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24 changes: 12 additions & 12 deletions README.md
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Expand Up @@ -16,18 +16,18 @@ Tutorials are a work in progress, and will range from any of the following featu
| Study 2023 Canadian Wildfires using TROPESS CrIS JPSS-1 Carbon Monoxide (CO) data products | A Jupyter Notebook coded in Python which reads TROPESS CrIS JPSS-1 CO data products for June 2023 and June 2022 and makes a monthly averaged data product and plots and compare them. | **[Notebook](https://github.com/NASA-TROPESS/tutorials_notebooks/blob/main/study-2023-canadian-wildfire-effect.ipynb)** | Data plotting/analysis/visualization | |
| Study 2023 Canadian Wildfires using TROPESS CrIS JPSS-1 Carbon Monoxide (CO) data products - **Integrated Data Download** | A Jupyter Notebook coded in Python which reads TROPESS CrIS JPSS-1 CO data products for June 2023 and June 2022 and makes a monthly averaged data product and plots and compare them with fully integrated download of the input data files. | **[Notebook](https://github.com/NASA-TROPESS/tutorials_notebooks/blob/main/study-2023-canadian-wildfire-effect-integrated_data_download.ipynb)** | Data access/subset/extraction/plotting/analysis/visualization | |
| Study 2023 Canadian Wildfires using TROPESS CrIS JPSS-1 Carbon Monoxide (CO) data products - **Direct S3 (Cloud) Access** | A Jupyter Notebook coded in Python which reads TROPESS CrIS JPSS-1 CO data products for June 2023 and June 2022 directly from S3 on NASA Earthdata Cloud and makes a monthly averaged data product and plots and compare them. | **[Notebook](https://github.com/NASA-TROPESS/tutorials_notebooks/blob/main/study-2023-canadian-wildfire-effect-integrated_s3access.ipynb)** | Data access/subset/extraction/plotting/analysis/visualization/direct s3 (cloud) access/cloud-based operation | |
| Canadian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Carbon Monoxide (CO) total column for each day from 01-Jun-2023 to 08-Jun-2023. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/canadian-fires-gridded-plot-carbon-monoxide-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Canadian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | Bash script tutorial provides data download for the period from 01-Jun-2023 to 08-Jun-2023. | **[Tutorial/Script](https://swiftsoftwaregroup.github.io/tropess-notes/canadian-fires-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - Ammonia (NH3) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Ammonia (NH3) total column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/brazilian-fires-gridded-plot-ammonia-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Carbon Monoxide (CO) total column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/brazilian-fires-gridded-plot-carbon-monoxide-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - PeroxyAcetyl Nitrate (PAN) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the PeroxyAcetyl Nitrate (PAN) free tropospheric column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/brazilian-fires-gridded-plot-peroxyacetyl-nitrate-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Brazilian Fires - NH3/CO/PAN - CrIS JPSS-1 | Bash script tutorial provides data download for the period from 01-Aug-2022 to 31-Aug-2022. | **[Tutorial/Script](https://swiftsoftwaregroup.github.io/tropess-notes/brazilian-fires-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Partial Column - Scatter Plot | A Jupyter Notebook coded in Python which produces a scatter plot of the Methane (CH4) Partial Column retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/quick-start-scatter-plot-methane-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Partial Column - Gridded Plot (1° x 1°) | A Jupyter Notebook coded in Python which produces a 1° x 1° gridded mapped plot of the Methane (CH4) partial column retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/quick-start-gridded-plot-methane-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Profiles - Scatter Plots | A Jupyter Notebook coded in Python which produces scatter plots at different pressure levels of Methane (CH4) retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/quick-start-scatter-plot-methane-profile/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Carbon Monoxide Column (XCO) | A Jupyter Notebook coded in Python which column variable x_col a.k.a. XCO, in ppbv. The XCO is a pre-calculated vertically averaged dry air mixing ratio of carbon monoxide from the surface to Top of Atmosphere (TOA). CO concentrations are retrieved from CrIS JPSS-1 global observations. | **[Notebook](https://swiftsoftwaregroup.github.io/tropess-notes/data-analysis-carbon-monoxide-plot-column-xvmr/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Methane (CH4) from CrIS JPSS-1 | Bash script tutorial provides data download for CH4 retrievals on 16-May-2023. | **[Tutorial/Script](https://swiftsoftwaregroup.github.io/tropess-notes/quick-start-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Running in Google Colab | Google Colaboratory (Colab) is an alternate cloud-based environment to run Jupyter notebooks, with lots of additional features, like GPUs, storage in Github or Google Drive, and access to Google Cloud. | **[Tutorial/Script](https://swiftsoftwaregroup.github.io/tropess-notes/how-to-run-google-colab/)** | cloud-based operation | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Canadian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Carbon Monoxide (CO) total column for each day from 01-Jun-2023 to 08-Jun-2023. | **[Notebook](https://tropess-notes.swiftearthscience.org/canadian-fires-gridded-plot-carbon-monoxide-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Canadian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | Bash script tutorial provides data download for the period from 01-Jun-2023 to 08-Jun-2023. | **[Tutorial/Script](https://tropess-notes.swiftearthscience.org/canadian-fires-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - Ammonia (NH3) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Ammonia (NH3) total column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://tropess-notes.swiftearthscience.org/brazilian-fires-gridded-plot-ammonia-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - Carbon Monoxide (CO) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the Carbon Monoxide (CO) total column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://tropess-notes.swiftearthscience.org/brazilian-fires-gridded-plot-carbon-monoxide-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Brazilian Fires - PeroxyAcetyl Nitrate (PAN) - CrIS JPSS-1 | A Jupyter Notebook coded in Python which produces 14x14 km gridded map plots of the PeroxyAcetyl Nitrate (PAN) free tropospheric column for each day from from 01-Aug-2022 to 31-Aug-2022. | **[Notebook](https://tropess-notes.swiftearthscience.org/brazilian-fires-gridded-plot-peroxyacetyl-nitrate-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Brazilian Fires - NH3/CO/PAN - CrIS JPSS-1 | Bash script tutorial provides data download for the period from 01-Aug-2022 to 31-Aug-2022. | **[Tutorial/Script](https://tropess-notes.swiftearthscience.org/brazilian-fires-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Partial Column - Scatter Plot | A Jupyter Notebook coded in Python which produces a scatter plot of the Methane (CH4) Partial Column retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://tropess-notes.swiftearthscience.org/quick-start-scatter-plot-methane-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Partial Column - Gridded Plot (1° x 1°) | A Jupyter Notebook coded in Python which produces a 1° x 1° gridded mapped plot of the Methane (CH4) partial column retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://tropess-notes.swiftearthscience.org/quick-start-gridded-plot-methane-column/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Methane (CH4) Profiles - Scatter Plots | A Jupyter Notebook coded in Python which produces scatter plots at different pressure levels of Methane (CH4) retrieved from the Cross-track Infrared Sounder (CrIS JPSS-1) global observations. | **[Notebook](https://tropess-notes.swiftearthscience.org/quick-start-scatter-plot-methane-profile/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Carbon Monoxide Column (XCO) | A Jupyter Notebook coded in Python which column variable x_col a.k.a. XCO, in ppbv. The XCO is a pre-calculated vertically averaged dry air mixing ratio of carbon monoxide from the surface to Top of Atmosphere (TOA). CO concentrations are retrieved from CrIS JPSS-1 global observations. | **[Notebook](https://tropess-notes.swiftearthscience.org/data-analysis-carbon-monoxide-plot-column-xvmr/)** | Data plotting/analysis/visualization | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Bash Script for Data Download for Methane (CH4) from CrIS JPSS-1 | Bash script tutorial provides data download for CH4 retrievals on 16-May-2023. | **[Tutorial/Script](https://tropess-notes.swiftearthscience.org/quick-start-download-data/)** | Data search/access/extraction | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Running in Google Colab | Google Colaboratory (Colab) is an alternate cloud-based environment to run Jupyter notebooks, with lots of additional features, like GPUs, storage in Github or Google Drive, and access to Google Cloud. | **[Tutorial/Script](https://tropess-notes.swiftearthscience.org/how-to-run-google-colab/)** | cloud-based operation | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Homepage for TROPESS Tutorials and Notebooks from Swift Software Group | Assorted Jupyter notebooks for TROPESS data access and analysis. | **[Notebooks/Tutorials](https://github.com/swiftsoftwaregroup/tropess-notes)** | Data access/subset/extraction/plotting/analysis/cloud-based operation | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| Python-based Repository for TROPESS Tutorials and Notebooks from Swift Software Group | Assorted Jupyter notebooks for TROPESS data access and analysis. | **[Notebooks/Tutorials](https://github.com/swiftsoftwaregroup/tropess-notes-python)** | Data access/extraction/plotting/analysis/cloud-based operation | **[10.5281/zenodo.8031285](https://doi.org/10.5281/zenodo.8031285)** |
| GES DISC Tutorials | GitHub Repo with Jupyter Notebooks and Tutorials | **[External Tutorials and Notebooks](https://github.com/nasa/gesdisc-tutorials)** | Data search/discovery/access/subset/extraction/plotting/analysis/visualization | |