Merge pull request #37 from datapartnership/observations

add observations and figure titles

notebooks/movement/colocation.ipynb

@@ -395,7 +395,9 @@
    "source": [
     "#### How to use the map?\n",
     "\n",
-    "Click on the FourSquare logo on the top right corner to open the map on full screen. The timeline option at the bottom can be modified to look at movement at different temperal aggregations. "
+    "Click on the FourSquare logo on the top right corner to open the map on full screen. The timeline option at the bottom can be modified to look at movement at different temperal aggregations. \n",
+    "\n",
+    "The base aggregation of the map is at a biweekly level. The average colocation rate represents the rate at which people from the two admin regions interact. "
    ]
   },
   {
@@ -404,6 +406,16 @@
    "source": [
     "<iframe width=\"100%\" height=\"500px\" src=\"https://studio.foursquare.com/map/public/a9710c29-d74d-43c6-a907-b4f9e8d7050c/embed\" frameborder=\"0\" allowfullscreen></iframe>"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Observations\n",
+    "\n",
+    "- In April 2023 there was a high rate of colocation between Laba and Taboua regions. \n",
+    "- Overall, there seems to be higher colocation in early 2023 than in early 2024. "
+   ]
   }
  ],
  "metadata": {

notebooks/movement/commuting_zones.ipynb

@@ -185,6 +185,13 @@
     "commuting_zones_niger.to_file('../../data/movement/meta/commuting_zones/commuting_zones_niger.json')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Commuting Zones across Niger and its Neighbors"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 84,
@@ -244,9 +251,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Observations and Limitations \n",
+    "### Observations and Limitations \n",
     "- If Facebook drew the borders for Niger, some regions would coincide with its neighboring countries. For instance, the northern regions of Niger have commuting zones overlapping with Algeria, and some of the southern regions have overlaps with Nigeria. \n",
-    "- Between 2023 and 2024, there are not many significant changes in the commuting zones. However, there are differences in the number of people residing in them. "
+    "- Between 2023 and 2024, there are not many significant changes in the commuting zones. However, there are differences in the number of people residing in them. For instance, there seems to be far lesser activity in the eastern border of Niger. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Commuting Zones in Niger"
    ]
   },
   {
@@ -304,6 +318,26 @@
     "#fig.savefig('../../docs/images/commuting_zones_population.svg', format='SVG', dpi=300);\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Observations and Limitations\n",
+    "\n",
+    "- In April 2021 Niger saw its first democratic transfer of power. In July 2023 there was an army-led coup. \n",
+    "- The population numbers used in this dataset are from High Resolution Satellite Imagery combined with publicly available datasources. Therefore, the total population numbers donot change significantly over the years, making any insights in movement of population more valuable. \n",
+    "- There were significant, new commuting zones formed from 2020 to 2021 where there was more movement between Niger and Algeria. \n",
+    "- There aren't significant changes between 2021 and 2022. \n",
+    "- In 2024, there are fewer people close to the borders between Niger, Mali and Burkina Faso. and the commuting zone split indicating people not moving as far across the borders. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Number of Local Business in Commuting Zones of Niger"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 95,
@@ -358,6 +392,16 @@
     "\n",
     "#fig.savefig('../../docs/images/commuting_zones_population.svg', format='SVG', dpi=300);\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Observations and Limitations\n",
+    "\n",
+    "- The number of businesses is estimated from the Facebook Business Pages which are limited. \n",
+    "- There was high facebook page activity near the bordern between Niger, Mali and Burkina Faso potentially due to condolensces for COVID victims/relief activities. \n"
+   ]
   }
  ],
  "metadata": {