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Merge pull request #70 from trias-project/occurrence-indicators
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Occurrence indicators pipelines: add modelling and ranking
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damianooldoni authored Dec 9, 2019
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16 changes: 11 additions & 5 deletions README.md
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Expand Up @@ -19,16 +19,22 @@ The indicators are built upon the taxa published in the [Global Register of Intr

In order to calculate an emergency index, we take into account:

1. number of occurrences per year
2. area of occupancy (AOO)
1. number of occurrences per year, or simply _occurrences_
2. area of occupancy (AOO), or simply _occupancy_

We work with GAM (Generalized Additive Models) and decision rules to assess the emerging status of a species. This is still work in progress. Still, if you want to get an idea about it, follow [issue #49](https://github.com/trias-project/indicators/issues/49).
The workflow is divded in the following pipelines:

For the data manipulation of the taxonomic and occurrence information, see Appendix [Preprocessing for occurrence-based indicators](https://trias-project.github.io/indicators/occurrence_indicators_preprocessing.html).
1. [Appearing or reappearing taxa in current year](https://trias-project.github.io/indicators/occurrence_indicators_appearing_taxa.html)
2. [Assessing partial emerging statuses of alien taxa](https://trias-project.github.io/indicators/occurrence_indicators_modelling.html)
3. [Assessing emerging status and ranking](https://trias-project.github.io/indicators/ranking_emerging_status.html)

We work with GAM (Generalized Additive Models) and decision rules to assess the emerging status of a species. This part is still work in progress, although all workflow steps are now completed. Follow [issue #49](https://github.com/trias-project/indicators/issues/49) for more discussions about the different choices we took at every step of the workflow.

For the data preparation of the taxonomic and occurrence information, see Appendix [Preprocessing for occurrence-based indicators](https://trias-project.github.io/indicators/occurrence_indicators_preprocessing.html). The output of this appendix is the starting point of the pipelines described above.

## Repo structure

The repository structure is based on [Cookiecutter Data Science](http://drivendata.github.io/cookiecutter-data-science/). Files indicated with `GENERATED` should not be edited manually.
The repository structure is based on [Cookiecutter Data Science](http://drivendata.github.io/cookiecutter-data-science/). Files indicated with `GENERATED` should not be edited manually. This list can be not complete as the content of this repository is still in progress.

```
├── README.md : Description of this repository
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6 changes: 3 additions & 3 deletions data/interim/timeseries_taxonomic_info.tsv
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Expand Up @@ -810,7 +810,7 @@ taxonKey canonicalName kingdomKey classKey class kingdom
2498064 Anas erythrorhyncha 1 212 Aves Animalia
3040232 Populus deltoides 6 220 Magnoliopsida Plantae
5289764 Gastridium ventricosum 6 196 Liliopsida Plantae
10173593 6 220 Magnoliopsida Plantae
10173593 Geranium ibericum x platypetalum 6 220 Magnoliopsida Plantae
2891774 Impatiens capensis 6 220 Magnoliopsida Plantae
5359260 Trifolium patens 6 220 Magnoliopsida Plantae
3172099 Veronica austriaca 6 220 Magnoliopsida Plantae
Expand Down Expand Up @@ -1404,7 +1404,7 @@ taxonKey canonicalName kingdomKey classKey class kingdom
7636833 Syringa josikaea 6 220 Magnoliopsida Plantae
3131367 Helichrysum petiolare 6 220 Magnoliopsida Plantae
5289833 Nassella tenuissima 6 196 Liliopsida Plantae
10172912 6 220 Magnoliopsida Plantae
10172912 Cerastium arvense subsp. arvense x tomentosum 6 220 Magnoliopsida Plantae
5421180 Koelreuteria paniculata 6 220 Magnoliopsida Plantae
9685907 Falco sparverius 1 212 Aves Animalia
3645346 Philadelphus virginalis 6 220 Magnoliopsida Plantae
Expand Down Expand Up @@ -1748,7 +1748,7 @@ taxonKey canonicalName kingdomKey classKey class kingdom
9376410 Delosperma cooperi 6 220 Magnoliopsida Plantae
2722515 Carex morrowii 6 196 Liliopsida Plantae
3094939 Onopordum tauricum 6 220 Magnoliopsida Plantae
10661581 6 220 Magnoliopsida Plantae
10661581 Geranium dalmaticum x macrorrhizum 6 220 Magnoliopsida Plantae
2989222 Rubus tricolor 6 220 Magnoliopsida Plantae
7307492 Leonurus quinquelobatus 6 220 Magnoliopsida Plantae
2927026 Salvia glutinosa 6 220 Magnoliopsida Plantae
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