diff --git a/src/data/database b/src/data/database
index cd56d1f..aa1c616 100644
Binary files a/src/data/database and b/src/data/database differ
diff --git a/src/data/scripts/db.mjs b/src/data/scripts/db.mjs
index b171dd9..69c28db 100644
--- a/src/data/scripts/db.mjs
+++ b/src/data/scripts/db.mjs
@@ -5,4 +5,10 @@ export const db = Knex({
     connection: {
       filename: "../database"
     }
-  })
\ No newline at end of file
+  })
+
+ export const getWords = async (db) => {
+    return db
+    .select("word")
+    .from("dictionary")
+}
\ No newline at end of file
diff --git a/src/data/scripts/deleteMisspelled.mjs b/src/data/scripts/deleteMisspelled.mjs
index d88c7ad..4209671 100644
--- a/src/data/scripts/deleteMisspelled.mjs
+++ b/src/data/scripts/deleteMisspelled.mjs
@@ -1,11 +1,7 @@
-import {db} from './db.mjs'
+import {db, getWords} from './db.mjs'
 import Spellchecker, { isMisspelled } from 'spellchecker'
 
-const getWords = async (db) => {
-    return db
-    .select("word")
-    .from("dictionary")
-}
+
 
 const words = await getWords(db)
 console.dir(words)
diff --git a/src/data/scripts/importWiktionaryData.mjs b/src/data/scripts/importWiktionaryData.mjs
index 915d425..1b794ae 100644
--- a/src/data/scripts/importWiktionaryData.mjs
+++ b/src/data/scripts/importWiktionaryData.mjs
@@ -16,7 +16,8 @@ for (const element of wiktionary) {
     await db('dictionary')
     .where('word', element.word)
     .update({
-        pronunciation: element.pronunciation,
+        //pronunciation import deprecated now that I have a better source
+        //pronunciation: element.pronunciation,
         meanings: JSON.stringify(element.meanings)
     }).then(res=>{
         if(res==1){console.log("added data for "+element.word)
diff --git a/src/data/scripts/look-test.json b/src/data/scripts/look-test.json
deleted file mode 100644
index e69de29..0000000
diff --git a/src/data/scripts/pipeline.sh b/src/data/scripts/pipeline.sh
index aac7f97..e891bb4 100755
--- a/src/data/scripts/pipeline.sh
+++ b/src/data/scripts/pipeline.sh
@@ -4,7 +4,7 @@ cd ../processing
 jq -r '. | select((.pos=="noun") or (.pos=="verb") or (.pos=="adj") or (.pos=="adv")) | select((.word | test("[^a-z]"))|not) | {word: .word, type: .pos, pronunciation: .sounds[0].ipa, definitions: (try .senses|map({definition: .glosses|join(" "), form_of: (.form_of!=null) , plural: (try .tags catch []|any(.=="plural")) }))}' \
 wiktionary.json > wiktionary-p1.json
 
-jq --slurp '. | group_by(.word)[] | {word:.[0].word, pronunciation:.[0].pronunciation, meanings:[[([.[]|{type:.type, definitions:[try .definitions][]}] | to_entries[] | [{type: .value.type, index: .key, definitions: .value.definitions}][] )] | group_by(.type) | map({type: .[0].type, index: .[0].index, definitions: [.[].definitions|select(length > 0)]}) | sort_by(.index)[] | del(.index) ] }' \
+jq --slurp '. | group_by(.word)[] | {word:.[0].word, pronunciation:.[0].pronunciation, meanings:[[([.[]|{type:.type, definitions:[try .definitions][]}] | to_entries[] | [{type: .value.type, index: .key, definitions: .value.definitions}][] )] | group_by(.type) | map({type: .[0].type, index: .[0].index, definitions: [.[].definitions|select(length > 0)[]]}) | sort_by(.index)[] | del(.index) ] }' \
 wiktionary-p1.json > wiktionary-p2.json
 
 jq --slurp '.' wiktionary-p2.json > wiktionary-p3.json
diff --git a/src/data/scripts/removePluralsAndConjugations.mjs b/src/data/scripts/removePluralsAndConjugations.mjs
new file mode 100644
index 0000000..55f4a03
--- /dev/null
+++ b/src/data/scripts/removePluralsAndConjugations.mjs
@@ -0,0 +1,52 @@
+import { db, getWords } from './db.mjs'
+import fs from 'fs'
+
+//const words = getWords(db)
+const sampleMeanings =[
+      {
+        "type": "noun",
+        "definitions": [
+          {
+            "definition": "plural of look",
+            "form_of": true,
+            "plural": true
+          },
+          {
+            "definition": "One's appearance or attractiveness.",
+            "form_of": false,
+            "plural": true
+          }
+        ]
+      },
+      {
+        "type": "verb",
+        "definitions": [
+          {
+            "definition": "third-person singular simple present indicative form of look",
+            "form_of": true,
+            "plural": false
+          }
+        ]
+      }
+    ]
+  
+
+
+
+
+const allDefinitionsArePluralOrFormOf = (meanings) => {
+    let formsOf = 0
+    let totalDefs = 0
+    for (const obj of meanings) {
+        for (const definition of obj.definitions) {
+            totalDefs++
+            console.dir(definition)
+            if (definition.form_of == true) {
+                formsOf++
+            }
+        }
+    }
+    return `Total defs: ${totalDefs}, formsOf: ${formsOf}, output: ${formsOf === totalDefs}`
+}
+
+console.log(allDefinitionsArePluralOrFormOf(sampleMeanings))
\ No newline at end of file