Add NTL point-in-time comparasion

.gitignore

@@ -89,4 +89,6 @@ target/
 _build/
 
 # python-dotenv
-.env
+.env
+
+/data

docs/_toc.yml

@@ -11,6 +11,7 @@ parts:
   - caption: Data Products
     chapters:
       - file: notebooks/nighttime-lights/nighttime-lights.ipynb
+      - file: notebooks/conflict/acled.ipynb
   - caption: Acknowledgements
     chapters:
       - file: docs/team

docs/foundational_datasets_and_data_products.md

@@ -14,17 +14,19 @@ Following is list of all Foundational Datasets used in this Data Good:
 
 Where feasible, all datasets that can be obtained through the Development Data Hub have been placed in a special collection: *forthcoming*
 
-| ID  | Name | License | Description | Update Frequency | Access | Contact |
-| --- | ---- | ------- | ----------- | ---------------- | ------ | ------- |
-| 1      | Palestine - Subnational Administrative Boundaries                       | Open                   | Admin boundaries up to level 2                                                                                      | Every year (Last updated in 20 October 2023)                                      | [HDX](https://data.humdata.org/dataset/cod-ab-pse)                                     | [Data Lab](mailto:[email protected])
-| 2   |   NASA's Black Marble Nighttime Lights  |    Open     |      Visible Infrared Imaging Radiometer Suite (VIIRS) Nighttime Lights       |      Daily            |   [NASA's Black Marble](http://blackmarble.gsfc.nasa.gov)     |    [Geospatial Operations Support Team](mailto:[email protected]) or [Data Lab](mailto:[email protected])     |
+| ID  | Name                                              | License                                 | Description                                                        | Update Frequency                             | Access                                                            | Contact                                                                                                     |
+| --- | ------------------------------------------------- | --------------------------------------- | ------------------------------------------------------------------ | -------------------------------------------- | ----------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------- |
+| 1   | Palestine - Subnational Administrative Boundaries | Open                                    | Admin boundaries up to level 2                                     | Every year (Last updated in 20 October 2023) | [HDX](https://data.humdata.org/dataset/cod-ab-pse)                | [Data Lab](mailto:[email protected])                                                                    |
+| 2   | NASA's Black Marble Nighttime Lights              | Open                                    | Visible Infrared Imaging Radiometer Suite (VIIRS) Nighttime Lights | Daily                                        | [NASA's Black Marble](http://blackmarble.gsfc.nasa.gov)           | [Geospatial Operations Support Team](mailto:[email protected]) or [Data Lab](mailto:[email protected]) |
+| 3   | ACLED                                             | Accessible to WB Staff using an API key | Crowdsourced Conflict Event Database                               | Daily                                        | [ACLED Data Export Tool](https://acleddata.com/data-export-tool/) | [Data Lab](mailto:[email protected])                                                                    |
+| 4   | WorldPop                                          | Open                                    | Population Density Estimates data                                  | 2020                                         | [WorldPop](https://hub.worldpop.org/geodata/summary?id=46388)     | [Data Lab](mailto:[email protected])                                                                    |
 
 ## 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.
 
 Following is a summary of Data Products used in this Data Good:
 
-| ID  | Name | Description | Limitations | Foundational Datasets Used (ID#) |
-| --- | ---- | ----------- | ----------- | -------------------------------- |
-| A   |  Observed changes in NightLight Data    |   Weekly aggregated trends in nighttime luminosity          |  Changes in nighttime lights could be driven by multiple factors—such as rescue efforts generating lights, to damages and people leaving high-hit areas causing a reduction in nighttime lights           |          1,2                       |
+| ID  | Name                                | Description                                      | Limitations                                                                                                                                                                                    | Foundational Datasets Used (ID#) |
+| --- | ----------------------------------- | ------------------------------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------- |
+| A   | Observed changes in NightLight Data | Weekly aggregated trends in nighttime luminosity | Changes in nighttime lights could be driven by multiple factors—such as rescue efforts generating lights, to damages and people leaving high-hit areas causing a reduction in nighttime lights | 1,2                              |