Proofreading (#12)

* Rename notebooks * Update bibliography * Rename notebooks * Proofreading
datapartnership · Dec 21, 2023 · 109b31f · 109b31f
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diff --git a/docs/_toc.yml b/docs/_toc.yml
@@ -10,18 +10,16 @@ parts:
       - file: docs/foundational_datasets_and_data_products
   - caption: Data Products
     chapters:
-      - file: notebooks/social-inequality/README
+      - file: notebooks/activity/business-activity-trends.ipynb
+      - file: notebooks/inequality/README
         sections:
-          - file: notebooks/social-inequality/relative-wealth.ipynb
-          - file: notebooks/social-inequality/OpenStreetMap.ipynb
-          - file: notebooks/social-inequality/gender-inequality.ipynb
-      - file: docs/business-trends.md
-        sections: 
-          - file: notebooks/social-inequality/business-activity-trends.ipynb
+          - file: notebooks/inequality/relative-wealth.ipynb
+          - file: notebooks/inequality/openstreetmap.ipynb
+          - file: notebooks/inequality/gender-inequality.ipynb
       - file: notebooks/nighttime-lights/README
         sections:
           - file: notebooks/nighttime-lights/nighttime-lights-in-egypt.ipynb
-          
+
   - caption: Acknowledgements
     chapters:
       - file: docs/team
diff --git a/docs/bibliography.bib b/docs/bibliography.bib
@@ -27,4 +27,36 @@ @article{RePEc:gam:jsusta:v:5:y:2013:i:12:p:4988-5019:d:30764
   doi={},
   abstract={Improving human well-being is increasingly recognized as essential for movement toward a sustainable and desirable future. Estimates of different aspects of human well-being, such as Gross Domestic Product, or percentage of population with access to electric power, or measuring the distribution of income in society are often fraught with problems. There are few standardized methods of data collection; in addition, the required data is not obtained in a reliable manner and on a repetitive basis in many parts of the world. Consequently, inter-comparability of the data that does exist becomes problematic. Data derived from nighttime satellite imagery has helped develop various globally consistent proxy measures of human well-being at the gridded, sub-national, and national level. We review several ways in which nighttime satellite imagery has been used to measure the human well-being within nations.},
   url={https://ideas.repec.org/a/gam/jsusta/v5y2013i12p4988-5019d30764.html}
-}
+}
+
+@article{Eyre2020,
+author={Eyre, Robert
+and De Luca, Flavia
+and Simini, Filippo},
+title={Social media usage reveals recovery of small businesses after natural hazard events},
+journal={Nature Communications},
+year={2020},
+month={Apr},
+day={02},
+volume={11},
+number={1},
+pages={1629},
+abstract={The challenge of nowcasting the effect of natural hazard events (e.g., earthquakes, floods, hurricanes) on assets, people and society is of primary importance for assessing the ability of such systems to recover from extreme events. Traditional recovery estimates, such as surveys and interviews, are usually costly, time consuming and do not scale. Here we present a methodology to indirectly estimate the post-emergency recovery status (downtime) of small businesses in urban areas looking at their online posting activity on social media. Analysing the time series of posts before and after an event, we quantify the downtime of small businesses for three natural hazard events occurred in Nepal, Puerto Rico and Mexico. A convenient and reliable method for nowcasting the post-emergency recovery status of economic activities could help local governments and decision makers to better target their interventions and distribute the available resources more effectively.},
+issn={2041-1723},
+doi={10.1038/s41467-020-15405-7},
+url={https://doi.org/10.1038/s41467-020-15405-7}
+}
+
+@article{Palen2016-gp,
+  title    = "{SOCIAL} {MEDIA} {RESEARCH}. Crisis informatics--New data for
+              extraordinary times",
+  author   = "Palen, Leysia and Anderson, Kenneth M",
+  journal  = "Science",
+  volume   =  353,
+  number   =  6296,
+  pages    = "224--225",
+  month    =  jul,
+  year     =  2016,
+  address  = "United States",
+  language = "en"
+}
diff --git a/notebooks/activity/business-activity-trends.ipynb b/notebooks/activity/business-activity-trends.ipynb
diff --git a/notebooks/social-inequality/README.md → notebooks/inequality/README.md b/notebooks/social-inequality/README.md → notebooks/inequality/README.md
diff --git a/...social-inequality/gender-inequality.ipynb → notebooks/inequality/gender-inequality.ipynb b/...social-inequality/gender-inequality.ipynb → notebooks/inequality/gender-inequality.ipynb
diff --git a/...oks/social-inequality/OpenStreetMap.ipynb → notebooks/inequality/openstreetmap.ipynb b/...oks/social-inequality/OpenStreetMap.ipynb → notebooks/inequality/openstreetmap.ipynb
@@ -26,7 +26,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The Open Street Map is a community crowd-sourced open database of relatively fixed geospatial features, such as roads, buildings, points of interest, natural features, land use, etc. While not an exhaustive resource, Open Street Map points of interest are a useful first pass at identifying concentrations of activity -- e.g., financial services, health facilities, education facilities, and others. The following three maps show concentrations of identified points of interest for select sectors in Egypt. "
+    "The [OpenStreetMap](https://www.openstreetmap.org) is a community crowd-sourced open database of relatively fixed geospatial features, such as roads, buildings, points of interest, natural features, land use, etc. While not an exhaustive resource, Open Street Map points of interest are a useful first pass at identifying concentrations of activity -- e.g., financial services, health facilities, education facilities, and others. The following three maps show concentrations of identified points of interest for select sectors in Egypt. "
    ]
   },
   {
@@ -179,7 +179,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The following map is interactive. By clicking the \"eye\" icons on the map, the user can explore either the locations of different points of interest or the locations of welath concentrations (or both, overlaid upon each other). "
+    "```{figure} ../../docs/images/logo.png\n",
+    "---\n",
+    "height: 0px\n",
+    "---\n",
+    "The map above is interactive. By clicking the \"eye\" icons on the map, the user can explore either the locations of different points of interest or the locations of welath concentrations (or both, overlaid upon each other). \n",
+    "```"
    ]
   },
   {

diff --git a/...s/social-inequality/relative-wealth.ipynb → notebooks/inequality/relative-wealth.ipynb b/...s/social-inequality/relative-wealth.ipynb → notebooks/inequality/relative-wealth.ipynb
@@ -607,6 +607,18 @@
     "<iframe width=\"100%\" height=\"500px\" src=\"https://studio.foursquare.com/public/848b312f-f47b-4185-840d-1253aa5de039/embed\" frameborder=\"0\" allowfullscreen></iframe>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "```{figure} ../../docs/images/logo.png\n",
+    "---\n",
+    "height: 0px\n",
+    "---\n",
+    "The map above is interactive. By clicking the \"eye\" icons on the map, the user can explore either the locations of different points of interest or the locations of welath concentrations (or both, overlaid upon each other). \n",
+    "```"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},