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2024-06-13-13-38-58 - add-tests
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JosephKevinMachado committed Jun 13, 2024
1 parent 092531a commit 3ba0edf
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Showing 3 changed files with 26 additions and 3 deletions.
2 changes: 2 additions & 0 deletions containers/airflow/requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -11,3 +11,5 @@ duckdb==1.0.0
plotly==5.22.0
jupyter==1.0.0
types-requests==2.32.0.20240602
cuallee==0.10.3
polars==0.20.31
23 changes: 22 additions & 1 deletion dags/coincap_elt.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,9 @@
from airflow import DAG
from airflow.decorators import task
from airflow.operators.bash import BashOperator
from cuallee import Check, CheckLevel
import polars as pl
from airflow.operators.dummy import DummyOperator

with DAG(
'coincap_elt',
Expand All @@ -32,6 +35,23 @@ def fetch_coincap_exchanges(url, file_path):
dict_writer.writeheader()
dict_writer.writerows(exchanges)

def check_completeness(pl_df, column_name):
check = Check(CheckLevel.ERROR, "Completeness")
validation_results_df = (
check.is_complete(column_name).validate(pl_df)
)
return validation_results_df["status"].to_list()

@task.branch
def check_data_quality(validation_results):
if "FAIL" not in validation_results:
return ['generate_dashboard']
return ['stop_pipeline']

check_data_quality_instance = check_data_quality(check_completeness(pl.read_csv(file_path), "name"))

stop_pipeline = DummyOperator(task_id='stop_pipeline')

markdown_path = f'{os.getenv("AIRFLOW_HOME")}/visualization/'
q_cmd = (
f'cd {markdown_path} && quarto render {markdown_path}/dashboard.qmd'
Expand All @@ -40,4 +60,5 @@ def fetch_coincap_exchanges(url, file_path):
task_id="generate_dashboard", bash_command=q_cmd
)

fetch_coincap_exchanges(url, file_path) >> gen_dashboard
fetch_coincap_exchanges(url, file_path) >> check_data_quality_instance >> gen_dashboard
fetch_coincap_exchanges(url, file_path) >> check_data_quality_instance >> stop_pipeline
4 changes: 2 additions & 2 deletions visualization/dashboard.html
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Expand Up @@ -100,9 +100,9 @@
<div class="card-header"><div class="card-title">Coincap Exchange data analysis</div></div>
<div class="card-body html-fill-item html-fill-container">
<div class="cell-output cell-output-display html-fill-item html-fill-container">
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