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..a7fded200 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..63b1348b8 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/dbt_project.yml b/nyc_parking_violations/dbt_project.yml
index ec48605d3..1118ac748 100644
--- a/nyc_parking_violations/dbt_project.yml
+++ b/nyc_parking_violations/dbt_project.yml
@@ -49,4 +49,4 @@ models:
     gold:
       +materialized: table
 tests:
-  +store_failures: true
+  +store_failures: true
\ No newline at end of file
diff --git a/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql b/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql
index 217a5f263..ef84b5c60 100644
--- a/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql
+++ b/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql
@@ -1,7 +1,8 @@
 SELECT
-    code AS violation_code,
-    definition,
-    manhattan_96th_st_below,
-    all_other_areas
+  code AS violation_code,
+  definition,
+  manhattan_96th_st_below,
+  all_other_areas
 FROM
-    parking_violation_codes
+  parking_violation_codes
+  
\ No newline at end of file
diff --git a/nyc_parking_violations/models/docs/docs_blocks.md b/nyc_parking_violations/models/docs/docs_blocks.md
index cd410941a..aa403dff5 100644
--- a/nyc_parking_violations/models/docs/docs_blocks.md
+++ b/nyc_parking_violations/models/docs/docs_blocks.md
@@ -104,4 +104,4 @@ The total number of tickets issued for a specific violation code.
 
 {% docs total_revenue_usd %}
 The total revenue accumulated from tickets, based on the violation code. This sum is represented in USD.
-{% enddocs %}
+{% enddocs %}
\ No newline at end of file
diff --git a/nyc_parking_violations/models/docs/schema.yml b/nyc_parking_violations/models/docs/schema.yml
index c1dfcb9fc..0524962a6 100644
--- a/nyc_parking_violations/models/docs/schema.yml
+++ b/nyc_parking_violations/models/docs/schema.yml
@@ -185,4 +185,4 @@ models:
       - name: registration_state
         description: '{{ doc("registration_state") }}'
       - name: ticket_count
-        description: '{{ doc("ticket_count") }}'
+        description: '{{ doc("ticket_count") }}'
\ No newline at end of file
diff --git a/nyc_parking_violations/models/example/first_model.sql b/nyc_parking_violations/models/example/first_model.sql
index 942e472df..2370069ae 100644
--- a/nyc_parking_violations/models/example/first_model.sql
+++ b/nyc_parking_violations/models/example/first_model.sql
@@ -1 +1,2 @@
-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..9c4afe923 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(*)
 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..43875bcb4 100644
--- a/nyc_parking_violations/profiles.yml
+++ b/nyc_parking_violations/profiles.yml
@@ -8,5 +8,5 @@ nyc_parking_violations:
      # note that path is slightly different as GitHub actions
      # start in the root directory and not in the
      # nyc_parking_violations directory
-     path: './data/prod_nyc_parking_violations.db'  
+     path: '../data/prod_nyc_parking_violations.db'
   target: dev
\ No newline at end of file
diff --git a/nyc_parking_violations/tests/violation_codes_revenue.sql b/nyc_parking_violations/tests/violation_codes_revenue.sql
index 091ddfdd4..7ae627963 100644
--- a/nyc_parking_violations/tests/violation_codes_revenue.sql
+++ b/nyc_parking_violations/tests/violation_codes_revenue.sql
@@ -1,4 +1,4 @@
-{{ config(severity = 'warn') }}
+{{ config(severity = 'warn')}}
 
 SELECT
     violation_code,
@@ -8,4 +8,4 @@ FROM
 GROUP BY
     violation_code
 HAVING
-    NOT(total_revenue_usd >= 1)
+    NOT(total_revenue_usd >= 1)
\ No newline at end of file
diff --git a/run_sql_queries_here.ipynb b/run_sql_queries_here.ipynb
index f7c54e6c9..b49b857f7 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": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,15 +12,178 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
+   "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",
+    "select * from \"nyc_parking_violations\".\"main_dbt_test__audit\".\"violation_codes_revenue\"\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": 4,
    "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",
+    "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": 6,
+   "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())"
    ]
   }