diff --git a/.github/workflows/run-dbt-prod.yml b/.github/workflows/run-dbt-prod.yml
index 8fc42d164..40e5bb780 100644
--- a/.github/workflows/run-dbt-prod.yml
+++ b/.github/workflows/run-dbt-prod.yml
@@ -2,6 +2,7 @@
 name: run_dbt_prod
 
 on:
+  workflow_dispatch:
   push:
     branches: [ "main" ]
   pull_request:
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 236981053..a82add75e 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -17,8 +17,7 @@
   "files.autoSave": "afterDelay",
   "screencastMode.onlyKeyboardShortcuts": true,
   "terminal.integrated.fontSize": 18,
-  "workbench.activityBar.visible": true,
   "workbench.colorTheme": "Visual Studio Dark",
   "workbench.fontAliasing": "antialiased",
   "workbench.statusBar.visible": true
-}
+}
\ No newline at end of file
diff --git a/data/nyc_parking_violations.db b/data/nyc_parking_violations.db
index 19e587528..96e2269be 100644
Binary files a/data/nyc_parking_violations.db and b/data/nyc_parking_violations.db differ
diff --git a/data/prod_nyc_parking_violations.db b/data/prod_nyc_parking_violations.db
index 9a2bd4ad7..3cb368d6c 100644
Binary files a/data/prod_nyc_parking_violations.db and b/data/prod_nyc_parking_violations.db differ
diff --git a/nyc_parking_violations/models/example/first_model.sql b/nyc_parking_violations/models/example/first_model.sql
index 942e472df..1c044d16c 100644
--- a/nyc_parking_violations/models/example/first_model.sql
+++ b/nyc_parking_violations/models/example/first_model.sql
@@ -1 +1 @@
-SELECT * FROM parking_violation_codes
\ No newline at end of file
+SELECT * FROM parking_violation_codes;
\ No newline at end of file
diff --git a/nyc_parking_violations/models/example/ref_model.sql b/nyc_parking_violations/models/example/ref_model.sql
index 9bb4f51c6..81da9dcee 100644
--- a/nyc_parking_violations/models/example/ref_model.sql
+++ b/nyc_parking_violations/models/example/ref_model.sql
@@ -1,4 +1,4 @@
 SELECT
-  COUNT(*)
+ COUNT(*)
 FROM
-  {{ref('first_model')}}
+ {{ref('first_model')}}
\ No newline at end of file
diff --git a/nyc_parking_violations/profiles.yml b/nyc_parking_violations/profiles.yml
index cabe18c54..b4a77bc5c 100644
--- a/nyc_parking_violations/profiles.yml
+++ b/nyc_parking_violations/profiles.yml
@@ -9,4 +9,10 @@ nyc_parking_violations:
      # start in the root directory and not in the
      # nyc_parking_violations directory
      path: './data/prod_nyc_parking_violations.db'  
-  target: dev
\ No newline at end of file
+  target: dev
+
+default:
+  outputs:
+   dev:
+     type: duckdb
+  target: dev
diff --git a/run_sql_queries_here.ipynb b/run_sql_queries_here.ipynb
index f7c54e6c9..4cf5888ae 100644
--- a/run_sql_queries_here.ipynb
+++ b/run_sql_queries_here.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,22 +12,188 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>violation_code</th>\n",
+       "      <th>total_revenue_usd</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>41</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   violation_code  total_revenue_usd\n",
+       "0              41                0.0"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sql_query = '''\n",
+    "show tables;\n",
+    "select * from \"nyc_parking_violations\".\"main_dbt_test__audit\".\"violation_codes_revenue\"\n",
+    "\n",
+    "'''\n",
+    "\n",
+    "with duckdb.connect('data/nyc_parking_violations.db') as con:\n",
+    "    display(con.sql(sql_query).df())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "sql_query_import_1 = '''\n",
+    "CREATE OR REPLACE TABLE parking_violation_codes AS\n",
+    "SELECT *\n",
+    "FROM read_csv_auto(\n",
+    "  'data/dof_parking_violation_codes.csv',\n",
+    "  normalize_names=True\n",
+    "  )\n",
+    "'''\n",
+    "\n",
+    "sql_query_import_2 = '''\n",
+    "CREATE OR REPLACE TABLE parking_violations_2023 AS\n",
+    "SELECT *\n",
+    "FROM read_csv_auto(\n",
+    "  'data/parking_violations_issued_fiscal_year_2023_sample.csv',\n",
+    "  normalize_names=True\n",
+    "  )\n",
+    "'''\n",
+    "\n",
+    "with duckdb.connect('data/prod_nyc_parking_violations.db') as con:\n",
+    "  con.sql(sql_query_import_1)\n",
+    "  con.sql(sql_query_import_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>bronze_parking_violation_codes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>bronze_parking_violations</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>gold_ticket_metrics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>gold_vehicles_metrics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>parking_violation_codes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>parking_violations_2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>silver_violation_tickets</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>silver_violation_vehicles</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             name\n",
+       "0  bronze_parking_violation_codes\n",
+       "1       bronze_parking_violations\n",
+       "2             gold_ticket_metrics\n",
+       "3           gold_vehicles_metrics\n",
+       "4         parking_violation_codes\n",
+       "5         parking_violations_2023\n",
+       "6        silver_violation_tickets\n",
+       "7       silver_violation_vehicles"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sql_query = '''\n",
     "show tables\n",
     "'''\n",
     "\n",
-    "with duckdb.connect('data/nyc_parking_violations.db') as con:\n",
+    "with duckdb.connect('data/prod_nyc_parking_violations.db') as con:\n",
     "    display(con.sql(sql_query).df())"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -43,12 +209,7 @@
    "pygments_lexer": "ipython3",
    "version": "3.10.12"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2