From 26427323341426765a4712fa441384f35df328fb Mon Sep 17 00:00:00 2001
From: Saran Ahluwalia <Saran.S.Ahluwalia@omb.eop.gov>
Date: Sat, 11 Dec 2021 13:40:13 -0500
Subject: [PATCH] comments

---
 ...ve_differences_between_methodologies.ipynb | 33 +++++++++++++++++--
 1 file changed, 30 insertions(+), 3 deletions(-)

diff --git a/data/data-pipeline/data_pipeline/ipython/hud_eda_se_12_11_2011_relative_differences_between_methodologies.ipynb b/data/data-pipeline/data_pipeline/ipython/hud_eda_se_12_11_2011_relative_differences_between_methodologies.ipynb
index 9e10921b..3c83cf34 100644
--- a/data/data-pipeline/data_pipeline/ipython/hud_eda_se_12_11_2011_relative_differences_between_methodologies.ipynb
+++ b/data/data-pipeline/data_pipeline/ipython/hud_eda_se_12_11_2011_relative_differences_between_methodologies.ipynb
@@ -496,6 +496,13 @@
     "housingburden.shape"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### As desired we see a uniform distribution for the percentile rank for burdened households"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 28,
@@ -535,6 +542,13 @@
     "sns.histplot(housingburden[\"hbrd_rank\"])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now we compute for a baseline comparison "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 20,
@@ -750,13 +764,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "housingburden.to_csv(\"housing_burden.csv\", index=False)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now we construct the distribution of differences in the number of owned and rented burdened households\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 27,
@@ -786,7 +807,6 @@
     }
    ],
    "source": [
-    "### Now compare to relative \n",
     "\n",
     "plt.figure(figsize=(12, 8))\n",
     "plt.title('Distribution of differences between two methodologies')\n",
@@ -802,7 +822,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Below are KDE plots of the respective densities. Green is the current methodology; red represents the revision."
+    "### Plotting both distributions for accounting for different aggregations of owned and rented burdened households. Red is the revised version; green is the current methodology"
    ]
   },
   {
@@ -1040,6 +1060,13 @@
     "p = np.sum(bs_replicates >= empirical_diff_means) / len(bs_replicates)\n",
     "print(\"P Value: {:.4f}\".format(round(p, 2)))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {