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pointblank  

Data Validation and Organization of Metadata for Local and Remote Tables
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install_version("pointblank", "0.12.2")



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Maintained by
Richard Iannone
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-08-22
Latest Update: 2024-03-01
Description:
Validate data in data frames, 'tibble' objects, 'Spark' 'DataFrames', and database tables. Validation pipelines can be made using easily-readable, consecutive validation steps. Upon execution of the validation plan, several reporting options are available. User-defined thresholds for failure rates allow for the determination of appropriate reporting actions. Many other workflows are available including an information management workflow, where the aim is to record, collect, and generate useful information on data tables.
How to cite:
Richard Iannone (2017). pointblank: Data Validation and Organization of Metadata for Local and Remote Tables. R package version 0.12.2, https://cran.r-project.org/web/packages/pointblank. Accessed 18 Feb. 2025.
Previous versions and publish date:
0.1 (2017-08-22 17:26), 0.2.0 (2018-05-02 09:51), 0.2.1 (2019-09-12 15:50), 0.3.0 (2020-01-10 11:50), 0.3.1.1 (2020-04-02 10:40), 0.4.0 (2020-06-22 19:20), 0.5.0 (2020-08-12 12:00), 0.5.1 (2020-08-27 13:10), 0.5.2 (2020-08-28 09:20), 0.6.0 (2020-11-20 08:30), 0.7.0 (2021-03-09 08:50), 0.8.0 (2021-07-25 20:50), 0.9.0 (2021-10-28 06:40), 0.10.0 (2022-01-23 21:12), 0.11.0 (2022-07-14 04:20), 0.11.1 (2022-09-06 15:50), 0.11.2 (2022-10-09 01:30), 0.11.3 (2023-02-09 22:50), 0.11.4 (2023-04-25 15:40), 0.12.0 (2024-03-01 09:30), 0.12.1 (2024-03-25 17:50)
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Functions, R codes and Examples using the pointblank R package
Some associated functions: action_levels . activate_steps . affix_date . affix_datetime . all_passed . col_count_match . col_exists . col_is_character . col_is_date . col_is_factor . col_is_integer . col_is_logical . col_is_numeric . col_is_posix . col_schema . col_schema_match . col_vals_between . col_vals_decreasing . col_vals_equal . col_vals_expr . col_vals_gt . col_vals_gte . col_vals_in_set . col_vals_increasing . col_vals_lt . col_vals_lte . col_vals_make_set . col_vals_make_subset . col_vals_not_between . col_vals_not_equal . col_vals_not_in_set . col_vals_not_null . col_vals_null . col_vals_regex . col_vals_within_spec . conjointly . create_agent . create_informant . create_multiagent . db_tbl . deactivate_steps . draft_validation . email_blast . email_create . export_report . file_tbl . from_github . game_revenue . game_revenue_info . get_agent_report . get_agent_x_list . get_data_extracts . get_informant_report . get_multiagent_report . get_sundered_data . get_tt_param . has_columns . incorporate . info_columns . info_columns_from_tbl . info_section . info_snippet . info_tabular . interrogate . log4r_step . pipe . print.action_levels . print.ptblank_agent . print.ptblank_informant . print.ptblank_multiagent . print.ptblank_multiagent_report.long . print.ptblank_tbl_scan . print.read_fn . print.tbl_store . print.x_list_i . print.x_list_n . read_disk_multiagent . reexports . remove_steps . row_count_match . rows_complete . rows_distinct . scan_data . serially . set_tbl . small_table . small_table_sqlite . snip_highest . snip_list . snip_lowest . snip_stats . specially . specifications . stock_msg_body . stock_msg_footer . stop_if_not . tbl_get . tbl_match . tbl_source . tbl_store . tt_string_info . tt_summary_stats . tt_tbl_colnames . tt_tbl_dims . tt_time_shift . tt_time_slice . validate_rmd . write_testthat_file . x_read_disk . x_write_disk . yaml_agent_interrogate . yaml_agent_show_exprs . yaml_agent_string . yaml_exec . yaml_informant_incorporate . yaml_read_agent . yaml_read_informant . yaml_write . 
Some associated R codes: action_levels.R . all_passed.R . col_count_match.R . col_exists.R . col_is_character.R . col_is_date.R . col_is_factor.R . col_is_integer.R . col_is_logical.R . col_is_numeric.R . col_is_posix.R . col_schema_match.R . col_vals_between.R . col_vals_decreasing.R . col_vals_equal.R . col_vals_expr.R . col_vals_gt.R . col_vals_gte.R . col_vals_in_set.R . col_vals_increasing.R . col_vals_lt.R . col_vals_lte.R . col_vals_make_set.R . col_vals_make_subset.R . col_vals_not_between.R . col_vals_not_equal.R . col_vals_not_in_set.R . col_vals_not_null.R . col_vals_null.R . col_vals_regex.R . col_vals_within_spec.R . column_roles.R . conjointly.R . create_agent.R . create_informant.R . create_multiagent.R . datasets.R . draft_validation.R . emailing.R . file_naming.R . get_agent_report.R . get_agent_x_list.R . get_data_extracts.R . get_informant_report.R . get_multiagent_report.R . get_sundered_data.R . has_columns.R . incorporate.R . info_add.R . interrogate.R . logging.R . object_ops.R . pipe.R . print.R . read_disk_multiagent.R . reexports.R . regex.R . remove_deactivate.R . row_count_match.R . rows_complete.R . rows_distinct.R . scan_data.R . serially.R . specially.R . steps_and_briefs.R . table_transformers.R . tbl_from_db.R . tbl_from_file.R . tbl_match.R . tbl_store.R . utils-output.R . utils-profiling.R . utils-specifications.R . utils-translations.R . utils.R . validate_rmd.R . write_testthat_file.R . yaml_exec.R . yaml_read_agent.R . yaml_read_informant.R . yaml_write.R . zzz.R .  Full pointblank package functions and examples
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