Revert "Add NTL Gaza example (#34)" (#35)

This reverts commit 577995e.
worldbank · Feb 8, 2024 · 0852511 · 0852511
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diff --git a/.env.example b/.env.example
@@ -0,0 +1 @@
+NASA_API_KEY = <YOUR_NASA_API_KEY>
diff --git a/docs/CONTRIBUTING.md → CONTRIBUTING.md b/docs/CONTRIBUTING.md → CONTRIBUTING.md
diff --git a/README.md b/README.md
diff --git a/docs/_config.yml b/docs/_config.yml
@@ -2,23 +2,24 @@
 title:
 author: Development Data Group
 logo: docs/images/logo.png
-only_build_toc_files: false
+only_build_toc_files: true
 
 repository:
-  url: https://github.com/worldbank/data-good-template
+  url: https://github.com/worldbank/template
   branch: main
 
 #######################################################################################
 # HTML-specific settings
 html:
-  home_page_in_navbar: true
+  home_page_in_navbar: false
+  extra_navbar: ""
   use_edit_page_button: true
   use_repository_button: true
   use_issues_button: true
-  baseurl: https://worldbank.github.io/data-good-template
+  baseurl: https://worldbank.github.io/template
   extra_footer: |
     <div>
-    Country borders or names do not necessarily reflect the World Bank Group’s official position. All maps are for illustrative purposes and do not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries.
+      For illustrative purposes and does not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries.
     </div>
     <br>
     <div>

diff --git a/docs/_toc.yml b/docs/_toc.yml
@@ -2,18 +2,27 @@ format: jb-book
 root: README
 
 parts:
-  - caption: Getting Started
+  - caption: Examples
+    numbered: True
     chapters:
-      - file: docs/introduction-to-data-goods
-      - file: docs/peer-review
-  - caption: Data Goods Examples
+      - file: notebooks/world-bank-api.ipynb
+      - file: notebooks/world-bank-package.ipynb
+      - file: notebooks/nasa-apod.ipynb
+      - file: notebooks/bibliography.ipynb
+  - caption: Gallery
     chapters:
-      - file: notebooks/nighttime-lights/nighttime-lights.ipynb
-      - url: https://datapartnership.github.io/lebanon-economic-monitor/notebooks/air-pollution/air-pollution.html
-        title: Air Pollution in Lebanon
-      - url: https://datapartnership.github.io/lebanon-economic-monitor/notebooks/population/population.html
-        title: Population in Lebanon
-      - url: https://datapartnership.github.io/morocco-earthquake-impact/docs/drought-index.html
-        title: Drought in Morocco
-      - url: https://datapartnership.github.io/morocco-earthquake-impact/notebooks/conflict-acled.html
-        title: Drought and Conflict in Morocco
+      - file: docs/gallery
+  - caption: Templates
+    chapters:
+      - file: docs/CODE_OF_CONDUCT
+      - file: CONTRIBUTING
+  - caption: Additional Resources
+    chapters:
+      - url: https://datapartnership.org
+        title: Development Data Partnership
+      - url: https://wbdatalab.org
+        title: World Bank Data Lab
+      - url: https://www.worldbank.org/en/about/unit/unit-dec
+        title: World Bank DEC
+      - url: https://www.worldbank.org/en/research/dime
+        title: World Bank DIME
diff --git a/docs/bibliography.bib b/docs/bibliography.bib
@@ -1,27 +1,39 @@
-@article{ROMAN2018113,
-title = {NASA's Black Marble nighttime lights product suite},
-journal = {Remote Sensing of Environment},
-volume = {210},
-pages = {113-143},
-year = {2018},
-issn = {0034-4257},
-doi = {https://doi.org/10.1016/j.rse.2018.03.017},
-url = {https://www.sciencedirect.com/science/article/pii/S003442571830110X},
-author = {Miguel O. Román and Zhuosen Wang and Qingsong Sun and Virginia Kalb and Steven D. Miller and Andrew Molthan and Lori Schultz and Jordan Bell and Eleanor C. Stokes and Bhartendu Pandey and Karen C. Seto and Dorothy Hall and Tomohiro Oda and Robert E. Wolfe and Gary Lin and Navid Golpayegani and Sadashiva Devadiga and Carol Davidson and Sudipta Sarkar and Cid Praderas and Jeffrey Schmaltz and Ryan Boller and Joshua Stevens and Olga M. {Ramos González} and Elizabeth Padilla and José Alonso and Yasmín Detrés and Roy Armstrong and Ismael Miranda and Yasmín Conte and Nitza Marrero and Kytt MacManus and Thomas Esch and Edward J. Masuoka},
-keywords = {Suomi-NPP, JPSS, NASA black marble, VIIRS, Night lights, NTL, Urban dynamics, Long-term monitoring, Lunar BRDF, Albedo, Atmospheric correction},
-abstract = {NASA's Black Marble nighttime lights product suite (VNP46) is available at 500 m resolution since January 2012 with data from the Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) onboard the Suomi National Polar-orbiting Platform (SNPP). The retrieval algorithm, developed and implemented for routine global processing at NASA's Land Science Investigator-led Processing System (SIPS), utilizes all high-quality, cloud-free, atmospheric-, terrain-, vegetation-, snow-, lunar-, and stray light-corrected radiances to estimate daily nighttime lights (NTL) and other intrinsic surface optical properties. Key algorithm enhancements include: (1) lunar irradiance modeling to resolve non-linear changes in phase and libration; (2) vector radiative transfer and lunar bidirectional surface anisotropic reflectance modeling to correct for atmospheric and BRDF effects; (3) geometric-optical and canopy radiative transfer modeling to account for seasonal variations in NTL; and (4) temporal gap-filling to reduce persistent data gaps. Extensive benchmark tests at representative spatial and temporal scales were conducted on the VNP46 time series record to characterize the uncertainties stemming from upstream data sources. Initial validation results are presented together with example case studies illustrating the scientific utility of the products. This includes an evaluation of temporal patterns of NTL dynamics associated with urbanization, socioeconomic variability, cultural characteristics, and displaced populations affected by conflict. Current and planned activities under the Group on Earth Observations (GEO) Human Planet Initiative are aimed at evaluating the products at different geographic locations and time periods representing the full range of retrieval conditions.}
+@book{WorldBank2021WorldDevelopmentReport,
+  author      = {{World Bank}},
+  publisher = {World Bank},
+  url         = {http://hdl.handle.net/10986/35218},
+  date        = {2021},
+  note        = {License: CC BY 3.0 IGO},
+  title       = {{W}orld {D}evelopment {R}eport 2021 : {D}ata for {B}etter {L}ives},
+  type        = {World Development Report},
+  year         = {2021},
 }
-
-@article{BITTNER201734,
-title = {OpenStreetMap in Israel and Palestine – ‘Game changer’ or reproducer of contested cartographies?},
-journal = {Political Geography},
-volume = {57},
-pages = {34-48},
-year = {2017},
-issn = {0962-6298},
-doi = {https://doi.org/10.1016/j.polgeo.2016.11.010},
-url = {https://www.sciencedirect.com/science/article/pii/S096262981630035X},
-author = {Christian Bittner},
-keywords = {OpenStreetMap, Israel, Palestine, Critical cartography, Web 2.0 cartographies, Volunteered geographic information},
-abstract = {In Israel and Palestine, map-making practices were always entangled with contradictive spatial identities and imbalanced power resources. Although an Israeli narrative has largely dominated the ‘cartographic battlefield’, the latest chapter of this story has not been written yet: collaborative forms of web 2.0 cartographies have restructured power relations in mapping practices and challenged traditional monopolies on map and spatial data production. Thus, we can expect web 2.0 cartographies to be a ‘game changer’ for cartography in Palestine and Israel. In this paper, I review this assumption with the popular example of OpenStreetMap (OSM). Following a mixed methods approach, I comparatively analyze the genesis of OSM in Israel and Palestine. Although nationalist motives do not play a significant role on either side, it turns out that the project is dominated by Israeli and international mappers, whereas Palestinians have hardly contributed to OSM. As a result, social fragmentations and imbalances between Israel and Palestine are largely reproduced through OSM data. Discussing the low involvement of Palestinians, I argue that OSM's ground truth paradigm might be a watershed for participation. Presumably, the project's data are less meaningful in some local contexts than in others. Moreover, the seemingly apolitical approach to map only ‘facts on the ground’ reaffirms present spatio-social order and thus the power relations behind it. Within a Palestinian narrative, however, many aspects of the factual material space might appear not as neutral physical objects but as results of suppression, in which case, any ‘accurate’ spatial representation, such as OSM, becomes objectionable.}
+@book{WorldBank2022WorldDevelopmentReport,
+  author      = {{World Bank}},
+  publisher = {World Bank},
+  url         = {http://hdl.handle.net/10986/36883},
+  date        = {2022},
+  note        = {License: CC BY 3.0 IGO},
+  title       = {{W}orld {D}evelopment {R}eport 2022 : {F}inance for an {E}quitable {R}ecovery},
+  type        = {World Development Report},
+  year         = {2022},
+},
+@book{WorldBank2023WorldDevelopmentReport,
+  author      = {{World Bank}},
+  publisher = {World Bank},
+  url         = {https://openknowledge.worldbank.org/handle/10986/39696},
+  date        = {2023},
+  note        = {License: CC BY 3.0 IGO},
+  title       = {{W}orld {D}evelopment {R}eport 2021 : {M}igrants, {R}efugees, and {S}ocieties},
+  type        = {World Development Report},
+  year         = {2023},
 }
+@misc{sdgatlas2020,
+  author      = {Pirlea, A. F. and U. Serajuddin and D. Wadhwa and M. Welch and A. Whitby},
+  publisher = {World Bank},
+  url         = {https://datatopics.worldbank.org/sdgatlas.},
+  date        = {2020},
+  note        = {License: CC BY 3.0 IGO},
+  title       = {{A}tlas of the {S}ustainable {D}evelopment {G}oals 2020: {F}rom {W}orld {D}evelopment {I}ndicators},
+  year         = {2020},
+}
diff --git a/docs/gallery.md b/docs/gallery.md
@@ -0,0 +1,114 @@
+## Projects using the <span style="color:#3EACAD">template</span>
+
+> A curated list of projects/repositories using the <span style="color:#3EACAD">template</span>.
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [Syria Economic Monitor](https://datapartnership.github.io/syria-economic-monitor)
+Using Alternative Data to Understand Changing Trends in Trade and Economic Activity in Syria
+:::
+
+:::{grid-item-card} [Türkiye Earthquake Impact](https://datapartnership.github.io/turkiye-earthquake-impact)
+Using Alternative Data to Understand Economic Impacts of the 2023 Turkey–Syria Earthquake
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [Lebanon Economic Monitor](https://datapartnership.github.io/lebanon-economic-monitor)
+Understanding Lebanon’s Economy through Alternative Data
+:::
+
+:::{grid-item-card} [Mocorro Earthquake Impact](https://datapartnership.github.io/morocco-earthquake-impact)
+Using Alternative Data to Understand Economic Impacts of the 2023 Morocco earthquake.
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [Myanmar Economic Monitor](https://datapartnership.github.io/myanmar-economic-monitor)
+Understanding Myanmar's Economy through Alternative Data
+:::
+
+:::{grid-item-card} [Pacific Observatory](https://worldbank.github.io/pacific-observatory)
+The Pacific Observatory is the World Bank analytical program to explore and develop new information sources to mitigate the impact of data gaps in official statistics for Papua New Guinea (PNG) and the Pacific Island Countries (PICs).
+
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [REaLTabFormer](https://worldbank.github.io/REaLTabFormer)
+A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.
+:::
+:::{grid-item-card} [iQual](https://worldbank.github.io/iQmual)
+iQual is a package that leverages natural language processing to scale up interpretative qualitative analysis. It also provides methods to assess the bias, interpretability and efficiency of the machine-enhanced codes. iQual has been applied to analyse interviews on parents' aspirations for their children in Cox's Bazaar, Bangladesh.
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [GEE Zonal](https://worldbank.github.io/GEE_Zonal/)
+This python package provides a wrapper function to request temporal and zonal statistics from Google Earth Engine (GEE) datasets.
+:::
+
+:::{grid-item-card} [Geospatial Operations Support Team (GOST)](https://worldbank.github.io/GOST)
+We document important resources, methods, and sources in real time via this live wiki. This repository is the evolving, growing workspace where GOST stores libraries and scripts for operationalizing the many initatives urrenctly on going in the geospatial realm within the World Bank Group.
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [DECAT_Space2Stats](https://worldbank.github.io/DECAT_Space2Stats)
+Consistent, comparable, authoritative data describing sub-national variation is a constant point of complication for World Bank teams, our development partners, and client countries when assessing and investigating economic issues and national policy. This project will focus on creating and disseminating such data through aggregation of geospatial information at standard administrative divisions, and through the attribution of household survey data with foundational geospatial variables.
+:::
+
+:::{grid-item-card} [ZAF_Econ_Diversification](https://worldbank.github.io/ZAF_Econ_Diversification)
+Mapping and quantifying opportunities for economic diversification in Mpumalanga in South Africa
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [GFF Health Equity](https://worldbank.github.io/health-equity-diagnostics)
+This repository contains scripts developed by GOST to map health facilities and understand differences in population access in support of the GFF Country Equity Diagnostic and other projects.
+:::
+
+:::{grid-item-card} [Heatwaves Data Collaborative](https://datapartnership.org/heatwaves/PH)
+The Heatwaves Data Collaborative enables teams across sectors and
+organizations to simultaneously focus on their areas of expertise, while
+collaborating through use of common frameworks and datasets, standards for
+production and review of reusable methods, and through regular check-ins to
+ensure the different work streams are aligned and build upon each other.
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [Geospatial Analysis - MENA Poverty and Equity Group](https://worldbank.github.io/mena-pov)
+The Geospatial Analysis repository aims to centrally maintain cleaning and analysis of data that leverage geospatial data conducted by the Poverty and Equity Group in the MENA region.
+:::
+
+:::{grid-item-card} [Health Planning in the Philippines](https://datapartnership.org/health-planning-in-philippines)
+The team conducted geospatial analysis to advise on key questions that could inform a more integrated health care system, starting with three LGUs (Bohol, Baguio City, and Maguindanao).
+:::
+::::
+
+::::{grid}
+:gutter: 2
+
+:::{grid-item-card} [Understanding societal responses to policies undertaken during emergencies: Lessons from COVID-19’s Second Wave in Maharashtra](https://datapartnership.github.io/covid-19-maharashtra)
+Understanding societal responses to policies undertaken during emergencies: Lessons from COVID-19's Second Wave in Maharashtra
+:::
+
+:::{grid-item-card} [Understanding the vulnerability of New Delhi to Heatwaves](https://datapartnership.org/vulnerability-to-heatwaves-in-india)
+Part of Understanding the vulnerability of New Delhi to Heatwaves, this repository holds a collection of (experimental) Jupyter notebooks exploring data available through the Development Data Partnership.
+:::
+::::