string datatype detected

string datatype detected checks

Description
Table level check that scans all values in a string column and detects the data type of all values in a column. The actual_value returned from the sensor is one of: 1 - integers, 2 - floats, 3 - dates, 4 - timestamps, 5 - booleans, 6 - strings, 7 - mixed data types. The check compares the data type detected in all non-null columns to an expected data type. The rule compares the value using equals and requires values in the range 1..7, which are the codes of detected data types.

---

profile string datatype detected

Check description
Detects the data type of text values stored in the column. The sensor returns the code of the detected data type of a column: 1 - integers, 2 - floats, 3 - dates, 4 - timestamps, 5 - booleans, 6 - strings, 7 - mixed data types. Raises a data quality issue when the detected data type does not match the expected data type.

Check name	Check type	Time scale	Sensor definition	Quality rule
profile_string_datatype_detected	profiling		string_datatype_detect	datatype_equals

Enable check (Shell)
To enable this check provide connection name and check name in check enable command

dqo> check enable -c=connection_name -ch=profile_string_datatype_detected

Run check (Shell)
To run this check provide check name in check run command

dqo> check run -ch=profile_string_datatype_detected

It is also possible to run this check on a specific connection. In order to do this, add the connection name to the below

dqo> check run -c=connection_name -ch=profile_string_datatype_detected

It is additionally feasible to run this check on a specific table. In order to do this, add the table name to the below

dqo> check run -c=connection_name -t=table_name -ch=profile_string_datatype_detected

It is furthermore viable to combine run this check on a specific column. In order to do this, add the column name to the below

dqo> check run -c=connection_name -t=table_name -col=column_name -ch=profile_string_datatype_detected

Check structure (Yaml)

      profiling_checks:
        strings:
          profile_string_datatype_detected:
            warning:
              expected_datatype: 1
            error:
              expected_datatype: 1
            fatal:
              expected_datatype: 1

Sample configuration (Yaml)

# yaml-language-server: $schema=https://cloud.dqo.ai/dqo-yaml-schema/TableYaml-schema.json
apiVersion: dqo/v1
kind: table
spec:
  timestamp_columns:
    event_timestamp_column: col_event_timestamp
    ingestion_timestamp_column: col_inserted_at
  incremental_time_window:
    daily_partitioning_recent_days: 7
    monthly_partitioning_recent_months: 1
  columns:
    target_column:
      profiling_checks:
        strings:
          profile_string_datatype_detected:
            warning:
              expected_datatype: 1
            error:
              expected_datatype: 1
            fatal:
              expected_datatype: 1
      labels:
      - This is the column that is analyzed for data quality issues
    col_event_timestamp:
      labels:
      - optional column that stores the timestamp when the event/transaction happened
    col_inserted_at:
      labels:
      - optional column that stores the timestamp when row was ingested

BigQuery

Sensor template for BigQueryRendered SQL for BigQuery

{% import '/dialects/bigquery.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST(analyzed_table.`target_column` AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_TRUNC(CAST(CURRENT_TIMESTAMP() AS DATE), MONTH) AS time_period,
    TIMESTAMP(DATE_TRUNC(CAST(CURRENT_TIMESTAMP() AS DATE), MONTH)) AS time_period_utc
FROM `your-google-project-id`.`<target_schema>`.`<target_table>` AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

MySQL

Sensor template for MySQLRendered SQL for MySQL

{% import '/dialects/mysql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM({{ lib.render_target_column('analyzed_table') }}) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM(analyzed_table.`target_column`) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-01 00:00:00') AS time_period,
    FROM_UNIXTIME(UNIX_TIMESTAMP(DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-01 00:00:00'))) AS time_period_utc
FROM `<target_table>` AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

PostgreSQL

Sensor template for PostgreSQLRendered SQL for PostgreSQL

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_postgresql_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

Redshift

Sensor template for RedshiftRendered SQL for Redshift

{% import '/dialects/redshift.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_redshift_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

Snowflake

Sensor template for SnowflakeRendered SQL for Snowflake

{% import '/dialects/snowflake.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_TRUNC('MONTH', CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date)) AS time_period,
    TO_TIMESTAMP(DATE_TRUNC('MONTH', CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date))) AS time_period_utc
FROM "your_snowflake_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

SQL Server

Sensor template for SQL ServerRendered SQL for SQL Server

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}
{% macro make_text_constant(string) -%}
    {{ '\'' }}{{ string | replace('\'', '\'\'') }}{{ '\'' }}
{%- endmacro %}

{%- macro render_regex(regex) -%}
     {{ make_text_constant(regex) }}
{%- endmacro -%}

SELECT
    CASE
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[-+]?\d+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[+-]?([0-9]*[.])[0-9]+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[-+]?\d+$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[+-]?([0-9]*[.])[0-9]+$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') }} IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX))) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT_BIG(analyzed_table.[target_column]) = 0 THEN NULL
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN analyzed_table.[target_column] IS NULL OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table.[target_column] AS NVARCHAR(MAX))) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM [your_postgresql_database].[<target_schema>].[<target_table>] AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

Configuration with data grouping

Click to see more

Sample configuration (Yaml)

# yaml-language-server: $schema=https://cloud.dqo.ai/dqo-yaml-schema/TableYaml-schema.json
apiVersion: dqo/v1
kind: table
spec:
  timestamp_columns:
    event_timestamp_column: col_event_timestamp
    ingestion_timestamp_column: col_inserted_at
  incremental_time_window:
    daily_partitioning_recent_days: 7
    monthly_partitioning_recent_months: 1
  default_grouping_name: group_by_country_and_state
  groupings:
    group_by_country_and_state:
      level_1:
        source: column_value
        column: country
      level_2:
        source: column_value
        column: state
  columns:
    target_column:
      profiling_checks:
        strings:
          profile_string_datatype_detected:
            warning:
              expected_datatype: 1
            error:
              expected_datatype: 1
            fatal:
              expected_datatype: 1
      labels:
      - This is the column that is analyzed for data quality issues
    col_event_timestamp:
      labels:
      - optional column that stores the timestamp when the event/transaction happened
    col_inserted_at:
      labels:
      - optional column that stores the timestamp when row was ingested
    country:
      labels:
      - column used as the first grouping key
    state:
      labels:
      - column used as the second grouping key

BigQuery

Sensor template for BigQueryRendered SQL for BigQuery

{% import '/dialects/bigquery.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST(analyzed_table.`target_column` AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table.`country` AS grouping_level_1,
    analyzed_table.`state` AS grouping_level_2,
    DATE_TRUNC(CAST(CURRENT_TIMESTAMP() AS DATE), MONTH) AS time_period,
    TIMESTAMP(DATE_TRUNC(CAST(CURRENT_TIMESTAMP() AS DATE), MONTH)) AS time_period_utc
FROM `your-google-project-id`.`<target_schema>`.`<target_table>` AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

MySQL

Sensor template for MySQLRendered SQL for MySQL

{% import '/dialects/mysql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM({{ lib.render_target_column('analyzed_table') }}) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM(analyzed_table.`target_column`) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table.`country` AS grouping_level_1,
    analyzed_table.`state` AS grouping_level_2,
    DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-01 00:00:00') AS time_period,
    FROM_UNIXTIME(UNIX_TIMESTAMP(DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-01 00:00:00'))) AS time_period_utc
FROM `<target_table>` AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

PostgreSQL

Sensor template for PostgreSQLRendered SQL for PostgreSQL

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table."country" AS grouping_level_1,
    analyzed_table."state" AS grouping_level_2,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_postgresql_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

Redshift

Sensor template for RedshiftRendered SQL for Redshift

{% import '/dialects/redshift.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table."country" AS grouping_level_1,
    analyzed_table."state" AS grouping_level_2,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_redshift_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

Snowflake

Sensor template for SnowflakeRendered SQL for Snowflake

{% import '/dialects/snowflake.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table."country" AS grouping_level_1,
    analyzed_table."state" AS grouping_level_2,
    DATE_TRUNC('MONTH', CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date)) AS time_period,
    TO_TIMESTAMP(DATE_TRUNC('MONTH', CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date))) AS time_period_utc
FROM "your_snowflake_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

SQL Server

Sensor template for SQL ServerRendered SQL for SQL Server

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}
{% macro make_text_constant(string) -%}
    {{ '\'' }}{{ string | replace('\'', '\'\'') }}{{ '\'' }}
{%- endmacro %}

{%- macro render_regex(regex) -%}
     {{ make_text_constant(regex) }}
{%- endmacro -%}

SELECT
    CASE
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[-+]?\d+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[+-]?([0-9]*[.])[0-9]+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[-+]?\d+$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[+-]?([0-9]*[.])[0-9]+$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') }} IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') }} IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX))) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT_BIG(analyzed_table.[target_column]) = 0 THEN NULL
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT_BIG(analyzed_table.[target_column]) =
            SUM(
                CASE
                    WHEN analyzed_table.[target_column] IS NULL OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table.[target_column] AS NVARCHAR(MAX)) LIKE '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table.[target_column] AS NVARCHAR(MAX))) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    analyzed_table.[country] AS grouping_level_1,
    analyzed_table.[state] AS grouping_level_2,
    DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date)) AS time_period,
    CAST((DATE_TRUNC('MONTH', CAST(LOCALTIMESTAMP AS date))) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM [your_postgresql_database].[<target_schema>].[<target_table>] AS analyzed_table
GROUP BY grouping_level_1, grouping_level_2, time_period, time_period_utc
ORDER BY grouping_level_1, grouping_level_2, time_period, time_period_utc

---

daily string datatype detected

Check description
Detects the data type of text values stored in the column. The sensor returns the code of the detected data type of a column: 1 - integers, 2 - floats, 3 - dates, 4 - timestamps, 5 - booleans, 6 - strings, 7 - mixed data types. Raises a data quality issue when the detected data type does not match the expected data type. Stores the most recent captured value for each day when the data quality check was evaluated.

Check name	Check type	Time scale	Sensor definition	Quality rule
daily_string_datatype_detected	recurring	daily	string_datatype_detect	datatype_equals

Enable check (Shell)
To enable this check provide connection name and check name in check enable command

dqo> check enable -c=connection_name -ch=daily_string_datatype_detected

Run check (Shell)
To run this check provide check name in check run command

dqo> check run -ch=daily_string_datatype_detected

It is also possible to run this check on a specific connection. In order to do this, add the connection name to the below

dqo> check run -c=connection_name -ch=daily_string_datatype_detected

It is additionally feasible to run this check on a specific table. In order to do this, add the table name to the below

dqo> check run -c=connection_name -t=table_name -ch=daily_string_datatype_detected

It is furthermore viable to combine run this check on a specific column. In order to do this, add the column name to the below

dqo> check run -c=connection_name -t=table_name -col=column_name -ch=daily_string_datatype_detected

Check structure (Yaml)

      recurring_checks:
        daily:
          strings:
            daily_string_datatype_detected:
              warning:
                expected_datatype: 1
              error:
                expected_datatype: 1
              fatal:
                expected_datatype: 1

Sample configuration (Yaml)

# yaml-language-server: $schema=https://cloud.dqo.ai/dqo-yaml-schema/TableYaml-schema.json
apiVersion: dqo/v1
kind: table
spec:
  timestamp_columns:
    event_timestamp_column: col_event_timestamp
    ingestion_timestamp_column: col_inserted_at
  incremental_time_window:
    daily_partitioning_recent_days: 7
    monthly_partitioning_recent_months: 1
  columns:
    target_column:
      recurring_checks:
        daily:
          strings:
            daily_string_datatype_detected:
              warning:
                expected_datatype: 1
              error:
                expected_datatype: 1
              fatal:
                expected_datatype: 1
      labels:
      - This is the column that is analyzed for data quality issues
    col_event_timestamp:
      labels:
      - optional column that stores the timestamp when the event/transaction happened
    col_inserted_at:
      labels:
      - optional column that stores the timestamp when row was ingested

BigQuery

Sensor template for BigQueryRendered SQL for BigQuery

{% import '/dialects/bigquery.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST({{ lib.render_target_column('analyzed_table') }} AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[-+]?\d+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^[+-]?([0-9]*[.])[0-9]+$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING),r"^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(\b(am|pm|AM|PM)\b)?)$") IS TRUE OR
                         REGEXP_CONTAINS(SAFE_CAST(analyzed_table.`target_column` AS STRING), r"^(\b(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)\b)$") IS TRUE
                        THEN 0
                    WHEN TRIM(SAFE_CAST(analyzed_table.`target_column` AS STRING)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    CAST(CURRENT_TIMESTAMP() AS DATE) AS time_period,
    TIMESTAMP(CAST(CURRENT_TIMESTAMP() AS DATE)) AS time_period_utc
FROM `your-google-project-id`.`<target_schema>`.`<target_table>` AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

MySQL

Sensor template for MySQLRendered SQL for MySQL

{% import '/dialects/mysql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE({{ lib.render_target_column('analyzed_table') }}, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM({{ lib.render_target_column('analyzed_table') }}) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table.`target_column`) = 0 THEN NULL
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\\d+$') IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table.`target_column`) =
            SUM(
                CASE
                    WHEN analyzed_table.`target_column` IS NULL OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[-+]?\d+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^[+-]?([0-9]*[.])[0-9]+$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])\\:([0-5][0-9])\\:([0-5][0-9])[\s]?(am|pm|AM|PM)?)$') IS TRUE OR
                         REGEXP_LIKE(analyzed_table.`target_column`, '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$') IS TRUE
                        THEN 0
                    WHEN TRIM(analyzed_table.`target_column`) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-%d 00:00:00') AS time_period,
    FROM_UNIXTIME(UNIX_TIMESTAMP(DATE_FORMAT(LOCALTIMESTAMP, '%Y-%m-%d 00:00:00'))) AS time_period_utc
FROM `<target_table>` AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

PostgreSQL

Sensor template for PostgreSQLRendered SQL for PostgreSQL

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    CAST(LOCALTIMESTAMP AS date) AS time_period,
    CAST((CAST(LOCALTIMESTAMP AS date)) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_postgresql_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

Redshift

Sensor template for RedshiftRendered SQL for Redshift

{% import '/dialects/redshift.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) ~ '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    CAST(LOCALTIMESTAMP AS date) AS time_period,
    CAST((CAST(LOCALTIMESTAMP AS date)) AS TIMESTAMP WITH TIME ZONE) AS time_period_utc
FROM "your_redshift_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

Snowflake

Sensor template for SnowflakeRendered SQL for Snowflake

{% import '/dialects/snowflake.sql.jinja2' as lib with context -%}

SELECT
    CASE
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN {{ lib.render_target_column('analyzed_table') }} IS NULL OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST({{ lib.render_target_column('analyzed_table') }} AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value
    {{- lib.render_data_grouping_projections('analyzed_table') }}
    {{- lib.render_time_dimension_projection('analyzed_table') }}
FROM {{ lib.render_target_table() }} AS analyzed_table
{{- lib.render_where_clause() -}}
{{- lib.render_group_by() -}}
{{- lib.render_order_by() -}}

SELECT
    CASE
        WHEN COUNT(analyzed_table."target_column") = 0 THEN NULL
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 3
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 4
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 5
        WHEN COUNT(analyzed_table."target_column") =
            SUM(
                CASE
                    WHEN analyzed_table."target_column" IS NULL OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[-+]?\d+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^[+-]?([0-9]*[.])[0-9]+$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4}))$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4}))$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01]))$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[/](0[1-9]|1[0-2])[/](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[-](0[1-9]|1[0-2])[-](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((0[1-9]|[1][0-9]|[2][0-9]|3[01])[.](0[1-9]|1[0-2])[.](\d{4})[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[/](0[1-9]|1[0-2])[/](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[-](0[1-9]|1[0-2])[-](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$|^((\d{4})[.](0[1-9]|1[0-2])[.](0[1-9]|[1][0-9]|[2][0-9]|3[01])[\s]([0]|[00]|2[0-3]|[01][0-9])[:]([0-5][0-9])[:]([0-5][0-9])[\s]?(am|pm|AM|PM)?)$' IS TRUE OR
                         CAST(analyzed_table."target_column" AS TEXT) REGEXP '^(true|false|TRUE|FALSE|yes|no|YES|NO|y|n|Y|N|t|f|T|F)$' IS TRUE
                        THEN 0
                    WHEN TRIM(CAST(analyzed_table."target_column" AS TEXT)) <> ''
                        THEN 1
                    ELSE 0
                END
            )
            THEN 6
        ELSE 7
    END AS actual_value,
    CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date) AS time_period,
    TO_TIMESTAMP(CAST(TO_TIMESTAMP_NTZ(LOCALTIMESTAMP()) AS date)) AS time_period_utc
FROM "your_snowflake_database"."<target_schema>"."<target_table>" AS analyzed_table
GROUP BY time_period, time_period_utc
ORDER BY time_period, time_period_utc

SQL Server

Sensor template for SQL ServerRendered SQL for SQL Server

{% import '/dialects/postgresql.sql.jinja2' as lib with context -%}
{% macro make_text_constant(string) -%}
    {{ '\'' }}{{ string | replace('\'', '\'\'') }}{{ '\'' }}
{%- endmacro %}

{%- macro render_regex(regex) -%}
     {{ make_text_constant(regex) }}
{%- endmacro -%}

SELECT
    CASE
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) = 0 THEN NULL
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[-+]?\d+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                END
            )
            THEN 1
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE
                    WHEN CAST({{ lib.render_target_column('analyzed_table') }} AS NVARCHAR(MAX)) LIKE {{ render_regex('^[+-]?([0-9]*[.])[0-9]+$') }} IS TRUE
                        THEN 1
                    ELSE 0
                    END
            )
            THEN 2
        WHEN COUNT_BIG({{ lib.render_target_column('analyzed_table') }}) =
            SUM(
                CASE