From ddffbe8b445122e85b299fa591ba080432c4c91e Mon Sep 17 00:00:00 2001
From: frankknoll <Knoll_Frank@web.de>
Date: Sat, 5 Feb 2022 19:41:46 +0100
Subject: [PATCH] formating

---
 HowBadIsMyBatch.ipynb | 61 ++++++++++++++++++++++++++++++++++++++++---
 1 file changed, 57 insertions(+), 4 deletions(-)

diff --git a/HowBadIsMyBatch.ipynb b/HowBadIsMyBatch.ipynb
index 11be552551d..7526e5da795 100644
--- a/HowBadIsMyBatch.ipynb
+++ b/HowBadIsMyBatch.ipynb
@@ -700,10 +700,18 @@
     "    vaersDescrs = VaersDescrReader(dataDir = \"VAERS\").readAllVaersDescrs()\n",
     "    dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(vaersDescrs)\n",
     "    batchCodeTable = BatchCodeTableFactory.createBatchCodeTable(dataFrame, manufacturer = manufacturer, dose = '1')\n",
-    "    display(manufacturer + ':', batchCodeTable)\n",
+    "    display(batchCodeTable)\n",
     "    batchCodeTable.to_excel(excelFile)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "987a04d1",
+   "metadata": {},
+   "source": [
+    "### Moderna batch codes"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -711,11 +719,56 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")\n",
-    "saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")\n",
+    "# https://www.howbadismybatch.com/moderna.html\n",
+    "saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29dd4daa",
+   "metadata": {},
+   "source": [
+    "### Pfizer batch codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6121e2b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://www.howbadismybatch.com/pfizer.html\n",
+    "saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e83a551",
+   "metadata": {},
+   "source": [
+    "### Janssen batch codes "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a64eef5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://www.howbadismybatch.com/janssen.html\n",
     "saveBatchCodeTable(\"JANSSEN\", \"results/janssen.xlsx\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f677b620",
+   "metadata": {},
+   "source": [
+    "### Short-list of 2000 batches having severe effects"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -727,7 +780,7 @@
     "    vaersDescrs = VaersDescrReader(dataDir = \"VAERS\").readAllVaersDescrs()\n",
     "    dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(vaersDescrs)\n",
     "    severeEffectsBatchCodeTable = BatchCodeTableFactory.createSevereEffectsBatchCodeTable(dataFrame, dose = '1')\n",
-    "    display('severeEffectsBatchCodeTable:', severeEffectsBatchCodeTable)\n",
+    "    display(severeEffectsBatchCodeTable)\n",
     "    severeEffectsBatchCodeTable.to_excel(excelFile)"
    ]
   },