| Data used as input, training targets, and validation |
| --- |
| This folder contains all the data used to train, evaluate, and test the neural network. |
| It is stored thematically in different folders, and most folders again contains its own `README` file to further |
| explain the specific sources and imputation methods. All data is given *both* as a `.csv` file and a `.nc` file, and |
| follows the ISO3-naming convention outlined in the main README. |
|
|
| > [!NOTE] |
| > This is a reminder that all data is stored in this repository using git LFS (large file |
| > storage); if you wish to clone the repository with the data, you should follow the instructions |
| > from the main README. You can still download the files manually from the webpage. |
|
|
| ## Training_data |
| This folder contains all the tensors used to train the neural network. All data is given as a PyTorch |
| tensor (`.pt`) and can be loaded using `torch.load()`. The folder contains targets, weights, masks, input covariates (scaled |
| and unscaled), and the edge indices of each input. See the folder README for further details. |
| |
| ## Net migration (`Net_migration`) |
| This folder contains net migration data, sourced from national statistical offices, together with a list of sources |
| and the UN WPP net migration figures. |
|
|
| ## GDP indicators (`GDP_data`) |
| This folder contains data on GDP/capita, GDP growth, nominal GDP, and other GDP-related indicators for all countries and |
| years included in the training period. |
| |
| ## Gravity covariates (`Gravity_datasets`) |
|
|
| ## Demographic indicators (`UN_WPP_data`) |
|
|
| ## Migrant stocks (`UN_stock_data`) |
|
|
| ## Refugee figures (`UNHCR_data`) |
| Total number of refugees, asylum-seekers, and other people in need of international protection, taken from the |
| [UNHCR dataset](https://www.unhcr.org/refugee-statistics/download). |
| |
| ## Conflict deaths (`UCDP_data`) |
| This folder contains data on deaths in conflict provided by |
| [UCDP Georeferenced Event](https://ucdp.uu.se/downloads/index.html#ged_global) dataset. |
| NaN values are filled with 0. |
|
|
| ## Bilateral flows (`Flow_data`) |