diff --git a/README.md b/README.md
index 4b8d822..8636de7 100644
--- a/README.md
+++ b/README.md
@@ -126,40 +126,37 @@ To retrieve the list of URLs from the Census Bureau's server and download and ex
 
 ```
 cd data_processing
-dbt run --select "public_use_microdata_sample.list_urls" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",            "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}'
+dbt run --select "public_use_microdata_sample.list_urls" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",            "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}'
 ```
 
 Then save the URLs: 
 
 ```
-dbt run --select "public_use_microdata_sample.urls" \                                                
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.urls" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Then execute the dbt model for downloading and extract the archives of the microdata (takes ~2min on a Macbook):
 
 ```
-dbt run --select "public_use_microdata_sample.download_and_extract_archives" \                         
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2022/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.download_and_extract_archives" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2022/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Then generate the CSV paths:
 
 ```
-dbt run --select "public_use_microdata_sample.csv_paths" \                            
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.json", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.csv_paths" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.json", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Then parse the data dictionary:
 
+```bash
+python scripts/parse_data_dictionary.py https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.csv
+```
+
+Then execute the dbt model for parsing the data dictionary:
+
 ```
-dbt run --select "public_use_microdata_sample.parse_data_dictionary" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.parse_data_dictionary" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Then generate the SQL commands needed to map every state's individual people or housing unit variables to the easier to use (and read) names:
@@ -170,9 +167,7 @@ python scripts/generate_sql_with_enum_types_and_mapped_values_renamed.py ~/data/
 
 Then execute these generated SQL queries using 1 thread (you can adjust this number to be higher depending on the available processor cores on your system):
 ```
-dbt run --select "public_use_microdata_sample.generated+" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2022/1-Year/", "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.generated+" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2022/1-Year/", "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2022.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Inspect the output folder to see what has been created in the `output_path` specified in the previous command:
@@ -254,9 +249,7 @@ D SELECT COUNT(*) FROM '~/data/american_community_survey/housing_units_*[!united
 
 1. Use dbt to save the database of the  the 2021 1-Year ACS PUMS data and data dictionary from the Census Bureau's server and extract the archives for all of the 50 states' PUMS files:
 ```
-dbt run --select "public_use_microdata_sample.public_use_microdata_sample_urls" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.public_use_microdata_sample_urls" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 
 Check that the URLs appear correct:
@@ -265,15 +258,11 @@ duckdb -c "SELECT * FROM '~/data/american_community_survey/public_use_microdata_
 ```
 2. Download and extract the archives for all of the 50 states' PUMS files (takes about 30 seconds on a gigabit connection):
 ```
-dbt run --select "public_use_microdata_sample.download_and_extract_archives" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.download_and_extract_archives" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 Save the paths to the CSV files:
 ```
-dbt run --select "public_use_microdata_sample.public_use_microdata_sample_csv_paths" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.public_use_microdata_sample_csv_paths" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 Check that the CSV files are present:
 ```
@@ -288,9 +277,7 @@ python scripts/parse_data_dictionary.py https://www2.census.gov/programs-surveys
 
 Then:
 ```
-dbt run --select "public_use_microdata_sample.public_use_microdata_sample_data_dictionary_path" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.public_use_microdata_sample_data_dictionary_path" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 Check that the data dictionary path is displayed correctly:
 ```
@@ -305,9 +292,7 @@ python scripts/generate_sql_with_enum_types_and_mapped_values_renamed.py \
 ```
 1. Execute these generated SQL queries using 8 threads (you can adjust this number to be higher depending on the available processor cores on your system):
 ```
-dbt run --select "public_use_microdata_sample.generated.2021+" \
-        --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' \
-        --threads 8
+dbt run --select "public_use_microdata_sample.generated.2021+" --vars '{"public_use_microdata_sample_url": "https://www2.census.gov/programs-surveys/acs/data/pums/2021/1-Year/",  "public_use_microdata_sample_data_dictionary_url": "https://www2.census.gov/programs-surveys/acs/tech_docs/pums/data_dict/PUMS_Data_Dictionary_2021.csv", "output_path": "~/data/american_community_survey"}' --threads 8
 ```
 1. **Test** that the compressed parquet files are present and have the expected size:
 ```