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..6f7381f81 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..d18d09ffc 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
index 217a5f263..54c83c55c 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 +1,7 @@
 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/example/ref_model.sql b/nyc_parking_violations/models/example/ref_model.sql
index 9bb4f51c6..5e2267bb8 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')}}
+  FROM
+  {{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..f3216ce7b 100644
--- a/nyc_parking_violations/profiles.yml
+++ b/nyc_parking_violations/profiles.yml
@@ -1,12 +1,9 @@
 nyc_parking_violations:
   outputs:
-   dev:
-     type: duckdb
-     path: '../data/nyc_parking_violations.db'
-   prod:
-     type: duckdb
-     # 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'  
-  target: dev
\ No newline at end of file
+    dev:
+      type: duckdb
+      path: '../data/nyc_parking_violations.db'
+    prod:
+      type: duckdb  
+      path: './data/prod_nyc_parking_violations.db'
+  target: dev
diff --git a/run_sql_queries_here.ipynb b/run_sql_queries_here.ipynb
index f7c54e6c9..d1ec2252e 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": [
@@ -12,17 +12,212 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "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>count_star()</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>97</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   count_star()\n",
+       "0            97"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sql_query = '''\n",
-    "show tables\n",
+    "SELECT * FROM ref_model\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": 11,
+   "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>registration_state</th>\n",
+       "      <th>ticket_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NJ</td>\n",
+       "      <td>9258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>PA</td>\n",
+       "      <td>3514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>FL</td>\n",
+       "      <td>2414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>1787</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>GA</td>\n",
+       "      <td>840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>AB</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>BC</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>NB</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>PE</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>SK</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>62 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   registration_state  ticket_count\n",
+       "0                  NJ          9258\n",
+       "1                  PA          3514\n",
+       "2                  FL          2414\n",
+       "3                  CT          1787\n",
+       "4                  GA           840\n",
+       "..                ...           ...\n",
+       "57                 AB             1\n",
+       "58                 BC             1\n",
+       "59                 NB             1\n",
+       "60                 PE             1\n",
+       "61                 SK             1\n",
+       "\n",
+       "[62 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sql_query = '''\n",
+    "select * from gold_vehicles_metrics\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": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import duckdb\n",
+    "\n",
+    "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)\n",
+    "\n"
+   ]
   }
  ],
  "metadata": {