diff --git a/.vscode/launch.json b/.vscode/launch.json
index a4ddf99..5be0237 100755
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -11,7 +11,12 @@
             "program": "main.py",
             "console": "integratedTerminal",
             "justMyCode": true,
-            "args": ["C:\\Users\\saram\\Downloads\\Statement_072022_4653.pdf"]
+            "args": [
+                // "C:\\Users\\saram\\Downloads\\Statement_072022_4653.pdf",
+                // "C:\\Users\\saram\\Downloads\\Statement_082022_4653.pdf",
+                "C:\\Users\\saram\\Downloads\\Statement_092022_4653.pdf",
+                "C:\\Users\\saram\\Downloads\\Statement_102022_4653.pdf",
+            ]
         },
         {
             "name": "Create Database",
diff --git a/app.py b/app.py
index e436922..da6dd6c 100755
--- a/app.py
+++ b/app.py
@@ -105,23 +105,40 @@ def transaction(uuid=None):
     # Default if no method is hit
     abort(400)
 
-@app.route("/categories")
+@app.route("/categories", methods=["GET", "POST"])
 def categories():
-    try:
-        raw_categories = database.TransactionCategory.select()
-        categories = {} 
-        for category in raw_categories:
-            if not category.parent:
-                categories[category.name] = []
+    if request.method == "GET":
+        try:
+            raw_categories = database.TransactionCategory.select()
+            categories = {} 
+            for category in raw_categories:
+                if not category.parent:
+                    categories[category.name] = []
 
-        for category in raw_categories:
-            if category.parent:
-                categories[category.parent.name].append(category.name)
+            for category in raw_categories:
+                if category.parent:
+                    categories[category.parent.name].append(category.name)
 
-        return categories
-    except peewee.DoesNotExist:
-        abort(404)
-    except:
-        abort(500)
+            return categories
+        except peewee.DoesNotExist:
+            abort(404)
+        except:
+            abort(500)
+    if request.method == "POST":
+        body = request.get_json()
+        try:
+            if 'parent' in body:
+                parent = database.TransactionCategory.get(database.TransactionCategory.name == body['parent'])
+                database.TransactionCategory.create(name=body['name'], parent=parent)
+            else:
+                database.TransactionCategory.create(name=body['name'])
+            return ('', 200)
+        except peewee.DoesNotExist:
+            abort(404)
+        except:
+            abort(500)
+
+    # Should never get here.
+    abort(500)
 
 app.run()
\ No newline at end of file
diff --git a/budget.db b/budget.db
new file mode 100755
index 0000000..58e8bc5
Binary files /dev/null and b/budget.db differ
diff --git a/capital_one.py b/capital_one.py
index 513b28d..e7a1fe5 100755
--- a/capital_one.py
+++ b/capital_one.py
@@ -53,12 +53,15 @@ class Transactions(Regex):
 
             date = result[0]
             description = " ".join(result[1].split())
-            is_payment = '-' in result[2]
+            is_credit = '-' in result[2]
             amount = float(result[3].replace(',', ''))
 
-            if is_payment:
-                print(f"Skipping payment: {amount}")
-                continue
+            if is_credit:
+                if "AUTOPAY" in description:
+                    print(f"Skipping payment: {amount}")
+                    continue
+
+                amount *= -1
             
             transactions.append([date, description, amount])
         
diff --git a/database.py b/database.py
index 2d45cf4..5be8a4c 100755
--- a/database.py
+++ b/database.py
@@ -41,6 +41,15 @@ def add_default_categories():
             for child in children:
                 TransactionCategory.create(name=child, parent=parent_db)
 
+
+def delete_transactions():
+    instance.connect()
+    # august_2022 = datetime.datetime(2022, 8, 18, 0)
+    # delete_query = Transaction.delete().where(Transaction.transaction_date > august_2022)
+    delete_query = Transaction.delete().where(Transaction.primary_key == 83)
+    delete_query.execute()
+    instance.close()
+
 class BaseModel(Model):
     class Meta:
         database = instance
diff --git a/main.py b/main.py
index 9a0d7de..a45086f 100755
--- a/main.py
+++ b/main.py
@@ -34,7 +34,7 @@ for f in args.files:
                     transaction_date=date,
                     description=description,
                     amount=amount,
-                    source_filename=filename,
+                    source_file=filename,
                     type=file_parser.source
                 )
         database.instance.close()
diff --git a/templates/index.html b/templates/index.html
index 2b805b4..fb93f26 100755
--- a/templates/index.html
+++ b/templates/index.html
@@ -100,6 +100,12 @@
         <button id="modal_next" class="next">Submit</button>
       </div>
     </div> 
+    <h2>Add category</h2>
+    <label for="category_parent">Parent: </label>
+    <select id="category_parent"></select>
+    <label for="category_name">Name: </label>
+    <input id="category_name">
+    <button id="category_add">Add</button>
      <!-- Transaction Modal End -->
   </body>
   <script>
@@ -142,6 +148,13 @@
       },
     };
 
+    const category = 
+    {
+      name_input: document.getElementById('category_name'),
+      parent_select: document.getElementById('category_parent'),
+      add_button: document.getElementById('category_add'),
+    };
+
     // Global variables.
     const global_data = 
     {
@@ -153,7 +166,8 @@
         process_index: 0,
         unprocessed_cnt: function() 
         {
-            return this.unprocessed_indices.length;
+          const diff = this.unprocessed_indices.length - 1 - this.process_index
+          return diff >= 0 ? diff : 0;
         },
         get_current: function()
         {
@@ -303,7 +317,7 @@
       {
         x_action.split.container.style.display = 'block';
         const transaction = global_data.transaction.get_current();
-        x_action.split.amount.value = transaction.amount / 2;
+        x_action.split.type.onchange();
       }
       else
       {
@@ -315,11 +329,11 @@
     {
       const selected = x_action.split.type.value;
       const transaction = global_data.transaction.get_current();
-      if (selected == "Splitwise")
+      if (selected == 2) // Splitwise
       {
         x_action.split.amount.value = transaction.amount / 2;
       }
-      else
+      else if (selected == 3) //SpaceX
       {
         x_action.split.amount.value = transaction.amount;
       }
@@ -346,9 +360,43 @@
           x_action.subcategory.appendChild(opt);
         }
       }
-
     }
 
+    category.add_button.onclick = function()
+    {
+      const body = {};
+      body.name = category.name_input.value;
+      const selected = category.parent_select.value;
+      if (selected != "none" )
+      {
+        body.parent = selected;
+      }
+      const url = "/categories";
+      const handler = 
+      {
+        success: function()
+        {
+          get_categories();
+        },
+        error: function()
+        {
+          alert("Failed to add category");
+        }
+      }
+      http_request(url, handler, "POST", body);
+
+      category.parent_select.value = "none";
+      category.name_input.value = "";
+    }
+
+    category.name_input.onkeypress = function(event) {
+        if (event.key === "Enter")
+        {
+          event.preventDefault();
+          category.add_button.click();
+        }
+    };
+
     function reset_transaction_ui(close_modal=true)
     {
       // Reset all stateful inputs.
@@ -359,11 +407,13 @@
 
       x_action.split.container.style.display = 'none';
       x_action.split.enabled.checked = false;
+      x_action.split.notes.value = "";
       x_action.category.innerHTML = "";
       x_action.subcategory.innerHTML = "";
       x_action.subcategory.disabled = "true";
       x_action.notes.value = "";
     }
+
     function update_transaction_ui(transaction)
     {
       // Reset old state.
@@ -408,6 +458,7 @@
       {
         success: function(data) {
           global_data.categories = data
+          update_category_ui();
         },
         error: function() {
           console.error("Failed to get categories");
@@ -416,6 +467,22 @@
       http_request(request_url, handler);
     }
 
+    function update_category_ui()
+    {
+      function add_opt(key)
+      {
+        const opt = document.createElement("option");
+        opt.value = key;
+        opt.innerText = key;
+
+        category.parent_select.appendChild(opt);
+      }
+
+      category.parent_select.innerHTML = "";
+      add_opt("none");
+      for (key in global_data.categories) add_opt(key);
+    }
+
     function http_request(url, response_handler, method="GET", body=null)
     {
         let request = new XMLHttpRequest();
diff --git a/todo.txt b/todo.txt
index d7b96d2..878e521 100755
--- a/todo.txt
+++ b/todo.txt
@@ -4,11 +4,11 @@ Every week, I need to:
   2. Update SplitWise for shared purchases
 
 # Tasks
-
-## Parse capital one statement
-x Given a PDF bank statement from capital one, extract the transaction date, description, and amount from each transaction
-xStore the data in a SQL lite database
-   x Create database schema
-   x Automatically add capital one transactions to database
-Add web page to categorize transactions
-Add web page to add categories
\ No newline at end of file
+xParse capital one statement
+  x Given a PDF bank statement from capital one, extract the transaction date, description, and amount from each transaction
+  xStore the data in a SQL lite database
+    x Create database schema
+    x Automatically add capital one transactions to database
+  xAdd web page to categorize transactions
+  xAdd web page to add categories
+Visualize spend for each month
\ No newline at end of file