diff --git a/.vscode/settings.json b/.vscode/settings.json
index 36138f4..b60b95b 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,3 +1,3 @@
 {
-    "python.pythonPath": "C:\\Users\\zam19\\AppData\\Local\\Programs\\Python\\Python38\\python.exe"
+    "python.pythonPath": "C:\\Users\\Tingyu\\AppData\\Local\\Programs\\Python\\Python39\\python.exe"
 }
\ No newline at end of file
diff --git a/main.py b/main.py
index d47509b..d239daf 100644
--- a/main.py
+++ b/main.py
@@ -15,30 +15,24 @@
 # cities = pd.read_csv('cities.csv').set_index('City')
 # CoL = pd.read_csv('movehubcostofliving.csv').set_index('City')
 # QoL = pd.read_csv('movehubqualityoflife.csv').set_index('City')
-prices = pd.read_csv('prices.csv').set_index('City')
+prices = pd.read_csv('prices.csv')
 tempCSV = pd.read_csv('tempByState.csv')
 statesCSV = pd.read_csv('states.csv')
 citiesCSV = pd.read_csv('uscities.csv')
+rateCSV = pd.read_csv('unemployment_rate.csv')
 
-citiesCSV = citiesCSV[['city', 'city_ascii', 'state_id', 'state_name', 'lat', 'lng', 'density']]
-citiesCSV = citiesCSV.set_index('city')
+citiesCSV = citiesCSV.join(tempCSV.set_index('Location'), on='state_name')
+citiesCSV['location'] = citiesCSV['city'] + citiesCSV['county_name']
+prices['location'] = prices['City'] + prices['County']
 
+result = citiesCSV.join(prices.set_index('location'), on='location')
+result = result.dropna().set_index('city')
+result = result[['state_id', 'state_name', 'county_name', 'lat', 'lng', 'population', 'density', 'Value', 'Average Rental Cost']]
 
-statesCSV = statesCSV.set_index('State')
-tempCSV = tempCSV.set_index('Location')
-tempCSV = tempCSV.join(statesCSV)
-tempCSV = tempCSV[['Value', 'Code']]
-tempCSV['State'] = tempCSV['Code']
-
-# result = cities.join(QoL).join(CoL)
-result = prices.join(tempCSV.set_index('State'), on='State')
+result = result.join(rateCSV.set_index('State'), on='state_name')
 result['Temp'] = result['Value']
-result = result.dropna().drop(columns=['Code', 'Value'])
-st.write(result)
-st.write(citiesCSV)
-
-
-result = citiesCSV.join(result, on=['city_ascii'])
+result['Unemployment Rate'] = result['Rate']
+result = result.drop(columns=['Rank', 'Value', 'Rate'])
 
 st.write(result)
 
diff --git a/unemployment_rate.csv b/unemployment_rate.csv
new file mode 100644
index 0000000..6059d85
--- /dev/null
+++ b/unemployment_rate.csv
@@ -0,0 +1,52 @@
+State,Rate,Rank
+Nebraska,4,1
+Utah,4.1,2
+Idaho,4.2,3
+South Dakota,4.8,4
+Vermont,4.8,4
+North Dakota,5,6
+Alabama,5.6,7
+Georgia,5.6,7
+Montana,5.6,7
+Oklahoma,5.7,10
+Arizona,5.9,11
+Iowa,6,12
+Virginia,6.1,13
+Wisconsin,6.2,14
+South Carolina,6.3,15
+Indiana,6.4,16
+New Hampshire,6.5,17
+North Carolina,6.5,17
+Wyoming,6.6,19
+Colorado,6.7,20
+Texas,6.8,21
+Kansas,6.9,22
+Maine,6.9,22
+Maryland,6.9,22
+Missouri,7,25
+Alaska,7.4,26
+Arkansas,7.4,26
+Florida,7.4,26
+Minnesota,7.4,26
+Kentucky,7.6,30
+Louisiana,7.6,30
+Oregon,7.7,32
+Mississippi,7.9,33
+Connecticut,8.1,34
+District of Columbia,8.5,35
+Tennessee,8.5,35
+Washington,8.5,35
+Michigan,8.7,38
+Delaware,8.9,39
+Ohio,8.9,39
+West Virginia,8.9,39
+Pennsylvania,10.3,42
+New Jersey,10.9,43
+Illinois,11,44
+Massachusetts,11.3,45
+New Mexico,11.3,45
+California,11.4,47
+Hawaii,12.5,48
+New York,12.5,48
+Rhode Island,12.8,50
+Nevada,13.2,51