From f8b3b8915fba4f1dfd4ce7fbff7d314a5210ba16 Mon Sep 17 00:00:00 2001
From: frankknoll <Knoll_Frank@web.de>
Date: Tue, 15 Feb 2022 16:32:06 +0100
Subject: [PATCH] adding column 'Lethality (%)'

---
 batchCodeTable.html       | 28 ++++++++++++-
 data/batchCodeTable.json  |  2 +-
 src/HowBadIsMyBatch.ipynb | 84 ++++++++++++++++++++++++++++++++-------
 3 files changed, 96 insertions(+), 18 deletions(-)

diff --git a/batchCodeTable.html b/batchCodeTable.html
index 18ae2c90716..a8febdb3608 100644
--- a/batchCodeTable.html
+++ b/batchCodeTable.html
@@ -13,6 +13,15 @@
     src="https://cdn.datatables.net/1.11.4/js/jquery.dataTables.min.js"></script>
   <script>
     function loadBatchCodeTable() {
+      const columnIndex = {
+        'Batch': 0,
+        'Total Number of Adverse Reaction Reports': 1,
+        'Deaths': 2,
+        'Disabilities': 3,
+        'Life Threatening Illnesses': 4,
+        'Company': 5,
+        'Lethality (%)': 6
+      };
       $('#batchCodeTable').DataTable(
         {
           ajax: "data/batchCodeTable.json",
@@ -26,12 +35,26 @@
           },
           processing: true,
           deferRender: true,
-          order: [[1, "desc"]],
+          order: [[columnIndex['Total Number of Adverse Reaction Reports'], "desc"]],
           columnDefs:
             [
               {
                 searchable: false,
-                targets: [1, 2, 3, 4, 5]
+                targets: [
+                  columnIndex['Total Number of Adverse Reaction Reports'],
+                  columnIndex['Deaths'],
+                  columnIndex['Disabilities'],
+                  columnIndex['Life Threatening Illnesses'],
+                  columnIndex['Company'],
+                  columnIndex['Lethality (%)']
+                ]
+              },
+              {
+                render: (data, type, row) => {
+                  const lethality = parseFloat(data);
+                  return !isNaN(lethality) ? lethality.toFixed(2) + " %" : '';
+                },
+                targets: [columnIndex['Lethality (%)']]
               }
             ]
         });
@@ -64,6 +87,7 @@
         <th>Disabilities</th>
         <th>Life Threatening Illnesses</th>
         <th>Company</th>
+        <th>Lethality (%)</th>
       </tr>
     </thead>
   </table>
diff --git a/data/batchCodeTable.json b/data/batchCodeTable.json
index 155cb115080..c75e5514a7e 100644
--- a/data/batchCodeTable.json
+++ b/data/batchCodeTable.json
@@ -1 +1 @@
-{"columns":["Batch","Total Number of Adverse Reaction Reports","Deaths","Disabilities","Life Threatening Illnesses","Company"],"data":[["UNKNOWN",8553,350,715,456,"MODERNA"],["039K20A",4148,71,28,34,"MODERNA"],["026L20A",3486,27,26,25,"MODERNA"],["011J20A",3366,35,34,30,"MODERNA"],["025L20A",2590,43,20,27,"MODERNA"],["012L20A",2509,64,35,24,"MODERNA"],["011L20A",2317,28,29,20,"MODERNA"],["037K20A",2299,46,23,24,"MODERNA"],["013L20A",2205,48,29,24,"MODERNA"],["041L20A",2012,15,20,21,"MODERNA"],["EK5730",1949,18,33,18,"PFIZER\\BIONTECH"],["043A21A",1947,36,34,40,"JANSSEN"],["042A21A",1811,46,38,39,"JANSSEN"],["029L20A",1793,41,20,22,"MODERNA"],["EK9231",1793,38,24,23,"PFIZER\\BIONTECH"],["025J20-2A",1701,19,22,9,"MODERNA"],["EN6205",1691,30,43,32,"PFIZER\\BIONTECH"],["EH9899",1684,14,41,20,"PFIZER\\BIONTECH"],["007M20A",1663,41,13,8,"MODERNA"],["FK5127",1658,1,3,8,"PFIZER\\BIONTECH"],["EN6208",1648,35,33,27,"PFIZER\\BIONTECH"],["EN6207",1607,32,52,33,"PFIZER\\BIONTECH"],["EN6206",1548,33,31,30,"PFIZER\\BIONTECH"],["012M20A",1506,31,16,20,"MODERNA"],["EN6199",1496,36,34,41,"PFIZER\\BIONTECH"],["027L20A",1486,33,9,9,"MODERNA"],["031L20A",1465,25,18,17,"MODERNA"],["025J20A",1455,18,19,16,"MODERNA"],["030L20A",1446,30,19,19,"MODERNA"],["EL1284",1442,26,20,17,"PFIZER\\BIONTECH"],["042L20A",1440,20,17,23,"MODERNA"],["EN6202",1423,48,36,35,"PFIZER\\BIONTECH"],["013M20A",1405,31,9,18,"MODERNA"],["EN6198",1388,42,30,28,"PFIZER\\BIONTECH"],["ER2613",1385,14,35,28,"PFIZER\\BIONTECH"],["EW0150",1374,8,19,19,"PFIZER\\BIONTECH"],["ER8732",1374,17,27,27,"PFIZER\\BIONTECH"],["202A21A",1350,29,20,27,"JANSSEN"],["ER8733",1338,7,32,20,"PFIZER\\BIONTECH"],["EP6955",1334,11,29,26,"PFIZER\\BIONTECH"],["EJ1685",1333,39,33,18,"PFIZER\\BIONTECH"],["ET8885",1329,4,107,27,"PFIZER\\BIONTECH"],["EN6201",1327,38,33,24,"PFIZER\\BIONTECH"],["EN6204",1323,27,33,33,"PFIZER\\BIONTECH"],["203A21A",1322,22,25,26,"JANSSEN"],["028L20A",1322,17,14,18,"MODERNA"],["NOT 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MC",1,0,0,0,"MODERNA",null],["242A21A",1,0,0,0,"JANSSEN",null],["24266443",1,0,0,0,"MODERNA",null],["2256",1,0,0,0,"PFIZER\\BIONTECH",null],["2303355-06470",1,0,0,0,"MODERNA",null],["225A21A",1,0,0,0,"MODERNA",null],["225L20A",1,0,0,0,"MODERNA",null],["2267",1,0,0,0,"MODERNA",null],["2275",1,0,0,0,"PFIZER\\BIONTECH",null],["2275575",1,1,0,0,"PFIZER\\BIONTECH",null],["227A21A",1,0,0,0,"MODERNA",null],["227L20A",1,0,0,0,"MODERNA",null],["22811",1,0,1,1,"JANSSEN",null],["229125BA",1,0,0,0,"PFIZER\\BIONTECH",null],["2294",1,0,0,0,"PFIZER\\BIONTECH",null],["2298877",1,0,0,0,"PFIZER\\BIONTECH",null],["22C21A",1,0,0,0,"MODERNA",null],["22L20A",1,0,0,0,"MODERNA",null],["2300931",1,0,0,0,"PFIZER\\BIONTECH",null],["2305A21A",1,0,0,0,"JANSSEN",null],["241011",1,0,0,0,"MODERNA",null],["230L20A",1,0,0,0,"MODERNA",null],["231C21A",1,0,0,0,"JANSSEN",null],["231D21A",1,0,0,0,"JANSSEN",null],["2325",1,0,0,0,"PFIZER\\BIONTECH",null],["232947",1,0,0,0,"PFIZER\\BIONTECH",null],["2333",1,0,0,0,"MODERNA",null],["23423",1,0,0,1,"MODERNA",null],["23763",1,0,0,0,"MODERNA",null],["237A21A",1,0,0,0,"JANSSEN",null],["237K20A",1,0,0,0,"MODERNA",null],["23C21A",1,0,0,0,"MODERNA",null],["23M20DA",1,0,0,0,"MODERNA",null],["240720",1,0,0,0,"PFIZER\\BIONTECH",null],["241006",1,0,0,0,"MODERNA",null],["2135554-02222",1,0,0,0,"PFIZER\\BIONTECH",null],["2131021A",1,0,0,0,"JANSSEN",null],["205A2IA",1,0,0,0,"JANSSEN",null],["207A2JA",1,0,0,0,"JANSSEN",null],["207AZ1A OR 207A",1,0,1,0,"JANSSEN",null],["207AZ11",1,0,0,0,"JANSSEN",null],["207AZ",1,0,0,0,"JANSSEN",null],["207AD1A",1,0,0,0,"JANSSEN",null],["207A32A",1,0,0,0,"JANSSEN",null],["207A31A",1,0,0,0,"JANSSEN",null],["207A27A",1,0,0,0,"JANSSEN",null],["21304A",1,0,0,0,"JANSSEN",null],["207A25A",1,0,0,0,"JANSSEN",null],["207A22A",1,0,0,0,"JANSSEN",null],["207A21A (NOT CE",1,0,0,0,"JANSSEN",null],["207A217A",1,0,0,0,"JANSSEN",null],["207A211A",1,0,0,0,"JANSSEN",null],["207A201A",1,0,0,0,"JANSSEN",null],["207AZCA",1,0,0,0,"JANSSEN",null],["207L20A",1,0,0,0,"MODERNA",null],["2083",1,0,1,0,"PFIZER\\BIONTECH",null],["20847PA",1,0,0,0,"PFIZER\\BIONTECH",null],["208717",1,0,0,0,"MODERNA",null],["2089407-1011",1,0,0,0,"MODERNA",null],["208A32A",1,0,0,0,"JANSSEN",null],["20921163",1,0,0,0,"PFIZER\\BIONTECH",null],["2098350",1,0,0,0,"MODERNA",null],["209C21A",1,0,0,0,"JANSSEN",null],["209K20A",1,0,0,0,"MODERNA",null],["20A",1,0,0,0,"MODERNA",null],["20ASA21A",1,0,0,0,"JANSSEN",null],["20B21A",1,0,0,0,"MODERNA",null],["20F08-01",1,0,0,0,"JANSSEN",null],["20FA21A",1,0,0,0,"JANSSEN",null],["20J20A",1,0,0,0,"MODERNA",null],["207A1A",1,0,0,0,"JANSSEN",null],["20792LA",1,0,0,0,"JANSSEN",null],["20787214 (?)",1,0,0,0,"JANSSEN",null],["206A212A",1,0,0,0,"JANSSEN",null],["205A2JA",1,0,0,0,"JANSSEN",null],["205A31A",1,0,0,0,"JANSSEN",null],["205A4A",1,0,0,1,"JANSSEN",null],["205AVH",1,0,0,0,"JANSSEN",null],["205B21A",1,0,0,0,"JANSSEN",null],["205J20A",1,0,0,0,"MODERNA",null],["205J2OA",1,0,0,0,"MODERNA",null],["20614211A",1,0,0,0,"JANSSEN",null],["2062921A",1,0,0,0,"JANSSEN",null],["20641A",1,0,0,0,"JANSSEN",null],["2064214",1,0,0,0,"JANSSEN",null],["2064Z1A",1,0,0,0,"JANSSEN",null],["2068218",1,0,0,0,"JANSSEN",null],["2069ZIA",1,0,0,0,"JANSSEN",null],["206A216A",1,0,0,0,"JANSSEN",null],["20721A",1,0,0,0,"JANSSEN",null],["206A218",1,0,0,0,"JANSSEN",null],["206A21A & 18228",1,0,0,0,"JANSSEN",null],["206A21A \/ ECDOH",1,0,0,0,"JANSSEN",null],["206A21A\/09-21-2",1,0,0,0,"JANSSEN",null],["206A21A`",1,0,0,0,"JANSSEN",null],["206A21D",1,0,0,0,"JANSSEN",null],["206A21S",1,0,0,0,"JANSSEN",null],["206A27A",1,0,0,0,"JANSSEN",null],["206A31A",1,0,0,1,"JANSSEN",null],["206AOIA",1,0,0,0,"JANSSEN",null],["206ASIA",1,0,1,0,"JANSSEN",null],["206C21A",1,0,0,0,"JANSSEN",null],["206HZIA",1,0,0,0,"JANSSEN",null],["207030M20A",1,0,0,0,"MODERNA",null],["20TA21A",1,0,0,0,"JANSSEN",null],["20XA21A",1,0,0,0,"JANSSEN",null],["20YA21A",1,0,0,0,"JANSSEN",null],["211L20A",1,0,0,0,"MODERNA",null],["21102114",1,0,0,0,"JANSSEN",null],["21102117",1,0,0,0,"JANSSEN",null],["2111006",1,0,1,0,"MODERNA",null],["2111221A",1,0,0,0,"JANSSEN",null],["21119P7",1,0,0,0,"PFIZER\\BIONTECH",null],["211221A",1,0,0,0,"JANSSEN",null],["2112D21A",1,0,0,0,"JANSSEN",null],["21166120012047",1,0,0,0,"PFIZER\\BIONTECH",null],["2118620",1,0,0,0,"MODERNA",null],["211A 21A",1,0,1,0,"JANSSEN",null],["211A21",1,0,0,0,"JANSSEN",null],["211AZ21A",1,0,0,0,"JANSSEN",null],["211D21 A",1,0,0,0,"JANSSEN",null],["211DQIA",1,0,0,0,"JANSSEN",null],["211M28-9",1,0,0,0,"MODERNA",null],["211 D 21 A",1,0,1,1,"JANSSEN",null],["211S21A",1,0,0,0,"JANSSEN",null],["212 91303",1,0,0,0,"JANSSEN",null],["212021A",1,1,0,0,"JANSSEN",null],["212121A",1,0,0,0,"JANSSEN",null],["212A 21A",1,0,0,0,"JANSSEN",null],["212A211A",1,0,0,0,"JANSSEN",null],["212A31A",1,0,0,0,"JANSSEN",null],["212AUA",1,0,0,0,"JANSSEN",null],["212AZ1A",1,0,0,0,"JANSSEN",null],["212AZIA",1,0,0,0,"JANSSEN",null],["212C21A \/ 12169",1,0,0,0,"JANSSEN",null],["213",1,0,0,0,"JANSSEN",null],["213 (B OR D )21",1,0,0,0,"JANSSEN",null],["213 D21A",1,0,0,0,"JANSSEN",null],["211007090",1,0,0,0,"PFIZER\\BIONTECH",null],["211 A21A",1,0,0,0,"JANSSEN",null],["21",1,0,0,0,"MODERNA",null],["2101886",1,0,0,0,"MODERNA",null],["2100191",1,0,0,0,"PFIZER\\BIONTECH",null],["210058",1,1,0,0,"UNKNOWN MANUFACTURER",null],["210076",1,0,0,0,"JANSSEN",null],["210093",1,0,0,0,"JANSSEN",null],["210103-122",1,0,0,0,"MODERNA",null],["210120031",1,0,0,0,"MODERNA",null],["210125-171",1,0,0,0,"MODERNA",null],["210126A \/ FE151",1,0,0,1,"PFIZER\\BIONTECH",null],["210129",1,0,0,0,"JANSSEN",null],["210129-106",1,0,0,0,"MODERNA",null],["2101713",1,0,0,0,"MODERNA",null],["2101734",1,0,0,0,"MODERNA",null],["2101809745",1,0,0,0,"PFIZER\\BIONTECH",null],["210182",1,0,0,0,"UNKNOWN MANUFACTURER",null],["2101912",1,0,0,0,"MODERNA",null],["211 021A",1,0,0,0,"JANSSEN",null],["210212",1,1,0,0,"UNKNOWN MANUFACTURER",null],["210281",1,0,0,0,"UNKNOWN MANUFACTURER",null],["210310-029",1,0,0,0,"PFIZER\\BIONTECH",null],["210312-004",1,0,0,0,"MODERNA",null],["210312-012",1,0,0,0,"MODERNA",null],["210331-093",1,0,0,0,"PFIZER\\BIONTECH",null],["210377",1,0,0,0,"UNKNOWN MANUFACTURER",null],["210414-015",1,1,0,0,"MODERNA",null],["210504-003",1,0,0,0,"MODERNA",null],["210607-006",1,0,0,0,"PFIZER\\BIONTECH",null],["210812-061",1,0,0,0,"MODERNA",null],["210902807241035",1,0,0,0,"PFIZER\\BIONTECH",null],["210917-010",1,0,0,0,"JANSSEN",null],["210918079",1,1,0,0,"PFIZER\\BIONTECH",null],["\u00c2K4244",1,0,0,0,"PFIZER\\BIONTECH",null]]}
\ No newline at end of file
diff --git a/src/HowBadIsMyBatch.ipynb b/src/HowBadIsMyBatch.ipynb
index f3f6cb49575..5f8b6909f9d 100644
--- a/src/HowBadIsMyBatch.ipynb
+++ b/src/HowBadIsMyBatch.ipynb
@@ -229,10 +229,10 @@
     "class BatchCodeTableFactory:\n",
     "\n",
     "    @staticmethod\n",
-    "    def createBatchCodeTable(dataFrame : pd.DataFrame, dose):\n",
+    "    def createBatchCodeTable(dataFrame : pd.DataFrame, dose, minADRsForLethality = None):\n",
     "        dataFrame = DataFrameFilter().filterByCovid19(dataFrame)\n",
     "        dataFrame = DataFrameFilter().filterBy(dataFrame, dose = dose)\n",
-    "        return BatchCodeTableFactory._createSummationTableByVAX_LOT(dataFrame)[\n",
+    "        batchCodeTable = BatchCodeTableFactory._createSummationTableByVAX_LOT(dataFrame)[\n",
     "            [\n",
     "                'Total Number of Adverse Reaction Reports',\n",
     "                'Deaths',\n",
@@ -241,6 +241,9 @@
     "                'Company',\n",
     "                'Lethality (%)'\n",
     "            ]]\n",
+    "        if minADRsForLethality is not None:\n",
+    "            batchCodeTable.loc[batchCodeTable['Total Number of Adverse Reaction Reports'] < minADRsForLethality, 'Lethality (%)'] = np.nan\n",
+    "        return batchCodeTable\n",
     "\n",
     "    # create table from https://www.howbadismybatch.com/combined.html\n",
     "    @staticmethod\n",
@@ -708,7 +711,7 @@
     "\n",
     "class BatchCodeTableFactoryTest(unittest.TestCase):\n",
     "\n",
-    "    def test_createSummationTable(self):\n",
+    "    def test_createSevereEffectsBatchCodeTable(self):\n",
     "        # Given\n",
     "        dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(\n",
     "            [\n",
@@ -749,7 +752,8 @@
     "            index = pd.Index(['025L20A', '037K20A'], name = 'VAX_LOT'))\n",
     "        assert_frame_equal(batchCodeTable, batchCodeTableExpected, check_dtype = False)\n",
     "\n",
-    "    def test_createBatchCodeTable2(self):\n",
+    "    def test_createBatchCodeTable(self):\n",
+    "        # Given\n",
     "        dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(\n",
     "            [\n",
     "               {\n",
@@ -789,15 +793,73 @@
     "            ])\n",
     "        self._test_createBatchCodeTable(dataFrame, '1')\n",
     "\n",
-    "    def test_createBatchCodeTable(self):\n",
+    "    def test_createBatchCodeTable_minADRsForLethality(self):\n",
+    "        # Given\n",
+    "        dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(\n",
+    "            [\n",
+    "               {\n",
+    "                   'VAERSDATA': TestHelper.createDataFrame(\n",
+    "                       columns = ['DIED', 'L_THREAT', 'DISABLE', 'HOSPITAL', 'ER_VISIT'],\n",
+    "                       data = [  [1,      0,          0,         0,          0],\n",
+    "                                 [0,      0,          1,         0,          0]],\n",
+    "                       index = [\n",
+    "                           \"0916600\",\n",
+    "                           \"0916601\"]),\n",
+    "                   'VAERSVAX': TestHelper.createDataFrame(\n",
+    "                       columns = ['VAX_TYPE', 'VAX_MANU', 'VAX_LOT', 'VAX_DOSE_SERIES'],\n",
+    "                       data = [  ['COVID19',  'MODERNA',  '037K20A', '1'],\n",
+    "                                 ['COVID19',  'MODERNA',  '025L20A', '1']],\n",
+    "                       index = [\n",
+    "                           \"0916600\",\n",
+    "                           \"0916601\"],\n",
+    "                       dtypes = {'VAX_DOSE_SERIES': \"string\"})\n",
+    "               },\n",
+    "               {\n",
+    "                    'VAERSDATA': TestHelper.createDataFrame(\n",
+    "                       columns = ['DIED', 'L_THREAT', 'DISABLE', 'HOSPITAL', 'ER_VISIT'],\n",
+    "                       data = [  [0,      0,          0,         0,          0],\n",
+    "                                 [0,      0,          1,         0,          0]],\n",
+    "                       index = [\n",
+    "                           \"1996873\",\n",
+    "                           \"1996874\"]),\n",
+    "                    'VAERSVAX': TestHelper.createDataFrame(\n",
+    "                        columns = ['VAX_TYPE', 'VAX_MANU',         'VAX_LOT', 'VAX_DOSE_SERIES'],\n",
+    "                        data = [  ['HPV9',     'MERCK & CO. INC.', 'R017624', 'UNK'],\n",
+    "                                  ['COVID19',  'MODERNA',          '025L20A', '1']],\n",
+    "                        index = [\n",
+    "                            \"1996873\",\n",
+    "                            \"1996874\"],\n",
+    "                        dtypes = {'VAX_DOSE_SERIES': \"string\"})\n",
+    "                }\n",
+    "            ])\n",
+    "        dataFrame = SevereColumnAdder.addSevereColumn(dataFrame)\n",
+    "\n",
+    "        # When\n",
+    "        batchCodeTable = BatchCodeTableFactory.createBatchCodeTable(dataFrame, dose = '1', minADRsForLethality = 2)\n",
+    "\n",
+    "        # Then\n",
+    "        batchCodeTableExpected = pd.DataFrame(\n",
+    "            data = {\n",
+    "                'Total Number of Adverse Reaction Reports': [2,                   1],\n",
+    "                'Deaths':                                   [0,                   1],\n",
+    "                'Disabilities':                             [2,                   0],\n",
+    "                'Life Threatening Illnesses':               [0,                   0],\n",
+    "                'Company':                                  ['MODERNA',           'MODERNA'],\n",
+    "                'Lethality (%)':                            [0/2 * 100,           np.nan]\n",
+    "            },\n",
+    "            index = pd.Index(['025L20A', '037K20A'], name = 'VAX_LOT'))\n",
+    "        assert_frame_equal(batchCodeTable, batchCodeTableExpected, check_dtype = False)\n",
+    "\n",
+    "    def test_createBatchCodeTableFromFiles(self):\n",
     "        dataFrame = VaersDescr2DataFrameConverter.createDataFrameFromDescrs(\n",
     "            VaersDescrReader(dataDir = \"test/VAERS\").readAllVaersDescrs())\n",
     "        DataFrameNormalizer.normalize(dataFrame)\n",
     "        self._test_createBatchCodeTable(dataFrame, '1')\n",
     "\n",
     "    def _test_createBatchCodeTable(self, dataFrame, dose):\n",
-    "        # When\n",
     "        dataFrame = SevereColumnAdder.addSevereColumn(dataFrame)\n",
+    "\n",
+    "        # When\n",
     "        batchCodeTable = BatchCodeTableFactory.createBatchCodeTable(dataFrame, dose)\n",
     "\n",
     "        # Then\n",
@@ -1055,15 +1117,7 @@
    "outputs": [],
    "source": [
     "def saveBatchCodeTable(vaers, file):\n",
-    "    batchCodeTable = BatchCodeTableFactory.createBatchCodeTable(vaers, dose = '1')\n",
-    "    batchCodeTable = batchCodeTable[\n",
-    "        [\n",
-    "            'Total Number of Adverse Reaction Reports',\n",
-    "            'Deaths',\n",
-    "            'Disabilities',\n",
-    "            'Life Threatening Illnesses',\n",
-    "            'Company'\n",
-    "        ]]\n",
+    "    batchCodeTable = BatchCodeTableFactory.createBatchCodeTable(vaers, dose = '1', minADRsForLethality = 100)\n",
     "    batchCodeTable.index.set_names(\"Batch\", inplace = True)\n",
     "    display(batchCodeTable)\n",
     "    IOUtils.saveDataFrame(batchCodeTable, file)"