adding summary column

src/HowBadIsMyBatch.ipynb

@@ -250,6 +250,48 @@
     "vaccineDistributionByZipcode"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3276cce7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def summarize(row):\n",
+    "    ADRs = row['DOSES_SHIPPED'] / row['OVERALL_DOSES_SHIPPED'] * row['Adverse Reaction Reports']\n",
+    "    return f\"{row['DOSES_SHIPPED']} (out of {row['OVERALL_DOSES_SHIPPED']}) shipped doses are statistically responsible for <b>{ADRs:.2f}</b> (out of {row['Adverse Reaction Reports']}) adverse reaction reports\"\n",
+    "\n",
+    "vaccineDistributionByZipcode['Summary'] = vaccineDistributionByZipcode.apply(summarize, axis = 'columns')\n",
+    "vaccineDistributionByZipcode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10cf731f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vaccineDistributionByZipcode = vaccineDistributionByZipcode[['PROVIDER_NAME', 'ZIPCODE_SHP', 'LOT_NUMBER', 'Summary']]\n",
+    "vaccineDistributionByZipcode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0c2020e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vaccineDistributionByZipcode = vaccineDistributionByZipcode.rename(\n",
+    "    columns = {\n",
+    "        'PROVIDER_NAME': 'Provider',\n",
+    "        'ZIPCODE_SHP': 'ZIP Code',\n",
+    "        'LOT_NUMBER': 'Lot Number'\n",
+    "    })\n",
+    "vaccineDistributionByZipcode"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -257,7 +299,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vaccineDistributionByZipcode.to_excel('tmp/Amended-22-01962-Pfizer-2022-0426-pulled-2022-0823_sumDoses.xlsx')"
+    "# vaccineDistributionByZipcode.to_excel('tmp/Amended-22-01962-Pfizer-2022-0426-pulled-2022-0823_sumDoses.xlsx')"
    ]
   },
   {