diff --git a/code_thingies/database/README.md b/code_thingies/database/README.md
index f767fff..4dba9cd 100644
--- a/code_thingies/database/README.md
+++ b/code_thingies/database/README.md
@@ -70,12 +70,6 @@ After, you will have to download some CSV files with the data to populate the da
 aws s3 cp s3://dbtlearn/listings.csv listings.csv
 aws s3 cp s3://dbtlearn/reviews.csv reviews.csv
 aws s3 cp s3://dbtlearn/hosts.csv hosts.csv
-
-# or, to avoid using aws
-
-wget http://dbtlearn.s3.amazonaws.com/listings.csv
-wget http://dbtlearn.s3.amazonaws.com/reviews.csv
-wget http://dbtlearn.s3.amazonaws.com/hosts.csv
 ```
 
 How to put the data into the databases is up to you. I've done it successfully using the import functionality of DBeaver.
diff --git a/code_thingies/dbtlearn/README.md b/code_thingies/dbtlearn/README.md
index 0ab7c8e..d470985 100644
--- a/code_thingies/dbtlearn/README.md
+++ b/code_thingies/dbtlearn/README.md
@@ -4,8 +4,6 @@ This is the dbt project for the course.
 
 ## Set up
 
-Make a venv and install the requirements listed in `requirements.txt`.
-
 You need to place a profile for the local postgres instance in `~/.dbt/profiles.yaml`. See below a sample config that should be a good starting point if you follow the instructions in the `database` dir of this project.
 
 ```yaml
@@ -27,8 +25,6 @@ dbtlearn:
 
 Once you have set this up and the database as well, you can run `dbt debug` to ensure everything is set up correctly and dbt can reach the database.
 
-To install the required dbt packages, run `dbt deps`.
-
 You should also delete the lines under the `dbtlearn` key in the `dbt_project.yml` file.
 
 Also delete the contents of the `models` folder.
diff --git a/code_thingies/dbtlearn/dbt_project.yml b/code_thingies/dbtlearn/dbt_project.yml
index b8a4515..3c2a10f 100644
--- a/code_thingies/dbtlearn/dbt_project.yml
+++ b/code_thingies/dbtlearn/dbt_project.yml
@@ -30,7 +30,5 @@ clean-targets:         # directories to be removed by `dbt clean`
 models:
   dbtlearn:
     +materialized: view # Default way to materialize is view
-    src:
-      +materialized: ephemeral
     dim:
       +materialized: table
diff --git a/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql b/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql
deleted file mode 100644
index 40af5d4..0000000
--- a/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql
+++ /dev/null
@@ -1,10 +0,0 @@
-{% macro no_nulls_in_columns(model) %}
-    SELECT *
-    FROM
-        {{ model }}
-    WHERE
-        {% for col in adapter.get_columns_in_relation(model) -%}
-            {{col.column}} IS NULL OR
-        {% endfor %}
-        FALSE
-{% endmacro %}
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/macros/positive_value.sql b/code_thingies/dbtlearn/macros/positive_value.sql
deleted file mode 100644
index 148a7bc..0000000
--- a/code_thingies/dbtlearn/macros/positive_value.sql
+++ /dev/null
@@ -1,8 +0,0 @@
-{% test positive_value(model, column_name) %}
-SELECT
-    *
-FROM
-    {{ model }}
-WHERE
-    {{ column_name }} < 1
-{% endtest %}
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql b/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
index debe188..c489d1b 100644
--- a/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
@@ -1,9 +1,3 @@
-{{
-    config(
-        materialized = 'view'
-    )
-}}
-
 WITH src_hosts AS(
     SELECT *
     FROM {{ ref('src_hosts') }}
diff --git a/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql b/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
index de68ced..6e5de55 100644
--- a/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
@@ -1,9 +1,3 @@
-{{
-    config(
-        materialized = 'view'
-    )
-}}
-
 WITH src_listings AS (
     SELECT *
     FROM
@@ -16,7 +10,7 @@ SELECT
     CASE
         WHEN minimum_nights = 0 THEN 1
         ELSE minimum_nights
-    END AS minimum_nights,
+    END AS mininum_nights,
     host_id,
     REPLACE(price_str,'$','')::money AS price,
     created_at,
diff --git a/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql b/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
index 6ccf1f0..ee05cc2 100644
--- a/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
@@ -13,7 +13,7 @@ SELECT
     listings.listing_id,
     listings.listing_name,
     listings.room_type,
-    listings.minimum_nights,
+    listings.mininum_nights,
     listings.price,
     listings.host_id,
     hosts.host_name,
diff --git a/code_thingies/dbtlearn/models/fact/fact_reviews.sql b/code_thingies/dbtlearn/models/fact/fact_reviews.sql
index 9fd3dc8..8a707fa 100644
--- a/code_thingies/dbtlearn/models/fact/fact_reviews.sql
+++ b/code_thingies/dbtlearn/models/fact/fact_reviews.sql
@@ -9,9 +9,7 @@ WITH src_reviews AS (
     FROM
         {{ ref('src_reviews') }}
 )
-SELECT
-    {{ dbt_utils.surrogate_key(['listing_id', 'review_date', 'reviewer_name', 'review_text']) }} as review_id,
-    *
+SELECT *
 FROM
     src_reviews
 WHERE
diff --git a/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql b/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql
deleted file mode 100644
index 199b808..0000000
--- a/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql
+++ /dev/null
@@ -1,27 +0,0 @@
-{{
-    config(
-        materialized = 'table'
-    )
-}}
-
-WITH fact_reviews AS (
-    SELECT *
-    FROM
-        {{ ref('fact_reviews') }}
-),
-full_moon_dates AS (
-    SELECT *
-    FROM
-        {{ ref('seed_full_moon_dates')}}
-)
-
-SELECT
-    fr.*,
-    CASE
-        WHEN fm.full_moon_date IS NULL THEN 'not full moon'
-        ELSE 'full moon'
-    END AS is_full_moon
-FROM
-    fact_reviews fr
-    LEFT JOIN full_moon_dates fm
-    ON (fr.review_date::date) = (fm.full_moon_date + interval '1' day)
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/schema.yml b/code_thingies/dbtlearn/models/schema.yml
deleted file mode 100644
index cefd2d4..0000000
--- a/code_thingies/dbtlearn/models/schema.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-version: 2
-
-models:
-  - name: dim_listings_cleansed
-    columns:
-      - name: listing_id
-        tests:
-          - unique
-          - not_null
-
-      - name: host_id
-        tests:
-          - not_null
-          - relationships:
-              to: ref('dim_hosts_cleansed')
-              field: host_id
-
-      - name: room_type
-        tests:
-          - accepted_values:
-              values: [
-                'Entire home/apt',
-                'Private room',
-                'Shared room',
-                'Hotel room'
-              ]
-
-      - name: minimum_nights
-        tests:
-          - positive_value
-
diff --git a/code_thingies/dbtlearn/models/sources.yml b/code_thingies/dbtlearn/models/sources.yml
deleted file mode 100644
index 0e2db1c..0000000
--- a/code_thingies/dbtlearn/models/sources.yml
+++ /dev/null
@@ -1,12 +0,0 @@
-version: 2
-
-sources:
-  - name: airbnb
-    schema: raw
-    tables:
-      - name: listings
-        identifier: raw_listings
-      - name: hosts
-        identifier: raw_hosts
-      - name: reviews
-        identifier: raw_reviews
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/src/src_hosts.sql b/code_thingies/dbtlearn/models/src/src_hosts.sql
index 9d9d5b3..b33b25d 100644
--- a/code_thingies/dbtlearn/models/src/src_hosts.sql
+++ b/code_thingies/dbtlearn/models/src/src_hosts.sql
@@ -1,6 +1,6 @@
 WITH raw_hosts AS (
 	SELECT *
-	FROM {{ source ('airbnb', 'hosts')}}
+	FROM raw.raw_hosts
 )
 SELECT
 	id as host_id,
diff --git a/code_thingies/dbtlearn/models/src/src_listings.sql b/code_thingies/dbtlearn/models/src/src_listings.sql
index 4c09b3e..c68838c 100644
--- a/code_thingies/dbtlearn/models/src/src_listings.sql
+++ b/code_thingies/dbtlearn/models/src/src_listings.sql
@@ -1,6 +1,6 @@
 WITH raw_listings AS (
 	SELECT *
-	FROM {{ source ('airbnb', 'listings')}}
+	FROM raw.raw_listings
 )
 SELECT
 	id AS listing_id,
diff --git a/code_thingies/dbtlearn/models/src/src_reviews.sql b/code_thingies/dbtlearn/models/src/src_reviews.sql
index 2a99151..59d8167 100644
--- a/code_thingies/dbtlearn/models/src/src_reviews.sql
+++ b/code_thingies/dbtlearn/models/src/src_reviews.sql
@@ -1,11 +1,10 @@
 WITH raw_reviews AS (
 	SELECT *
-	FROM  {{ source ('airbnb', 'reviews')}}
+	FROM raw.raw_reviews
 )
 SELECT
 	listing_id,
 	date AS review_date,
-    reviewer_name AS reviewer_name,
 	comments AS review_text,
 	sentiment AS review_sentiment
 FROM
diff --git a/code_thingies/dbtlearn/packages.yml b/code_thingies/dbtlearn/packages.yml
deleted file mode 100644
index 9e74ff0..0000000
--- a/code_thingies/dbtlearn/packages.yml
+++ /dev/null
@@ -1,3 +0,0 @@
-packages:
-  - package: dbt-labs/dbt_utils
-    version: 0.8.0
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv b/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv
deleted file mode 100644
index c9d373e..0000000
--- a/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv
+++ /dev/null
@@ -1,273 +0,0 @@
-full_moon_date
-2009-01-11
-2009-02-09
-2009-03-11
-2009-04-09
-2009-05-09
-2009-06-07
-2009-07-07
-2009-08-06
-2009-09-04
-2009-10-04
-2009-11-02
-2009-12-02
-2009-12-31
-2010-01-30
-2010-02-28
-2010-03-30
-2010-04-28
-2010-05-28
-2010-06-26
-2010-07-26
-2010-08-24
-2010-09-23
-2010-10-23
-2010-11-21
-2010-12-21
-2011-01-19
-2011-02-18
-2011-03-19
-2011-04-18
-2011-05-17
-2011-06-15
-2011-07-15
-2011-08-13
-2011-09-12
-2011-10-12
-2011-11-10
-2011-12-10
-2012-01-09
-2012-02-07
-2012-03-08
-2012-04-06
-2012-05-06
-2012-06-04
-2012-07-03
-2012-08-02
-2012-08-31
-2012-09-30
-2012-10-29
-2012-11-28
-2012-12-28
-2013-01-27
-2013-02-25
-2013-03-27
-2013-04-25
-2013-05-25
-2013-06-23
-2013-07-22
-2013-08-21
-2013-09-19
-2013-10-19
-2013-11-17
-2013-12-17
-2014-01-16
-2014-02-15
-2014-03-16
-2014-04-15
-2014-05-14
-2014-06-13
-2014-07-12
-2014-08-10
-2014-09-09
-2014-10-08
-2014-11-06
-2014-12-06
-2015-01-05
-2015-02-04
-2015-03-05
-2015-04-04
-2015-05-04
-2015-06-02
-2015-07-02
-2015-07-31
-2015-08-29
-2015-09-28
-2015-10-27
-2015-11-25
-2015-12-25
-2016-01-24
-2016-02-22
-2016-03-23
-2016-04-22
-2016-05-21
-2016-06-20
-2016-07-20
-2016-08-18
-2016-09-16
-2016-10-16
-2016-11-14
-2016-12-14
-2017-01-12
-2017-02-11
-2017-03-12
-2017-04-11
-2017-05-10
-2017-06-09
-2017-07-09
-2017-08-07
-2017-09-06
-2017-10-05
-2017-11-04
-2017-12-03
-2018-01-02
-2018-01-31
-2018-03-02
-2018-03-31
-2018-04-30
-2018-05-29
-2018-06-28
-2018-07-27
-2018-08-26
-2018-09-25
-2018-10-24
-2018-11-23
-2018-12-22
-2019-01-21
-2019-02-19
-2019-03-21
-2019-04-19
-2019-05-18
-2019-06-17
-2019-07-16
-2019-08-15
-2019-09-14
-2019-10-13
-2019-11-12
-2019-12-12
-2020-01-10
-2020-02-09
-2020-03-09
-2020-04-08
-2020-05-07
-2020-06-05
-2020-07-05
-2020-08-03
-2020-09-02
-2020-10-01
-2020-10-31
-2020-11-30
-2020-12-30
-2021-01-28
-2021-02-27
-2021-03-28
-2021-04-27
-2021-05-26
-2021-06-24
-2021-07-24
-2021-08-22
-2021-09-21
-2021-10-20
-2021-11-19
-2021-12-19
-2022-01-18
-2022-02-16
-2022-03-18
-2022-04-16
-2022-05-16
-2022-06-14
-2022-07-13
-2022-08-12
-2022-09-10
-2022-10-09
-2022-11-08
-2022-12-08
-2023-01-07
-2023-02-05
-2023-03-07
-2023-04-06
-2023-05-05
-2023-06-04
-2023-07-03
-2023-08-01
-2023-08-31
-2023-09-29
-2023-10-28
-2023-11-27
-2023-12-27
-2024-01-25
-2024-02-24
-2024-03-25
-2024-04-24
-2024-05-23
-2024-06-22
-2024-07-21
-2024-08-19
-2024-09-18
-2024-10-17
-2024-11-15
-2024-12-15
-2025-01-13
-2025-02-12
-2025-03-14
-2025-04-13
-2025-05-12
-2025-06-11
-2025-07-10
-2025-08-09
-2025-09-07
-2025-10-07
-2025-11-05
-2025-12-05
-2026-01-03
-2026-02-01
-2026-03-03
-2026-04-02
-2026-05-01
-2026-05-31
-2026-06-30
-2026-07-29
-2026-08-28
-2026-09-26
-2026-10-26
-2026-11-24
-2026-12-24
-2027-01-22
-2027-02-21
-2027-03-22
-2027-04-21
-2027-05-20
-2027-06-19
-2027-07-18
-2027-08-17
-2027-09-16
-2027-10-15
-2027-11-14
-2027-12-13
-2028-01-12
-2028-02-10
-2028-03-11
-2028-04-09
-2028-05-08
-2028-06-07
-2028-07-06
-2028-08-05
-2028-09-04
-2028-10-03
-2028-11-02
-2028-12-02
-2028-12-31
-2029-01-30
-2029-02-28
-2029-03-30
-2029-04-28
-2029-05-27
-2029-06-26
-2029-07-25
-2029-08-24
-2029-09-22
-2029-10-22
-2029-11-21
-2029-12-20
-2030-01-19
-2030-02-18
-2030-03-19
-2030-04-18
-2030-05-17
-2030-06-15
-2030-07-15
-2030-08-13
-2030-09-11
-2030-10-11
-2030-11-10
-2030-12-09
diff --git a/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql b/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql
deleted file mode 100644
index 4108a21..0000000
--- a/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql
+++ /dev/null
@@ -1,17 +0,0 @@
-{% snapshot scd_raw_listings %}
-
-{{
-    config(
-        target_schema = 'dev',
-        unique_key = 'id',
-        strategy = 'timestamp',
-        updated_at = 'updated_at',
-        invalidate_hard_deletes = True
-    )
-}}
-
-SELECT *
-FROM
-    {{ source('airbnb', 'listings')}}
-
-{% endsnapshot %}
diff --git a/code_thingies/dbtlearn/tests/consistent_created_at.sql b/code_thingies/dbtlearn/tests/consistent_created_at.sql
deleted file mode 100644
index 2fb6893..0000000
--- a/code_thingies/dbtlearn/tests/consistent_created_at.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-SELECT *
-FROM
-    {{ ref('fact_reviews') }} fr
-LEFT JOIN
-    {{ ref('dim_listings_cleansed') }} dl
-ON
-    fr.listing_id = dl.listing_id
-WHERE
-    fr.review_date < dl.created_at
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql b/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql
deleted file mode 100644
index e2a6fb5..0000000
--- a/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql
+++ /dev/null
@@ -1 +0,0 @@
-{{ no_nulls_in_columns(ref('dim_listings_cleansed')) }}
\ No newline at end of file
diff --git a/notes/8.md b/notes/8.md
index 33003e5..0d1c83f 100644
--- a/notes/8.md
+++ b/notes/8.md
@@ -42,69 +42,4 @@ WHERE
 
 Bear in mind that how to define the strategy to determine what should be loaded is up to the engineer. Any SQL can be placed within the `if is_incremental()` block. In the example above, we have a date field that easily signals what's the most recent date the table has currently seen.
 
-## Sources and seeds
-
-Seeds are local files that you upload to a DWH from dbt. You place them as CSVs in the `seeds` folder.
-
-
-Sources are an abstraction layer on top of the input tables. They are not strictly necessary, but can help make the project more structured. To create sources, you create a `sources.yml` file and place it in the `models` dir. Here, you can reference models created in the `models` dir to mark them as sources. You can reference sources in other models like this:
-
-```python
-{{ source('domain_name', 'source_name')}}
-```
-
-Sources can define _freshness_ constraints that will provide warnings or errors when there is a significant delay.
-
- 
-## Snapshots
-
-Snapshots are a way to build SCD2s. There are two strategies to get this done:
-  - Timestamp: all records have a unique key and an `update_at` field. dbt will consider a new record is necessary in the SCD2 whenever the `updated_at` field increases.
-  - Check: dbt will monitor a set of columns and consider any changes in any of the columns as a new version of the record.
-
-Snapshots get defined with a sql file in the `snapshots` folder using the `snapshot` macro block.
-
-Once snapshots are defined, "snapshooting" can be triggered at any time by running `dbt snapshot`. dbt will create the SCD tables in the defined schema and play the `valid_from`, `valid_to` game whenever changes are detected.
-
-## Tests
-
-There are two kinds of tests:
-
-- Singular tests: you make any `SELECT` statement you want. If the `SELECT` statement is run and any data is found, the test is considered failed. If the statement is run and no rows are returned, the test is considered passed.
-- Built-in test: just a bunch of typical stuff: uniqueness, nullability, enum validations and relationship (referential integrity)
-
-You can also define your own custom generic tests.
-
-
-## Macros
-
-- Macros are jinja templates.
-- There are many built-in macros in dbt, but you can also use your own macros.
-- dbt packages exist and you can use them to have more tests and macros that you can use.
-
-
-## Documentation
-
-- Documentation is kept in the repo (yay)
-- Documentation can be defined in yaml files or in standalone markdown files. For example, the landing page can be customized with an `overview.md` file.
-- Documentation can be quick-served with dbt, but ideally you should compile it and serve it with a regular web server, like Nginx.
-- 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+## 
\ No newline at end of file