From b3bfca6cb679320493e39c9a5fe7c74343e59b44 Mon Sep 17 00:00:00 2001
From: SahitiSarva <55742994+SahitiSarva@users.noreply.github.com>
Date: Tue, 20 Feb 2024 18:43:44 -0500
Subject: [PATCH] minor formatting edits (#21)

---
 .../relative-wealth-index.ipynb               | 31 +++++++++++++++----
 1 file changed, 25 insertions(+), 6 deletions(-)

diff --git a/notebooks/relative-wealth/relative-wealth-index.ipynb b/notebooks/relative-wealth/relative-wealth-index.ipynb
index bcd34f2..7d91d2e 100644
--- a/notebooks/relative-wealth/relative-wealth-index.ipynb
+++ b/notebooks/relative-wealth/relative-wealth-index.ipynb
@@ -54,9 +54,7 @@
    "metadata": {},
    "source": [
     " # Demographics of Myanmar\n",
-    "\n",
-    " ## Assignment\n",
-    "\n",
+    " \n",
     "To overcome gaps in official demographic statistics, the team has turned to private sector data sources. The Data Lab used algorithmically generated data such as that released by [Meta](https://dataforgood.facebook.com/dfg/docs/methodology-high-resolution-population-density-maps). \n",
     "\n",
     "Additionally, the team also extracted the [Relative Wealth Index](https://dataforgood.facebook.com/dfg/tools/relative-wealth-index) data from Meta which helps identify differences in standard of living in the population. \n",
@@ -86,6 +84,13 @@
     "The data extracted from Meta was then aggregated to different admin levels using the shapefiles available on [Myanmar information Management Unit](https://themimu.info/news/updated-shapefiles). These datasets are made available on [SharePoint](https://worldbankgroup.sharepoint.com.mcas.ms/teams/DevelopmentDataPartnershipCommunity-WBGroup/Shared%20Documents/Forms/AllItems.aspx?csf=1&web=1&e=Yvwh8r&cid=fccdf23e%2D94d5%2D48bf%2Db75d%2D0af291138bde&FolderCTID=0x012000CFAB9FF0F938A64EBB297E7E16BDFCFD&id=%2Fteams%2FDevelopmentDataPartnershipCommunity%2DWBGroup%2FShared%20Documents%2FProjects%2FData%20Lab%2FMyanmar%20Economic%20Monitor%2FData&viewid=80cdadb3%2D8bb3%2D47ae%2D8b18%2Dc1dd89c373c5). "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Findings"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 9,
@@ -242,6 +247,13 @@
     "hrsl_adm3.to_file('../../data/population/myanmar_adm3_hrsl.shp', format = 'ESRI Shapefile')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Popultion Estimates"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 88,
@@ -306,7 +318,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Observations and Limitations\n",
+    "#### Observations and Limitations\n",
     "\n",
     "* The data is from 2019. Myanmar has seen a lot of conflict and political unrest, aside from a pandemic since then. The numbers shown here do not reflect any of the recent changes in population movement. \n",
     "* The regions close to the Bangladesh border (Cox's Bazar) and the regions close to the Chinese border are less populated compared to regions close to the Thailand border.\n",
@@ -354,6 +366,13 @@
     "lowest_rwi = myanmar_rwi_adm3.sort_values(by='rwi', ascending = True).iloc[0]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Relative Wealth Distribution"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 86,
@@ -407,7 +426,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Observations and Limitations\n",
+    "#### Observations and Limitations\n",
     "\n",
     "* The algorithm Meta used uses input data collected before [2018](https://www.pnas.org/doi/10.1073/pnas.2113658119). This means that any recent changes in wealth are not reflected in the figures.\n",
     "* The most populous district (Bago) is not the richest one. The SEZ Yangon (West) is wealthier. "
@@ -417,7 +436,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Comparing Relative Wealth in the Twonships in Bago District and Yangon (West)"
+    "### Comparing Relative Wealth in the Townships in Bago District and Yangon (West)"
    ]
   },
   {