diff --git a/csv_importer_atlas-of-surveillance.py b/csv_importer_atlas-of-surveillance.py
index 47be63d..93c66e7 100644
--- a/csv_importer_atlas-of-surveillance.py
+++ b/csv_importer_atlas-of-surveillance.py
@@ -201,6 +201,8 @@ def mapDeployment(entry):
     global args
     city = mapCity(entry)
     mapInstitution(entry) 
+    if entry['Vendor'] and len(entry['Vendor'].strip()) > 0:
+        mapDeveloperInstitution(entry['Vendor']) 
     tech = mapTechnology(entry)
     return {
         'title': f"{entry['Vendor']} {entry['Technology']} used by {entry['Agency']}".replace('  '," ").strip(),
@@ -295,6 +297,23 @@ def mapInstitution(entry):
     else:
         institutions[entry['Agency']] = info
 
+def mapDeveloperInstitution(title):
+    
+    if title in institutions:
+        return
+    
+    institutions[title] = {
+        'title': title,
+        '@type': 'Institution',
+        'properties': {
+        },
+        "additionalProperties": {
+            "Needs content": "Yes",
+            'CiteRef': args.citeref,
+        }
+    }
+
+
 def mapCity(entry):
     title = f"{entry['City']} ({entry['State']})"
     if title not in cities:
@@ -310,7 +329,7 @@ def mapCity(entry):
         }
 
         if not args.skip_geolocation:
-            location_response = geocoder.geocode(title + " USA")
+            location_response = geocoder.geocode(f"{entry['City']}, {entry['State']}, USA")
             sleep(1) # free tier of location geocode requires 1 sec delay
             if location_response:
                 location = location_response.raw
@@ -419,7 +438,7 @@ if __name__ == "__main__":
     parsedData=[]
     with open(args.csv, newline='') as csvfile:
         csvreader = csv.DictReader(csvfile, delimiter=',')
-        for row in csvreader:
+        for row in tqdm.tqdm(csvreader):
             data = mapEntry(row)
             if data is None:
                 continue
@@ -433,10 +452,7 @@ if __name__ == "__main__":
 
     for i, data in enumerate(parsedData):
         page = renderPage(data)
-        # if data['@type'] == "Institution":
-        #     print(data['title'])
-        #     print(page)
-        #     break
+        # if data['@type'] == 'City': #only for city as to update coordinates
         saveIfNotExists(data, page, session, token)
         
         # if i >  5:
diff --git a/fix_blockquote.py b/fix_blockquote.py
new file mode 100644
index 0000000..d58ea29
--- /dev/null
+++ b/fix_blockquote.py
@@ -0,0 +1,19 @@
+import re, os
+
+regex = r"(?<=(?<=>).)( \[\[CiteRef::atlasofsurveillance2022\]\]<\/blockquote>\n\n<blockquote>)"
+
+files = [f for f in os.listdir('.') if os.path.isfile(f) and f.endswith('.mw')]
+
+for f in files:
+    with open(f, 'r') as fp:
+        contents = fp.read()
+
+    # You can manually specify the number of replacements by changing the 4th argument
+    result = re.sub(regex, "", contents, 0, re.MULTILINE)
+    if contents != result:
+        print (f)
+        with open(f, 'w') as fp:
+            fp.write(result)
+
+
+