845": case "4846": case "4848": case "4854": case "4860": case "4889": case "4890": case "4899": case "4916": case "4925": case "4926": case "4933": case "4953": case "4955": case "4960": case "4966": case "4969": case "4975": case "4986": case "4987": case "4989": case "4999": case "5008": case "5010": case "5023": case "5024": case "5028": case "5037": case "5042": case "5047": case "5049": case "5060": case "5061": case "5065": case "5075": case "5094": case "5097": case "5105": case "5109": case "5112": case "5126": case "5128": case "5136": case "5150": case "5165": case "5172": case "5181": case "5184": case "5187": case "5206": case "5207": case "5210": case "5220": case "5223": case "5228": case "5235": case "5237": case "5249": case "5254": case "5260": case "5268": case "5272": case "5274": case "5275": case "5290": case "5297": case "5298": case "5312": case "5317": case "5319": case "5326": case "5330": case "5348": case "5374": case "5385": case "5388": case "5393": case "5395": case "5396": case "5397": case "5413": case "5418": case "5425": case "5428": case "5470": case "5476": case "5481": case "5483": case "5486": case "5511": case "5517": case "5521": case "5530": case "5539": case "5543": case "5548": case "5580": case "5582": case "5584": case "5592": case "5597": case "5609": case "5634": case "5635": case "5647": case "5669": case "5674": case "5688": case "5689": case "5691": case "5715": case "5723": case "5734": case "5739": case "5747": case "5751": case "5755": case "5760": case "5767": case "5771": case "5772": case "5781": case "5787": case "5799": case "5801": case "5805": case "5807": case "5812": case "5823": case "5828": case "5831": case "5832": case "5839": case "5845": case "5849": case "5853": case "5857": case "5864": case "5865": case "5870": case "5872": case "5875": case "5879": case "5891": case "5897": case "5899": case "5903": case "5911": case "5921": case "5953": case "5963": case "5979": case "5982": case "5989": case "5991": case "5994": case "5997": case "6002": case "6006": case "6012": case "6016": case "6042": case "6059": case "6062": case "6063": case "6074": case "6075": case "6080": case "6088": case "6096": case "6109": case "6114": case "6129": case "6134": case "6149": case "6150": case "6180": case "6196": case "6199": case "6207": case "6222": case "6234": case "6246": case "6254": case "6274": case "6302": case "6303": case "6310": case "6315": case "6323": case "6324": case "6325": case "6334": case "6336": case "6337": case "6343": case "6346": case "6383": case "6415": case "6434": case "6437": case "6457": case "6462": case "6464": case "6472": case "6493": case "6502": case "6527": case "6529": case "6531": case "6534": case "6537": case "6539": case "6544": case "6580": case "6581": case "6589": case "6591": case "6601": case "6603": case "6610": case "6614": case "6619": case "6628": case "6644": case "6652": case "6658": case "6662": case "6700": case "6716": case "6727": case "6738": case "6743": case "6745": case "6758": case "6774": case "6781": case "6789": case "6801": case "6805": case "6806": case "6811": case "6815": case "6832": case "6836": case "6855": case "6860": case "6861": case "6862": case "6864": case "6867": case "6885": case "6900": case "6922": case "6931": case "6932": case "6938": case "6942": case "6964": case "6966": case "6969": case "6977": case "6979": case "6995": case "7006": case "7010": case "7025": case "7031": case "7033": case "7041": case "7058": case "7064": case "7067": case "7077": case "7079": case "7085": case "7098": case "7100": case "7121": case "7132": case "7133": case "7141": case "7150": case "7154": case "7157": case "7160": case "7163": case "7166": case "7173": case "7180": case "7181": case "7192": case "7207": case "7221": case "7272": case "7273": case "7283": case "7285": case "7299": case "7300": case "7305": case "7308": case "7322": case "7336": case "7344": case "7358": case "7369": case "7389": case "7398": case "7400": case "7408": case "7410": case "7418": case "7434": case "7435": case "7448": case "7453": case "7459": case "7474": case "7475": case "7476": case "7485": case "7488": case "7489": case "7497": case "7498": case "7499": case "7508": case "7513": case "7516": case "7519": case "7520": case "7531": case "7536": case "7541": case "7557": case "7560": case "7575": case "7578": case "7586": case "7590": case "7600": case "7630": case "7633": case "7636": case "7641": case "7648": case "7652": case "7656": case "7668": case "7675": case "7684": case "7687": case "7692": case "7720": case "7731": case "7740": case "7741": case "7743": case "7749": case "7770": case "7801": case "7807": case "7819": case "7825": case "7826": case "7828": case "7836": case "7840": case "7841": case "7845": case "7859": case "7862": case "7868": case "7877": case "7878": case "7884": case "7886": case "7888": case "7891": case "7901": case "7906": case "7907": case "7914": case "7921": case "7925": case "7927": case "7929": \n", " return {"color": "#0000e9", "fillColor": "#0000e9", "fillOpacity": 0.05, "stroke": true, "weight": 2};\n", @@ -577,53 +572,53 @@ " return {"color": "#f00000", "fillColor": "#f00000", "fillOpacity": 0.05, "stroke": true, "weight": 2};\n", " }\n", " }\n", - " function geo_json_62753cac11cf20de1b33f75460efc8a0_highlighter(feature) {\n", + " function geo_json_ffad69113de1546c0c962aebda360950_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_62753cac11cf20de1b33f75460efc8a0_pointToLayer(feature, latlng) {\n", + " function geo_json_ffad69113de1546c0c962aebda360950_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_62753cac11cf20de1b33f75460efc8a0_styler(feature)\n", + " let style = geo_json_ffad69113de1546c0c962aebda360950_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_62753cac11cf20de1b33f75460efc8a0_onEachFeature(feature, layer) {\n", + " function geo_json_ffad69113de1546c0c962aebda360950_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_62753cac11cf20de1b33f75460efc8a0.resetStyle(e.target);\n", + " geo_json_ffad69113de1546c0c962aebda360950.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_62753cac11cf20de1b33f75460efc8a0_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_ffad69113de1546c0c962aebda360950_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_62753cac11cf20de1b33f75460efc8a0 = L.geoJson(null, {\n", - " onEachFeature: geo_json_62753cac11cf20de1b33f75460efc8a0_onEachFeature,\n", + " var geo_json_ffad69113de1546c0c962aebda360950 = L.geoJson(null, {\n", + " onEachFeature: geo_json_ffad69113de1546c0c962aebda360950_onEachFeature,\n", " \n", - " style: geo_json_62753cac11cf20de1b33f75460efc8a0_styler,\n", - " pointToLayer: geo_json_62753cac11cf20de1b33f75460efc8a0_pointToLayer\n", + " style: geo_json_ffad69113de1546c0c962aebda360950_styler,\n", + " pointToLayer: geo_json_ffad69113de1546c0c962aebda360950_pointToLayer\n", " });\n", "\n", - " function geo_json_62753cac11cf20de1b33f75460efc8a0_add (data) {\n", - " geo_json_62753cac11cf20de1b33f75460efc8a0\n", + " function geo_json_ffad69113de1546c0c962aebda360950_add (data) {\n", + " geo_json_ffad69113de1546c0c962aebda360950\n", " .addData(data)\n", - " .addTo(map_400dcbb22de0ffc3feee69b04b072db2);\n", + " .addTo(map_b0a43fa92be8683bc300f1ad903ca059);\n", " }\n", - " geo_json_62753cac11cf20de1b33f75460efc8a0_add({"bbox": [34.684740883216236, 32.25805932298612, 42.42495516274934, 39.212790846713354], "features": [{"bbox": [35.88972202153453, 33.637174449895994, 35.9744230608697, 33.700280318982166], "geometry": {"coordinates": [[[35.90923451489607, 33.69926554617814], [35.88972202153453, 33.66770671065937], [35.91256619505205, 33.637174449895994], [35.95490300504939, 33.63819596412156], [35.9744230608697, 33.66974299872272], 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"Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_62753cac11cf20de1b33f75460efc8a0.bindTooltip(\n", + " geo_json_ffad69113de1546c0c962aebda360950.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", @@ -647,42 +642,42 @@ " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", " \n", - " var color_map_9e9a949f38af529fa2aac11201d75c5a = {};\n", + " var color_map_780570fd57d9ddc12c639a2a10fa65de = {};\n", "\n", " \n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.color = d3.scale.threshold()\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.color = d3.scale.threshold()\n", " .domain([0.0, 0.018036072144288578, 0.036072144288577156, 0.05410821643286573, 0.07214428857715431, 0.09018036072144289, 0.10821643286573146, 0.12625250501002003, 0.14428857715430862, 0.1623246492985972, 0.18036072144288579, 0.19839679358717435, 0.21643286573146292, 0.23446893787575152, 0.25250501002004005, 0.27054108216432865, 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'#0000aeff', '#0000adff', '#0000abff', '#0000aaff', '#0000a8ff', '#0000a7ff', '#0000a5ff', '#0000a4ff', '#0000a2ff', '#0000a1ff', '#00009fff', '#00009eff', '#00009dff', '#00009bff', '#00009aff', '#000098ff', '#000097ff', '#000095ff', '#000094ff', '#000093ff', '#000092ff', '#000090ff', '#00008fff', '#00008dff', '#00008cff', '#00008aff', '#000088ff', '#000087ff', '#000085ff', '#000084ff', '#000083ff', '#000082ff', '#000080ff', '#00007fff', '#00007dff', '#00007cff', '#00007aff', '#000079ff', '#000078ff', '#000076ff', '#000075ff', '#000073ff', '#000072ff', '#000070ff', '#00006fff', '#00006dff', '#00006cff', '#00006aff', '#000069ff', '#000067ff', '#000066ff', '#000065ff', '#000063ff', '#000062ff', '#000060ff', '#00005fff', '#00005dff', '#00005cff', '#00005bff', '#00005aff', '#000058ff', '#000057ff', '#000055ff', '#000053ff', '#000052ff', '#000050ff', '#00004fff', '#00004dff', '#00004cff']);\n", " \n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.x = d3.scale.linear()\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.x = d3.scale.linear()\n", " .domain([0.0, 9.0])\n", " .range([0, 450 - 50]);\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.legend = L.control({position: 'topright'});\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.legend.addTo(map_400dcbb22de0ffc3feee69b04b072db2);\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.legend = L.control({position: 'topright'});\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.legend.addTo(map_b0a43fa92be8683bc300f1ad903ca059);\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.xAxis = d3.svg.axis()\n", - " .scale(color_map_9e9a949f38af529fa2aac11201d75c5a.x)\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.xAxis = d3.svg.axis()\n", + " .scale(color_map_780570fd57d9ddc12c639a2a10fa65de.x)\n", " .orient("top")\n", " .tickSize(1)\n", " .tickValues([0.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 0.9176470588235294, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 1.8352941176470587, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 2.7529411764705882, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 3.6705882352941175, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 4.588235294117647, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 5.5058823529411764, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 6.423529411764706, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 7.341176470588235, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 8.258823529411766, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']);\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.svg = d3.select(".legend.leaflet-control").append("svg")\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.svg = d3.select(".legend.leaflet-control").append("svg")\n", " .attr("id", 'legend')\n", " .attr("width", 450)\n", " .attr("height", 40);\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.g = color_map_9e9a949f38af529fa2aac11201d75c5a.svg.append("g")\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.g = color_map_780570fd57d9ddc12c639a2a10fa65de.svg.append("g")\n", " .attr("class", "key")\n", " .attr("transform", "translate(25,16)");\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.g.selectAll("rect")\n", - " .data(color_map_9e9a949f38af529fa2aac11201d75c5a.color.range().map(function(d, i) {\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.g.selectAll("rect")\n", + " .data(color_map_780570fd57d9ddc12c639a2a10fa65de.color.range().map(function(d, i) {\n", " return {\n", - " x0: i ? color_map_9e9a949f38af529fa2aac11201d75c5a.x(color_map_9e9a949f38af529fa2aac11201d75c5a.color.domain()[i - 1]) : color_map_9e9a949f38af529fa2aac11201d75c5a.x.range()[0],\n", - " x1: i < color_map_9e9a949f38af529fa2aac11201d75c5a.color.domain().length ? color_map_9e9a949f38af529fa2aac11201d75c5a.x(color_map_9e9a949f38af529fa2aac11201d75c5a.color.domain()[i]) : color_map_9e9a949f38af529fa2aac11201d75c5a.x.range()[1],\n", + " x0: i ? color_map_780570fd57d9ddc12c639a2a10fa65de.x(color_map_780570fd57d9ddc12c639a2a10fa65de.color.domain()[i - 1]) : color_map_780570fd57d9ddc12c639a2a10fa65de.x.range()[0],\n", + " x1: i < color_map_780570fd57d9ddc12c639a2a10fa65de.color.domain().length ? color_map_780570fd57d9ddc12c639a2a10fa65de.x(color_map_780570fd57d9ddc12c639a2a10fa65de.color.domain()[i]) : color_map_780570fd57d9ddc12c639a2a10fa65de.x.range()[1],\n", " z: d\n", " };\n", " }))\n", @@ -692,7 +687,7 @@ " .attr("width", function(d) { return d.x1 - d.x0; })\n", " .style("fill", function(d) { return d.z; });\n", "\n", - " color_map_9e9a949f38af529fa2aac11201d75c5a.g.call(color_map_9e9a949f38af529fa2aac11201d75c5a.xAxis).append("text")\n", + " color_map_780570fd57d9ddc12c639a2a10fa65de.g.call(color_map_780570fd57d9ddc12c639a2a10fa65de.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", " .text("distance_bin");\n", @@ -700,10 +695,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -870,532 +865,16 @@ "outputs": [ { "data": { - "application/javascript": [ - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - " var py_version = '3.3.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", - " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", - " var reloading = false;\n", - " var Bokeh = root.Bokeh;\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - "\n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks;\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - " if (js_modules == null) js_modules = [];\n", - " if (js_exports == null) js_exports = {};\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - "\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " if (!reloading) {\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " }\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - " window._bokeh_on_load = on_load\n", - "\n", - " function on_error() {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " var skip = [];\n", - " if (window.requirejs) {\n", - " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", - " require([\"jspanel\"], function(jsPanel) {\n", - "\twindow.jsPanel = jsPanel\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-modal\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-tooltip\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-hint\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-layout\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-contextmenu\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"jspanel-dock\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"gridstack\"], function(GridStack) {\n", - "\twindow.GridStack = GridStack\n", - "\ton_load()\n", - " })\n", - " require([\"notyf\"], function() {\n", - "\ton_load()\n", - " })\n", - " root._bokeh_is_loading = css_urls.length + 9;\n", - " } else {\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", - " }\n", - "\n", - " var existing_stylesheets = []\n", - " var links = document.getElementsByTagName('link')\n", - " for (var i = 0; i < links.length; i++) {\n", - " var link = links[i]\n", - " if (link.href != null) {\n", - "\texisting_stylesheets.push(link.href)\n", - " }\n", - " }\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " if (existing_stylesheets.indexOf(url) !== -1) {\n", - "\ton_load()\n", - "\tcontinue;\n", - " }\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.holoviz.org/panel/1.3.1/dist/panel.min.js\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " Bokeh = root.Bokeh;\n", - " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " if (!reloading && (!bokeh_loaded || is_dev)) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.3.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.3.1/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 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Bokeh;\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n console.log(\"Bokeh: BokehJS was loaded multiple times 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null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 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require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) 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element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.holoviz.org/panel/1.3.1/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif 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'output';\n", - "\n", - "/**\n", - " * Render data to the DOM node\n", - " */\n", - "function render(props, node) {\n", - " var div = document.createElement(\"div\");\n", - " var script = document.createElement(\"script\");\n", - " node.appendChild(div);\n", - " node.appendChild(script);\n", - "}\n", - "\n", - "/**\n", - " * Handle when a new output is added\n", - " */\n", - "function handle_add_output(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - " if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - " var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - " if (id !== undefined) {\n", - " var nchildren = toinsert.length;\n", - " var html_node = toinsert[nchildren-1].children[0];\n", - " html_node.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var scripts = [];\n", - " var nodelist 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!== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return 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toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" + "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n", + "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -2332,7 +1811,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "id": "2750b82b-7495-45e2-988c-4500b080d213", "metadata": { "editable": true, @@ -2347,8 +1826,8 @@ "source": [ "ACTIVITY.to_csv(f\"../../data/interim/SYRTUR_{PANEL}_activity.csv\", index=False)\n", "\n", - "#ACTIVITY = pd.read_csv(f\"../../data/interim/SYRTUR_{PANEL}_activity.csv\")\n", - "#mACTIVITY[\"date\"] = pd.to_datetime(ACTIVITY[\"date\"])" + "# ACTIVITY = pd.read_csv(f\"../../data/interim/SYRTUR_{PANEL}_activity.csv\")\n", + "# ACTIVITY[\"date\"] = pd.to_datetime(ACTIVITY[\"date\"])" ] }, { @@ -2365,7 +1844,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 6, "id": "f6127a34-460f-4d79-b0e8-4630226eae47", "metadata": { "tags": [ @@ -2380,7 +1859,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 7, "id": "4434495b-31b2-4476-b154-334cbf416515", "metadata": { "tags": [ @@ -2601,7 +2080,7 @@ "[236398 rows x 10 columns]" ] }, - "execution_count": 26, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -2636,7 +2115,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 8, "id": "4c16fcf5-505c-459f-8516-f4db58f88632", "metadata": { "tags": [ @@ -2685,7 +2164,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "id": "867ae1d4-404d-47e9-a323-8bb9a075124d", "metadata": { "tags": [ @@ -2705,7 +2184,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "id": "68ad17e5-6a6f-4c5e-8edc-3625ce98fecd", "metadata": { "tags": [ @@ -2726,7 +2205,7 @@ "# p.y_range = Range1d(-250, 2000, bounds=(0, None))\n", "p.add_layout(\n", " Title(\n", - " text=f\"\",\n", + " text=\"\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", @@ -2734,7 +2213,7 @@ ")\n", "p.add_layout(\n", " Title(\n", - " text=f\"Percent change in device density for each time window and each first-level administrative division\",\n", + " text=\"Percent change in device density for each time window and each first-level administrative division\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", @@ -2776,10 +2255,13 @@ " line_color=color,\n", " line_width=2,\n", " )\n", + " r.visible = False\n", " renderers.append(r)\n", " except:\n", " pass\n", "\n", + "renderers[0].visible = True\n", + "\n", "p.legend.location = \"bottom_left\"\n", "p.legend.click_policy = \"hide\"\n", "p.title.text_font_size = \"16pt\"\n", @@ -2788,7 +2270,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "id": "53cb009d-4b3f-4344-b040-bf167fd7a997", "metadata": { "scrolled": true, @@ -2810,7 +2292,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -2819,292 +2301,8 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " const force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - "const JS_MIME_TYPE = 'application/javascript';\n", - " const HTML_MIME_TYPE = 'text/html';\n", - " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", - " const CLASS_NAME = 'output_bokeh rendered_html';\n", - "\n", - " /**\n", - " * Render data to the DOM node\n", - " */\n", - " function render(props, node) {\n", - " const script = document.createElement(\"script\");\n", - " node.appendChild(script);\n", - " }\n", - "\n", - " /**\n", - " * Handle when an output is cleared or removed\n", - " */\n", - " function handleClearOutput(event, handle) {\n", - " function drop(id) {\n", - " const view = Bokeh.index.get_by_id(id)\n", - " if (view != null) {\n", - " view.model.document.clear()\n", - " Bokeh.index.delete(view)\n", - " }\n", - " }\n", - "\n", - " const cell = handle.cell;\n", - "\n", - " const id = cell.output_area._bokeh_element_id;\n", - " const server_id = cell.output_area._bokeh_server_id;\n", - "\n", - " // Clean up Bokeh references\n", - " if (id != null) {\n", - " drop(id)\n", - " }\n", - "\n", - " if (server_id !== undefined) {\n", - " // Clean up Bokeh references\n", - " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", - " cell.notebook.kernel.execute(cmd_clean, {\n", - " iopub: {\n", - " output: function(msg) {\n", - " const id = msg.content.text.trim()\n", - " drop(id)\n", - " }\n", - " }\n", - " });\n", - " // Destroy server and session\n", - " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", - " cell.notebook.kernel.execute(cmd_destroy);\n", - " }\n", - " }\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " const output_area = handle.output_area;\n", - " const output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " const bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " const script_attrs = bk_div.children[0].attributes;\n", - " for (let i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " const toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " const events = require('base/js/events');\n", - " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " const NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
  • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
  • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " const el = document.getElementById(\"f98a070f-4c4e-4266-80c8-ce4a32ab6cdf\");\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - "\n", - " function on_error(url) {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " for (let i = 0; i < css_urls.length; i++) {\n", - " const url = css_urls[i];\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " for (let i = 0; i < js_urls.length; i++) {\n", - " const url = js_urls[i];\n", - " const element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.1/dist/panel.min.js\"];\n", - " const css_urls = [];\n", - "\n", - " const inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {\n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if (root.Bokeh !== undefined || force === true) {\n", - " for (let i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - "if (force === true) {\n", - " display_loaded();\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " const cell = $(document.getElementById(\"f98a070f-4c4e-4266-80c8-ce4a32ab6cdf\")).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(css_urls, js_urls, function() {\n", - " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" - ], - "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
  • \\n\"+\n \"
  • use INLINE resources instead, as so:
  • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"f98a070f-4c4e-4266-80c8-ce4a32ab6cdf\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.1/dist/panel.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"f98a070f-4c4e-4266-80c8-ce4a32ab6cdf\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
  • \\n\"+\n \"
  • use INLINE resources instead, as so:
  • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"f9d3dce9-f379-45c7-aeed-e85819b025b1\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.1/dist/panel.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"f9d3dce9-f379-45c7-aeed-e85819b025b1\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -3113,7 +2311,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -3121,37 +2319,12 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " const docs_json = {\"ece43ffd-9bad-4a80-8b73-5c3bef1c189d\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1086\",\"attributes\":{\"width\":800,\"height\":700,\"sizing_mode\":\"scale_both\",\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1087\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1088\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1096\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1097\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1089\",\"attributes\":{\"text\":\"Activity Trends (Percent 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fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n const render_items = [{\"docid\":\"8877f04d-ba97-4c0b-8b10-8378bb332ca3\",\"roots\":{\"p1002\":\"b9df8a17-c6f0-4055-97e0-1abc289929e6\"},\"root_ids\":[\"p1002\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "p1086" + "id": "p1002" } }, "output_type": "display_data" @@ -3174,7 +2347,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 12, "id": "573208e1-5a1d-4779-a687-5888ce9f7ad5", "metadata": { "tags": [] @@ -3186,7 +2359,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 13, "id": "700ea294-519c-4eb6-9592-170197fcd02d", "metadata": { "tags": [ @@ -3329,7 +2502,7 @@ "[477 rows x 4 columns]" ] }, - "execution_count": 32, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -3363,7 +2536,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 14, "id": "ee504457-582f-49a9-9c55-3fe738e0030e", "metadata": { "tags": [ @@ -3384,7 +2557,7 @@ "# p.y_range = Range1d(-100, 1000, bounds=(0, None))\n", "p.add_layout(\n", " Title(\n", - " text=f\"\",\n", + " text=\"\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", @@ -3392,7 +2565,7 @@ ")\n", "p.add_layout(\n", " Title(\n", - " text=f\"Normalized device count for each time window\",\n", + " text=\"Normalized device count for each time window\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", @@ -3434,19 +2607,22 @@ " line_color=color,\n", " line_width=2,\n", " )\n", + " r.muted = True\n", " renderers.append(r)\n", " except:\n", " pass\n", "\n", + "renderers[0].muted = False\n", + "\n", "p.legend.location = \"bottom_left\"\n", - "p.legend.click_policy = \"hide\"\n", + "p.legend.click_policy = \"mute\"\n", "p.title.text_font_size = \"16pt\"\n", "p.sizing_mode = \"scale_both\"" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 15, "id": "a0e42b5a-c9f8-496a-a2c2-950e1e424d25", "metadata": { "tags": [ @@ -3458,7 +2634,7 @@ "data": { "text/html": [ "\n", - "
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\n" ] }, "metadata": {}, @@ -3466,37 +2642,12 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " const docs_json = {\"91c72283-d134-45e2-bf54-5751a95634eb\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1374\",\"attributes\":{\"width\":800,\"height\":700,\"sizing_mode\":\"scale_both\",\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1375\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1376\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1384\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1385\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1377\",\"attributes\":{\"text\":\"Activity Trends (Percent Change in Selected 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const render_items = [{\"docid\":\"84c148e7-badf-4d58-9e7b-7f6f04ba2dbc\",\"roots\":{\"p1386\":\"e4ebc6ff-fc61-4872-94d6-f35bda3e42df\"},\"root_ids\":[\"p1386\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { - "id": "p1470" + "id": "p1386" } }, "output_type": "display_data" @@ -3635,7 +2761,7 @@ "# p.y_range = Range1d(-5, 5, bounds=(0, None))\n", "p.add_layout(\n", " Title(\n", - " text=f\"\",\n", + " text=\"\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", @@ -3643,7 +2769,7 @@ ")\n", "p.add_layout(\n", " Title(\n", - " text=f\"Normalized device density for each time window and each first-level administrative division\",\n", + " text=\"Normalized device density for each time window and each first-level administrative division\",\n", " text_font_size=\"12pt\",\n", " text_font_style=\"italic\",\n", " ),\n", diff --git a/notebooks/mobility/visits.ipynb b/notebooks/mobility/visits.ipynb index ef43f5b..7cf122b 100644 --- a/notebooks/mobility/visits.ipynb +++ b/notebooks/mobility/visits.ipynb @@ -1,5 +1,18 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "5fcf5862-126c-42b5-8555-5994e4240e47", + "metadata": { + "tags": [] + }, + "source": [ + "(mobility-visits)=\n", + "# Estimating Activity based on Visits to Points of Interest through Mobility Data \n", + "\n", + "Estimating **visits** within or in the proximity to points of interest, such as residential, commercial and industrial zones can potentially shed light into the economic impacts brought by the [earthquakes near Nurdağı, Türkiye](https://www.usgs.gov/news/featured-story/m78-and-m75-kahramanmaras-earthquake-sequence-near-nurdagi-turkey-turkiye). Similarly to [Google Community Mobility Reports](https://www.google.com/covid19/mobility/) (now discontinued), the following working methodology seeks to capture the change in mobility (i.e., number of visits) within OpenStreetMap points of interest compared to a baseline (Jan-23). " + ] + }, { "cell_type": "code", "execution_count": 1, @@ -18,906 +31,14 @@ "import geopandas\n", "import pandas as pd\n", "from bokeh.models import (\n", - " ColumnDataSource,\n", " HoverTool,\n", " Legend,\n", " Span,\n", " TabPanel,\n", " Tabs,\n", - " Text,\n", " Title,\n", ")\n", - "from bokeh.plotting import figure, output_notebook, show\n", - "from distributed import Client" - ] - }, - { - "cell_type": "markdown", - "id": "5fcf5862-126c-42b5-8555-5994e4240e47", - "metadata": { - "tags": [] - }, - "source": [ - "(mobility-visits)=\n", - "# Estimating Activity based on Visits to Points of Interest through Mobility Data \n", - "\n", - "Estimating **visits** within or in the proximity to points of interest, such as residential, commercial and industrial zones can potentially shed light into the economic impacts brought by the [earthquakes near Nurdağı, Türkiye](https://www.usgs.gov/news/featured-story/m78-and-m75-kahramanmaras-earthquake-sequence-near-nurdagi-turkey-turkiye). Similarly to [Google Community Mobility Reports](https://www.google.com/covid19/mobility/) (now discontinued), the following working methodology seeks to capture the change in mobility (i.e., number of visits) within OpenStreetMap points of interest compared to a baseline (Jan-23). " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "a3c5b885-b466-4100-bb2e-dbd3b2f5b6d0", - "metadata": { - "tags": [ - "remove-cell" - ] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jupyter-wb568704/.local/lib/python3.9/site-packages/distributed/node.py:177: UserWarning: Port 8787 is already in use.\n", - "Perhaps you already have a cluster running?\n", - "Hosting the HTTP server on port 34149 instead\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/html": [ - "
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Worker: 3

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Worker: 4

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Worker: 5

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Worker: 6

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Worker: 7

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Worker: 8

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Worker: 9

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Worker: 10

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Worker: 11

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Worker: 12

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Worker: 13

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Worker: 14

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Worker: 15

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" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "client = Client()\n", - "client" + "from bokeh.plotting import figure, output_notebook, show" ] }, { @@ -927,12 +48,12 @@ "source": [ "## Data\n", "\n", - "In this section, we import from the data sources, available either publicly or via {ref}`foundational-data`. Please that `data` is a placeholder location where the data must be placed. When using non-public data, please carefully abide by your organization's data privacy policy, data classification and the terms and conditions." + "In this section, we import from the data sources, available either publicly or via {ref}`data`. Please that `data` is a placeholder location where the data must be placed. When using non-public data, please carefully abide by your organization's data privacy policy, data classification and the terms and conditions." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "6334af2c-ce71-4a1e-8698-9ed7db146a1e", "metadata": { "tags": [ @@ -942,7 +63,7 @@ "outputs": [], "source": [ "# https://papermill.readthedocs.io/en/latest/usage-parameterize.html\n", - "PANEL = \"v2023.09.17\"\n", + "PANEL = \"v2023.10\"\n", "TAG = \"landuse\"" ] }, @@ -958,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "7f439f4c-ba38-4948-8e2f-359c19e91f0d", "metadata": { "tags": [ @@ -972,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "a2efe214-ee3f-4a87-b29d-d0efff94badd", "metadata": { "tags": [ @@ -1010,7 +131,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_d6e195ab1b84f21cf002b15b5c1ea42a {\n", + " #map_408bf5f38bd3675a9268dcd0b6628924 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -1040,14 +161,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_d6e195ab1b84f21cf002b15b5c1ea42a" ></div>\n", + " <div class="folium-map" id="map_408bf5f38bd3675a9268dcd0b6628924" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_d6e195ab1b84f21cf002b15b5c1ea42a = L.map(\n", - " "map_d6e195ab1b84f21cf002b15b5c1ea42a",\n", + " var map_408bf5f38bd3675a9268dcd0b6628924 = L.map(\n", + " "map_408bf5f38bd3675a9268dcd0b6628924",\n", " {\n", " center: [35.73542508484974, 38.55484802298279],\n", " crs: L.CRS.EPSG3857,\n", @@ -1056,77 +177,77 @@ " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_d6e195ab1b84f21cf002b15b5c1ea42a);\n", + " L.control.scale().addTo(map_408bf5f38bd3675a9268dcd0b6628924);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_136e65c418e9b1a2ae6706253bc3d8bc = L.tileLayer(\n", + " var tile_layer_f77b060b557c20c607345e3e6c94c096 = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_d6e195ab1b84f21cf002b15b5c1ea42a);\n", + " ).addTo(map_408bf5f38bd3675a9268dcd0b6628924);\n", " \n", " \n", - " map_d6e195ab1b84f21cf002b15b5c1ea42a.fitBounds(\n", + " map_408bf5f38bd3675a9268dcd0b6628924.fitBounds(\n", " [[32.25805932298612, 34.684740883216236], [39.212790846713354, 42.42495516274934]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_styler(feature) {\n", + " function geo_json_80085336b072c9b36986ceefc2b3f136_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"color": "orange", "fillColor": "orange", "fillOpacity": 0.5, "opacity": 0.25, "stroke": true, "weight": 2};\n", " }\n", " }\n", - " function geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_highlighter(feature) {\n", + " function geo_json_80085336b072c9b36986ceefc2b3f136_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_pointToLayer(feature, latlng) {\n", + " function geo_json_80085336b072c9b36986ceefc2b3f136_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_styler(feature)\n", + " let style = geo_json_80085336b072c9b36986ceefc2b3f136_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_onEachFeature(feature, layer) {\n", + " function geo_json_80085336b072c9b36986ceefc2b3f136_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_54de3242c9ac3e27cf7b1f894fb61e7a.resetStyle(e.target);\n", + " geo_json_80085336b072c9b36986ceefc2b3f136.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_80085336b072c9b36986ceefc2b3f136_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_54de3242c9ac3e27cf7b1f894fb61e7a = L.geoJson(null, {\n", - " onEachFeature: geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_onEachFeature,\n", + " var geo_json_80085336b072c9b36986ceefc2b3f136 = L.geoJson(null, {\n", + " onEachFeature: geo_json_80085336b072c9b36986ceefc2b3f136_onEachFeature,\n", " \n", - " style: geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_styler,\n", - " pointToLayer: geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_pointToLayer\n", + " style: geo_json_80085336b072c9b36986ceefc2b3f136_styler,\n", + " pointToLayer: geo_json_80085336b072c9b36986ceefc2b3f136_pointToLayer\n", " });\n", "\n", - " function geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_add (data) {\n", - " geo_json_54de3242c9ac3e27cf7b1f894fb61e7a\n", + " function geo_json_80085336b072c9b36986ceefc2b3f136_add (data) {\n", + " geo_json_80085336b072c9b36986ceefc2b3f136\n", " .addData(data)\n", - " .addTo(map_d6e195ab1b84f21cf002b15b5c1ea42a);\n", + " .addTo(map_408bf5f38bd3675a9268dcd0b6628924);\n", " }\n", - " geo_json_54de3242c9ac3e27cf7b1f894fb61e7a_add({"bbox": [34.684740883216236, 32.25805932298612, 42.42495516274934, 39.212790846713354], "features": [{"bbox": [35.88972202153453, 33.637174449895994, 35.9744230608697, 33.700280318982166], "geometry": {"coordinates": [[[35.90923451489607, 33.69926554617814], [35.88972202153453, 33.66770671065937], [35.91256619505205, 33.637174449895994], [35.95490300504939, 33.63819596412156], [35.9744230608697, 33.66974299872272], [35.95159876379923, 33.700280318982166], [35.90923451489607, 33.69926554617814]]], "type": "Polygon"}, "id": "0", "properties": {"ADM0_PCODE": "SY", "ADM1_EN": "Rural Damascus", "ADM1_PCODE": "SY03", "ADM2_PCODE": "SY0307", "__folium_color": "orange", "distance": 407.54703355358663, "distance_bin": 7, "hex_id": "862db1ae7ffffff"}, "type": 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@@ -1153,10 +274,10 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1179,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "85ccc89e-7704-4805-a648-02fbf47e55af", "metadata": { "tags": [] @@ -1187,14 +308,14 @@ "outputs": [], "source": [ "POI = dask_geopandas.read_file(\n", - " \"../../data/external/export.hotosm.org/hotosm_worldbank_tur_points_of_interest_gpkg.zip!hotosm_worldbank_tur_points_of_interest.gpkg\",\n", + " \"../../data/external/export.hotosm.org/hotosm_worldbank_syrtur_points_of_interest_gpkg_uid_ 22612c83-de9e-4e7a-a796-163299eed008.zip!hotosm_worldbank_syrtur_points_of_interest.gpkg\",\n", " npartitions=16,\n", ")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "a0269ef9-c924-449b-b327-0a01d66933f9", "metadata": { "tags": [ @@ -1216,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "9f6c55e7-9883-420e-bc8e-c886513251a1", "metadata": {}, "outputs": [ @@ -1250,7 +371,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_db4ad5b0fd6a56ec716d00b08e3b582a {\n", + " #map_586257d33fb44cd31501277e18cce8ff {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -1280,99 +401,99 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_db4ad5b0fd6a56ec716d00b08e3b582a" ></div>\n", + " <div class="folium-map" id="map_586257d33fb44cd31501277e18cce8ff" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_db4ad5b0fd6a56ec716d00b08e3b582a = L.map(\n", - " "map_db4ad5b0fd6a56ec716d00b08e3b582a",\n", + " var map_586257d33fb44cd31501277e18cce8ff = L.map(\n", + " "map_586257d33fb44cd31501277e18cce8ff",\n", " {\n", - " center: [36.93070245, 38.01159395],\n", + " center: [35.77351845, 38.6427137],\n", " crs: L.CRS.EPSG3857,\n", " zoom: 10,\n", " zoomControl: true,\n", " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_db4ad5b0fd6a56ec716d00b08e3b582a);\n", + " L.control.scale().addTo(map_586257d33fb44cd31501277e18cce8ff);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_2efcf2d77e60db8dfb5eed8ad7139cc2 = L.tileLayer(\n", + " var tile_layer_207ec2d1a2f2133fec8998cb495b7ebf = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_db4ad5b0fd6a56ec716d00b08e3b582a);\n", + " ).addTo(map_586257d33fb44cd31501277e18cce8ff);\n", " \n", " \n", - " map_db4ad5b0fd6a56ec716d00b08e3b582a.fitBounds(\n", - " [[34.8076753, 34.8659658], [39.0537296, 41.1572221]],\n", + " map_586257d33fb44cd31501277e18cce8ff.fitBounds(\n", + " [[32.4933073, 34.8659658], [39.0537296, 42.4194616]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_styler(feature) {\n", + " function geo_json_c342e6e063a7ab0b7477037c208f7159_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", - " return {"color": "red", "fillColor": "red", "fillOpacity": 0.5, "weight": 2};\n", + " return {"color": "blue", "fillColor": "blue", "fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_highlighter(feature) {\n", + " function geo_json_c342e6e063a7ab0b7477037c208f7159_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_pointToLayer(feature, latlng) {\n", + " function geo_json_c342e6e063a7ab0b7477037c208f7159_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_styler(feature)\n", + " let style = geo_json_c342e6e063a7ab0b7477037c208f7159_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_onEachFeature(feature, layer) {\n", + " function geo_json_c342e6e063a7ab0b7477037c208f7159_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89.resetStyle(e.target);\n", + " geo_json_c342e6e063a7ab0b7477037c208f7159.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_c342e6e063a7ab0b7477037c208f7159_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89 = L.geoJson(null, {\n", - " onEachFeature: geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_onEachFeature,\n", + " var geo_json_c342e6e063a7ab0b7477037c208f7159 = L.geoJson(null, {\n", + " onEachFeature: geo_json_c342e6e063a7ab0b7477037c208f7159_onEachFeature,\n", " \n", - " style: geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_styler,\n", - " pointToLayer: geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_pointToLayer\n", + " style: geo_json_c342e6e063a7ab0b7477037c208f7159_styler,\n", + " pointToLayer: geo_json_c342e6e063a7ab0b7477037c208f7159_pointToLayer\n", " });\n", "\n", - " function geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_add (data) {\n", - " geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89\n", + " function geo_json_c342e6e063a7ab0b7477037c208f7159_add (data) {\n", + " geo_json_c342e6e063a7ab0b7477037c208f7159\n", " .addData(data)\n", - " .addTo(map_db4ad5b0fd6a56ec716d00b08e3b582a);\n", + " .addTo(map_586257d33fb44cd31501277e18cce8ff);\n", " }\n", - " geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89_add({"bbox": [34.8659658, 34.8076753, 41.1572221, 39.0537296], "features": [{"bbox": [37.176668, 36.1911743, 37.1796691, 36.1930627], "geometry": {"coordinates": [[[[37.176668, 36.1912288], [37.1766938, 36.1911743], [37.1784736, 36.191322], [37.1793167, 36.191392], [37.1793158, 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"building": null, "landuse": "industrial", "leisure": null, "man_made": null, "name": null, "osm_id": 1174552705, "shop": null, "tourism": null}, "type": "Feature"}, {"bbox": [38.0236314, 34.8605913, 38.0258912, 34.8624447], "geometry": {"coordinates": [[[[38.0236314, 34.8614993], [38.0247215, 34.8605913], [38.0258912, 34.8615366], [38.0248009, 34.8624447], [38.0236314, 34.8614993]]]], "type": "MultiPolygon"}, "id": "138160", "properties": {"__folium_color": "blue", "amenity": null, "building": null, "landuse": "industrial", "leisure": null, "man_made": null, "name": null, "osm_id": 1186325521, "shop": null, "tourism": null}, "type": "Feature"}, {"bbox": [37.9741909, 34.6424945, 37.9772024, 34.6449358], "geometry": {"coordinates": [[[[37.9741909, 34.6432478], [37.9751395, 34.6424945], [37.9772024, 34.6432568], [37.9763309, 34.6449358], [37.9748527, 34.6442642], [37.9748196, 34.6435472], [37.9741909, 34.6432478]]]], "type": "MultiPolygon"}, "id": "138178", "properties": {"__folium_color": "blue", "amenity": null, "building": null, "landuse": "industrial", "leisure": null, "man_made": null, "name": null, "osm_id": 1186325547, "shop": null, "tourism": null}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_11ff7cf75ffe5cbbdc64f8d80b296e89.bindTooltip(\n", + " geo_json_c342e6e063a7ab0b7477037c208f7159.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["osm_id", "man_made", "amenity", "landuse", "leisure", "shop", "name", "building", "tourism"];\n", - " let aliases = ["osm_id", "man_made", "amenity", "landuse", "leisure", "shop", "name", "building", "tourism"];\n", + " let fields = ["osm_id", "amenity", "shop", "man_made", "tourism", "leisure", "building", "landuse", "name"];\n", + " let aliases = ["osm_id", "amenity", "shop", "man_made", "tourism", "leisure", "building", "landuse", "name"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -1393,16 +514,16 @@ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "POI[POI[TAG].isin([\"industrial\"])].compute().explore(color=\"red\")" + "POI[POI[TAG].isin([\"industrial\"])].compute().explore(color=\"blue\")" ] }, { @@ -1417,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "413ddedc-7230-4e09-90cb-a35c55d5d452", "metadata": { "tags": [] @@ -1426,7 +547,6 @@ "source": [ "ddf = dd.read_parquet(\n", " f\"../../data/final/panels/{PANEL}\",\n", - " # filters=[(\"country\", \"=\", COUNTRY)],\n", ")" ] }, @@ -1440,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "076a4412-46e0-411b-9b3f-26b2499795b0", "metadata": {}, "outputs": [], @@ -1457,7 +577,7 @@ "source": [ "## Methodology\n", "\n", - "Similarly to [Google Community Mobility Reports](https://www.google.com/covid19/mobility/) (now discontinued), the following working methodology seeks to capture the change in mobility (i.e., number of visits) within [OpenStreetMap](http://openstreetmap.org) points of interest compared to a baseline (Jan-23). Note that the mobility data represents a subset of the total population in an area, specifically only users that turned on the Location Services device setting on their mobile device. This is not the total population density." + "Similarly to [Google Community Mobility Reports](https://www.google.com/covid19/mobility/) (now discontinued), the following working methodology seeks to capture the change in mobility (i.e., number of visits) within [OpenStreetMap](http://openstreetmap.org) points of interest compared to a baseline. Note that the mobility data represents a subset of the total population in an area, specifically only users that turned on the Location Services device setting on their mobile device. This is not the total population density." ] }, { @@ -1465,12 +585,12 @@ "id": "737cc263-2b84-46a7-9614-1c8e641542b7", "metadata": {}, "source": [ - "Using [Dask-GeoPandas](https://dask-geopandas.readthedocs.io/en/stable/), we calculate the number of devices seen within the points of interest. Subsequently, we aggregate the device count spatiotemporally (by H3 and daily) and by `landuse` classication (e.g, residential)" + "Using [Dask-GeoPandas](https://dask-geopandas.readthedocs.io/en/stable/), we calculate spatial join between device traces and the points of interest. Subsequently, we aggregate the device count spatiotemporally (by H3 and daily) and by `landuse` classication (e.g, residential)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "3cb42f29-8bea-4c85-868d-d0fd1b4297b8", "metadata": { "tags": [] @@ -1478,7 +598,7 @@ "outputs": [], "source": [ "gddf = dask_geopandas.from_dask_dataframe(\n", - " ddf,\n", + " ddf[[\"uid\", \"hex_id\", \"date\"]],\n", " geometry=dask_geopandas.points_from_xy(ddf, \"longitude\", \"latitude\"),\n", ").set_crs(\"EPSG:4326\")" ] @@ -1488,7 +608,7 @@ "id": "b998d4b8-1851-4e43-a037-31b2d1e44dbe", "metadata": {}, "source": [ - "We execute a spatial join (without H3) to aggregate the device count for each spatial and temporal bin. In this case, we use `H3 resolution 6` and a daily aggregation." + "Now, the spatial join being executed (without H3) to calculate the device density for each spatial (H3 resolution 6) and for each temporal bin (daily)." ] }, { @@ -1518,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "3e81cab3-bf35-460b-966d-b9e8d97c09de", "metadata": {}, "outputs": [], @@ -1530,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "5b378610-e95a-4b88-8e35-761641b6a868", "metadata": { "tags": [ @@ -1539,8 +659,8 @@ }, "outputs": [], "source": [ - "#result.to_parquet(f\"../../data/final/SYRTUR_visits_by_{TAG}_{PANEL}.parquet\")\n", - "result = pd.read_parquet(f\"../../data/final/SYRTUR_visits_by_{TAG}_{PANEL}.parquet\")" + "result.to_parquet(f\"../../data/final/SYRTUR_visits_by_{TAG}_{PANEL}.parquet\")\n", + "# result = pd.read_parquet(f\"../../data/final/SYRTUR_visits_by_{TAG}_{PANEL}.parquet\")" ] }, { @@ -1550,14 +670,18 @@ "source": [ "## Results\n", "\n", - "In this section, we visualize the daily number of devices detected within each of the following OSM `landuse` classification." + "In this section, we visualize device count detected daily within each of the following OSM `landuse` classification." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "12bef7b1-06d5-4af3-a895-ccb45d6dde38", "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, "tags": [ "remove-cell" ] @@ -1590,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "8fdad2b6-2295-4471-840a-235d44076526", "metadata": {}, "outputs": [], @@ -1607,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "6ec17bc3-988b-4ad2-bf49-732e09df467e", "metadata": { "tags": [ @@ -1707,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "74b067ea-26da-4509-8040-9704b59b1b0d", "metadata": { "tags": [] @@ -1723,65 +847,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "d3b6c306-7841-4c93-88f3-5caf1c1e77fb", "metadata": { "tags": [ "remove-input" ] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "
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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
  • \\n\"+\n \"
  • use INLINE resources instead, as so:
  • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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Feedback: datalab@worldbank.org.\",\"text_font_size\":\"10pt\",\"text_font_style\":\"italic\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p3054\",\"attributes\":{\"axis\":{\"id\":\"p3038\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p3059\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p3055\"}}}]}}}}]}}]}};\n const render_items = [{\"docid\":\"fa07f402-fad2-4b09-a138-2da66ec9bc99\",\"roots\":{\"p3125\":\"beabbe05-a9ae-4c20-8638-3b878590d377\"},\"root_ids\":[\"p3125\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", - "application/vnd.bokehjs_exec.v0+json": "" - }, - "metadata": { - "application/vnd.bokehjs_exec.v0+json": { - "id": "p3125" - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "tabs = []\n", "\n", @@ -1993,7 +1020,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..84f1e6e --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,52 @@ +[build-system] +requires = ["hatchling>=1.21.0", "hatch-vcs>=0.3.0"] +build-backend = "hatchling.build" + +[project] +name = "turkiye-earthquake-impact" +description = "Using Alternative Data to Understand Economic Impacts of the 2023 Turkey–Syria Earthquake" +readme = { file = "README.md", content-type = "text/markdown" } +license = { file = "LICENSE" } +keywords = [ + "sentinel", + "synthetic aperture radar", + "nighttime lights", + "black marble", + "world bank", +] +authors = [{ name = "World Bank Data Lab", email = "datalab@worldbank.org" }] +maintainers = [ + { name = "Robert Marty", email = "rmarty@worldbank.org" }, + { name = "Gabriel Stefanini Vicente", email = "gvicente@worldbank.org" }, +] +classifiers = [ + "Development Status :: 3 - Alpha", + "Intended Audience :: Science/Research", + "Topic :: Scientific/Engineering", +] +dynamic = ["version"] + +requires-python = ">=3.10" +[project.optional-dependencies] +docs = [ + "docutils==0.17.1", # https://jupyterbook.org/en/stable/content/citations.html?highlight=docutils#citations-and-bibliographies + "jupyter-book>=0.15.1", +] +[project.urls] +"Homepage" = "https://datapartnership.github.io/" +"Bug Reports" = "https://github.com/datapartnership/turkiye-earthquake-impact/issues" +"Source" = "https://github.com/datapartnership/turkiye-earthquake-impact" + +[tool.codespell] +skip = './.git,docs/_build,docs/references.bib,*.py,*.R,*.png,*.gz,*.whl' +ignore-regex = '^\s*"image\/png":\s.*' +ignore-words-list = "gost," + +[tool.hatch.build.targets.wheel] +packages = ["src/*"] + +[tool.hatch.version] +source = "vcs" + +[tool.ruff.lint.pydocstyle] +convention = "numpy" diff --git a/src/turkiye-earthquake-impact/__init__.py b/src/turkiye-earthquake-impact/__init__.py new file mode 100644 index 0000000..e69de29