diff --git a/.vscode/settings.json b/.vscode/settings.json
index 236981053..ca20f9585 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -17,7 +17,6 @@
   "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
diff --git a/data/nyc_parking_violations.db b/data/nyc_parking_violations.db
index 19e587528..47376e57f 100644
Binary files a/data/nyc_parking_violations.db and b/data/nyc_parking_violations.db differ
diff --git a/data/nyc_parking_violations2.db b/data/nyc_parking_violations2.db
new file mode 100644
index 000000000..4965164bb
Binary files /dev/null and b/data/nyc_parking_violations2.db differ
diff --git a/data/prod_nyc_parking_violations.db b/data/prod_nyc_parking_violations.db
index 9a2bd4ad7..e9a88dd87 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/bronze/bronze_parking_violation_codes.sql b/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql
deleted file mode 100644
index 217a5f263..000000000
--- a/nyc_parking_violations/models/bronze/bronze_parking_violation_codes.sql
+++ /dev/null
@@ -1,7 +0,0 @@
-SELECT
-    code AS violation_code,
-    definition,
-    manhattan_96th_st_below,
-    all_other_areas
-FROM
-    parking_violation_codes
diff --git a/nyc_parking_violations/models/bronze/bronze_parking_violations.sql b/nyc_parking_violations/models/bronze/bronze_parking_violations.sql
deleted file mode 100644
index 46525da2a..000000000
--- a/nyc_parking_violations/models/bronze/bronze_parking_violations.sql
+++ /dev/null
@@ -1,23 +0,0 @@
-SELECT
-    summons_number,
-    registration_state,
-    plate_type,
-    issue_date,
-    violation_code,
-    vehicle_body_type,
-    vehicle_make,
-    issuing_agency,
-    vehicle_expiration_date,
-    violation_location,
-    violation_precinct,
-    issuer_precinct,
-    issuer_code,
-    issuer_command,
-    issuer_squad,
-    violation_time,
-    violation_county,
-    violation_legal_code,
-    vehicle_color,
-    vehicle_year,
-FROM
-    parking_violations_2023
\ 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
deleted file mode 100644
index 9bb4f51c6..000000000
--- a/nyc_parking_violations/models/example/ref_model.sql
+++ /dev/null
@@ -1,4 +0,0 @@
-SELECT
-  COUNT(*)
-FROM
-  {{ref('first_model')}}
diff --git a/nyc_parking_violations/.gitignore b/nyc_parking_violations2/.gitignore
similarity index 73%
rename from nyc_parking_violations/.gitignore
rename to nyc_parking_violations2/.gitignore
index 9a7943d2d..49f147cb9 100644
--- a/nyc_parking_violations/.gitignore
+++ b/nyc_parking_violations2/.gitignore
@@ -1,4 +1,4 @@
-.user.yml
+
 target/
 dbt_packages/
 logs/
diff --git a/nyc_parking_violations2/.user.yml b/nyc_parking_violations2/.user.yml
new file mode 100644
index 000000000..f127973aa
--- /dev/null
+++ b/nyc_parking_violations2/.user.yml
@@ -0,0 +1 @@
+id: 23096e09-b919-420a-854b-199a5ab84b4f
diff --git a/nyc_parking_violations/README.md b/nyc_parking_violations2/README.md
similarity index 100%
rename from nyc_parking_violations/README.md
rename to nyc_parking_violations2/README.md
diff --git a/nyc_parking_violations/analyses/.gitkeep b/nyc_parking_violations2/analyses/.gitkeep
similarity index 100%
rename from nyc_parking_violations/analyses/.gitkeep
rename to nyc_parking_violations2/analyses/.gitkeep
diff --git a/nyc_parking_violations/dbt_project.yml b/nyc_parking_violations2/dbt_project.yml
similarity index 93%
rename from nyc_parking_violations/dbt_project.yml
rename to nyc_parking_violations2/dbt_project.yml
index ec48605d3..79b6cc6ae 100644
--- a/nyc_parking_violations/dbt_project.yml
+++ b/nyc_parking_violations2/dbt_project.yml
@@ -2,12 +2,12 @@
 # Name your project! Project names should contain only lowercase characters
 # and underscores. A good package name should reflect your organization's
 # name or the intended use of these models
-name: 'nyc_parking_violations'
+name: 'nyc_parking_violations2'
 version: '1.0.0'
 config-version: 2
 
 # This setting configures which "profile" dbt uses for this project.
-profile: 'nyc_parking_violations'
+profile: 'nyc_parking_violations2'
 
 # These configurations specify where dbt should look for different types of files.
 # The `model-paths` config, for example, states that models in this project can be
@@ -31,7 +31,7 @@ clean-targets:         # directories to be removed by `dbt clean`
 # directory as views. These settings can be overridden in the individual model
 # files using the `{{ config(...) }}` macro.
 models:
-  nyc_parking_violations:
+  nyc_parking_violations2:
     # Config indicated by + and applies to all files under models/example/
     example:
       +materialized: ephemeral
@@ -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/macros/.gitkeep b/nyc_parking_violations2/macros/.gitkeep
similarity index 100%
rename from nyc_parking_violations/macros/.gitkeep
rename to nyc_parking_violations2/macros/.gitkeep
diff --git a/nyc_parking_violations2/models/bronze/bronze_parking_violation_codes.sql b/nyc_parking_violations2/models/bronze/bronze_parking_violation_codes.sql
new file mode 100644
index 000000000..9e054fc8d
--- /dev/null
+++ b/nyc_parking_violations2/models/bronze/bronze_parking_violation_codes.sql
@@ -0,0 +1,7 @@
+SELECT  
+  code AS violation_code,
+  definition,
+  manhattan_96th_st_below,
+  all_other_areas
+FROM 
+  parking_violation_codes
\ No newline at end of file
diff --git a/nyc_parking_violations2/models/bronze/bronze_parking_violations.sql b/nyc_parking_violations2/models/bronze/bronze_parking_violations.sql
new file mode 100644
index 000000000..12ec574d5
--- /dev/null
+++ b/nyc_parking_violations2/models/bronze/bronze_parking_violations.sql
@@ -0,0 +1,23 @@
+SELECT  
+  summons_number,
+  registration_state,
+  plate_type,
+  issue_date,
+  violation_code,
+  vehicle_body_type,
+  vehicle_make,
+  issuing_agency,
+  vehicle_expiration_date,
+  violation_location,
+  violation_precinct,
+  issuer_precinct,
+  issuer_code,
+  issuer_command,
+  issuer_squad,
+  violation_time,
+  violation_county,
+  violation_legal_code,
+  vehicle_color,
+  vehicle_year,
+FROM
+  parking_violations_2023
\ No newline at end of file
diff --git a/nyc_parking_violations/models/docs/docs_blocks.md b/nyc_parking_violations2/models/docs/docs_block.md
similarity index 99%
rename from nyc_parking_violations/models/docs/docs_blocks.md
rename to nyc_parking_violations2/models/docs/docs_block.md
index cd410941a..aa403dff5 100644
--- a/nyc_parking_violations/models/docs/docs_blocks.md
+++ b/nyc_parking_violations2/models/docs/docs_block.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_violations2/models/docs/schema.yml
similarity index 99%
rename from nyc_parking_violations/models/docs/schema.yml
rename to nyc_parking_violations2/models/docs/schema.yml
index c1dfcb9fc..0524962a6 100644
--- a/nyc_parking_violations/models/docs/schema.yml
+++ b/nyc_parking_violations2/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_violations2/models/example/first_model.sql
similarity index 100%
rename from nyc_parking_violations/models/example/first_model.sql
rename to nyc_parking_violations2/models/example/first_model.sql
diff --git a/nyc_parking_violations2/models/example/ref_model.sql b/nyc_parking_violations2/models/example/ref_model.sql
new file mode 100644
index 000000000..5624b1b7a
--- /dev/null
+++ b/nyc_parking_violations2/models/example/ref_model.sql
@@ -0,0 +1,4 @@
+SELECT 
+  COUNT(*)
+FROM 
+  {{ref('first_model')}}
\ No newline at end of file
diff --git a/nyc_parking_violations/models/gold/gold_ticket_metrics.sql b/nyc_parking_violations2/models/gold/gold_ticket_metrics.sql
similarity index 100%
rename from nyc_parking_violations/models/gold/gold_ticket_metrics.sql
rename to nyc_parking_violations2/models/gold/gold_ticket_metrics.sql
diff --git a/nyc_parking_violations/models/gold/gold_vehicles_metrics.sql b/nyc_parking_violations2/models/gold/gold_vehicle_metrics.sql
similarity index 100%
rename from nyc_parking_violations/models/gold/gold_vehicles_metrics.sql
rename to nyc_parking_violations2/models/gold/gold_vehicle_metrics.sql
diff --git a/nyc_parking_violations/models/silver/silver_parking_violation_codes.sql b/nyc_parking_violations2/models/silver/silver_parking_violation_codes.sql
similarity index 100%
rename from nyc_parking_violations/models/silver/silver_parking_violation_codes.sql
rename to nyc_parking_violations2/models/silver/silver_parking_violation_codes.sql
diff --git a/nyc_parking_violations/models/silver/silver_parking_violations.sql b/nyc_parking_violations2/models/silver/silver_parking_violations.sql
similarity index 100%
rename from nyc_parking_violations/models/silver/silver_parking_violations.sql
rename to nyc_parking_violations2/models/silver/silver_parking_violations.sql
diff --git a/nyc_parking_violations/models/silver/silver_violation_tickets.sql b/nyc_parking_violations2/models/silver/silver_violation_tickets.sql
similarity index 100%
rename from nyc_parking_violations/models/silver/silver_violation_tickets.sql
rename to nyc_parking_violations2/models/silver/silver_violation_tickets.sql
diff --git a/nyc_parking_violations/models/silver/silver_violation_vehicles.sql b/nyc_parking_violations2/models/silver/silver_violation_vehicles.sql
similarity index 100%
rename from nyc_parking_violations/models/silver/silver_violation_vehicles.sql
rename to nyc_parking_violations2/models/silver/silver_violation_vehicles.sql
diff --git a/nyc_parking_violations/profiles.yml b/nyc_parking_violations2/profiles.yml
similarity index 77%
rename from nyc_parking_violations/profiles.yml
rename to nyc_parking_violations2/profiles.yml
index cabe18c54..57c76bcf9 100644
--- a/nyc_parking_violations/profiles.yml
+++ b/nyc_parking_violations2/profiles.yml
@@ -1,4 +1,4 @@
-nyc_parking_violations:
+nyc_parking_violations2:
   outputs:
    dev:
      type: duckdb
@@ -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/seeds/.gitkeep b/nyc_parking_violations2/seeds/.gitkeep
similarity index 100%
rename from nyc_parking_violations/seeds/.gitkeep
rename to nyc_parking_violations2/seeds/.gitkeep
diff --git a/nyc_parking_violations/snapshots/.gitkeep b/nyc_parking_violations2/snapshots/.gitkeep
similarity index 100%
rename from nyc_parking_violations/snapshots/.gitkeep
rename to nyc_parking_violations2/snapshots/.gitkeep
diff --git a/nyc_parking_violations/tests/.gitkeep b/nyc_parking_violations2/tests/.gitkeep
similarity index 100%
rename from nyc_parking_violations/tests/.gitkeep
rename to nyc_parking_violations2/tests/.gitkeep
diff --git a/nyc_parking_violations/tests/generic/generic_not_null.sql b/nyc_parking_violations2/tests/generic/generic_not_null.sql
similarity index 100%
rename from nyc_parking_violations/tests/generic/generic_not_null.sql
rename to nyc_parking_violations2/tests/generic/generic_not_null.sql
diff --git a/nyc_parking_violations/tests/violation_codes_revenue.sql b/nyc_parking_violations2/tests/violation_codes_revenue.sql
similarity index 85%
rename from nyc_parking_violations/tests/violation_codes_revenue.sql
rename to nyc_parking_violations2/tests/violation_codes_revenue.sql
index 091ddfdd4..9426a0ba9 100644
--- a/nyc_parking_violations/tests/violation_codes_revenue.sql
+++ b/nyc_parking_violations2/tests/violation_codes_revenue.sql
@@ -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..48b53cfcd 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": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10,19 +10,195 @@
     "import pandas as pd"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "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": null,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "sql_query_import_1 = '''\n",
+    "CREATE OR REPLACE TABLE parking_violations_code 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_violations2.db') as con:\n",
+    "  con.sql(sql_query_import_1)\n",
+    "  con.sql(sql_query_import_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "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>parking_violations_code</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>silver_violation_tickets</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</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         parking_violations_code\n",
+       "7        silver_violation_tickets\n",
+       "8       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())"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {