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  - climate
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  ---
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  ## Overview
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- This dataset contains daily collected weather forecasts for various regions in Japan, published by the Japan Meteorological Agency (JMA). The forecasts include predictions for up to seven days ahead.
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- The actual weather forecast page is overrided whenever the information is updated.
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- The data is automatically updated daily using GitHub Actions.
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- Since the actual forecasts are published in the multiple times a day, we set up the column `from_hour` which represetnts the time announced.
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  ## Usage
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- This dataset can be utilized across a wide range of research fields. While it is primarily valuable in the natural sciences, it can also be applied to social sciences, such as in studies of behavioral prediction.
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- You can refer the sample usage with following `open in colab` link: [weather_forecast_example.ipynb](https://colab.research.google.com/gist/jniimi/aaf3542f348ae1d2a94df62b7badff50/weather_forecast_example.ipynb). The actual code is hosted on Gist.
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  ## Notes
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  - All date and time variables are displayed in Japan Standard Time (JST).
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- - To account for potential outliers, all columns are stored as strings.
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- - We do not take responsibility for any missing data or inaccuracies.
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  - Please adhere to the original source's rules when using this data.
 
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  ## Citation
 
 
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  ```
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  @misc{jniimi2024weather,
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  title = "7days Weather Forecast in Japan (Dataset)",
 
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  - climate
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  ---
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  ## Overview
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+ This dataset contains daily-collected weather forecasts for up to seven days ahead for all the meteorological observatories in Japan, published by the Japan Meteorological Agency (JMA) at [https://www.jma.go.jp/bosai/forecast/](https://www.jma.go.jp/bosai/forecast/).
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+ We collect, structurize, and accumulate the prediction since the page is overridden whenever the information is updated.
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+
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+ The data is automatically updated daily using GitHub Actions. Since the actual forecasts are published in the multiple times a day, we set up the column `from_hour` which represetnts the announced time.
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  ## Usage
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+ This dataset can be utilized across a wide range of research fields. While it is primarily valuable in the natural sciences, it can also be applied to social sciences, such as in studies of behavioral prediction.
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+ You can refer the sample usage with following `open in colab` link: [weather_forecast_example.ipynb](https://colab.research.google.com/gist/jniimi/aaf3542f348ae1d2a94df62b7badff50/weather_forecast_example.ipynb). The actual code is hosted on Gist. Further details are available (Japanese only) at [https://note.com/jniimi/n/n06d3423bbbbf](https://note.com/jniimi/n/n06d3423bbbbf).
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  ## Notes
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  - All date and time variables are displayed in Japan Standard Time (JST).
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+ - To account for potential outliers (like disasters), all columns are stored as strings.
 
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  - Please adhere to the original source's rules when using this data.
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+ - We do not take responsibility for any missing data or inaccuracies.
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  ## Citation
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+ If you use this dataset for anything, please consider citing the following reference. Don't forget to mention JMA, also.
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+
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  ```
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  @misc{jniimi2024weather,
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  title = "7days Weather Forecast in Japan (Dataset)",