Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26711	PRV	Zachary Olosn	1993-09-06	UHC-00455-39	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
PRV-20665	PRV	Nancy Bennett	1940-03-16	UHC-28664-92	—	7655 Bayshore Dr, Denver, CO, 80244	0.94	Member ID reformatted City re-cased Placeholder values cleared
ENR-135801	ENR	Walter O Rios	1952-07-13	UHC-21725-87	6014480537	9491 Palm Dr, Minneapolis, MN, 55481	0.94	Member ID reformatted State code upper-cased Whitespace trimmed
PRV-21746	PRV	Donald Martin	1980-01-17	UHC-71366-28	—	4944 Sage Ct, Gilbert, AZ, 85249	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-133278	ENR	Maria Harvey	1994-05-06	UHC-32593-76	4674000752	9230 Meadow Ln, Tampa, FL, 33697	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-400830	CLM	Hannah Burke	2008-11-14	UHC-00120-23	2619341416	—	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-128273	ENR	Jerry Snyder	1941-11-04	UHC-85540-15	7604559527	6694 Grand Ave, Mesa, AZ, 85222	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-139303	ENR	James Carrr	1972-06-13	UHC-63999-89	4798390086	6601 Washington St, Atlanta, GA, 30369	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-431798	CLM	Sam Gibson	1957-09-02	UHC-11351-96	8212015556	—	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
CLM-410736	CLM	Susan Gordon	1961-11-23	UHC-75486-27	4422576365	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-111863	ENR	Jason King	1996-04-09	UHC-21621-71	8849268391	5932 Central Ave, Sacramento, CA, 95865	0.94	Name re-cased Date of birth reformatted Member ID reformatted
ENR-136165	ENR	Mateo Burke	1965-01-21	UHC-46489-27	2373150012	7650 Meadow Ln, Eden Prairie, MN, 55335	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-111911	ENR	Alice B Reid	1950-07-06	UHC-19821-29	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
ENR-134381	ENR	Helen N Wagner	1999-06-21	UHC-75791-40	5417787587	7248 Union St, Atlanta, GA, 30341	0.94	Name re-cased Date of birth reformatted Member ID reformatted
CLM-422118	CLM	Eric Hudson	2008-12-03	UHC-87974-59	—	8745 Church St, Minneapolis, MN, 55422	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-412286	CLM	Janice Cook	1946-04-28	UHC-48502-58	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-128298	ENR	Mark S Silva	1987-12-04	UHC-60513-26	9058562644	7641 Ocean Ave, Chandler, AZ, 85251	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-427214	CLM	Ashley Bowman	1954-07-27	UHC-55178-78	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-113725	ENR	Nathan S Sanchez	1949-11-13	UHC-34921-74	9796243503	4029 Pine Dr, Houston, TX, 77093	0.94	Name re-cased Date of birth reformatted Member ID reformatted
ENR-123840	ENR	Marc Hansen	1940-03-12	UHC-18688-64	4696992761	8183 Ocean Ave, Phoenix, AZ, 85012	0.94	Member ID reformatted City re-cased Email lower-cased
CLM-407223	CLM	Glria Rogers	1984-03-18	UHC-45329-47	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-128609	ENR	Patricia Olson	1953-11-07	UHC-37185-65	—	941 Apache Blvd, Houston, TX, 77004	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108187	ENR	Timothy Berry	1976-03-12	UHC-17139-84	7572035779	422 Meadow Ln, Minneapolis, MN, 55414	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-114277	ENR	Yuki Gonzales	2002-03-20	UHC-49388-15	9405014228	4234 Spring St, Scottsdale, AZ, 85285	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-127245	ENR	Bruce Little	2005-07-13	UHC-78347-27	6874530317	9552 Sunset Blvd, Chandler, AZ, 85258	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-425607	CLM	Jessica A Bishop	1984-09-18	UHC-48419-13	8856276134	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108699	ENR	Julie Burton	1953-11-27	UHC-96809-89	6838665687	7290 Central Ave, Orlando, FL, 32892	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-402481	CLM	Alexander Gonzales	1989-02-09	UHC-11257-10	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-106095	ENR	Juan Mendez	1945-09-16	UHC-10330-89	2369962654	6100 Oak St, Mesa, AZ, 85249	0.94	Phone reformatted Member ID reformatted City re-cased
CLM-415293	CLM	Kathryn Contreras	1952-04-19	UHC-21639-91	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-102948	ENR	Arthur Mills	1986-10-20	UHC-01562-20	7347440962	9837 Jefferson Ave, Atlanta, GA, 30303	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-431462	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-62275	TPA	Samuel Yang	1982-10-08	UHC-03605-29	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-114841	ENR	William Z Coleman	2004-12-19	UHC-42116-52	5102166989	2790 Forest Ave, Mesa, AZ, 85200	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-105423	ENR	Elijah Reyes	1945-05-10	UHC-97983-29	2064907061	9605 Valley View Dr, Fresno, CA, 93700	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
PRV-23338	PRV	Elijah Weber	1993-09-16	UHC-76995-58	—	6572 Washington St, Fresno, CA, 93780	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-25180	PRV	Charlotte H Kelley	1940-03-07	UHC-02328-25	8615679243	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-107793	ENR	Alice L Carroll	1942-01-23	UHC-75132-67	5076189792	7367 Pine Dr, Sacramento, CA, 95833	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
ENR-121376	ENR	Teresa Medina	1959-09-08	UHC-11258-76	8212934749	6674 Central Ave, Denver, CO, 80272	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417389	CLM	Helen Wallace	2006-03-25	UHC-46407-62	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417388	CLM	Helen Wallace	2006-03-25	UHC-46407-62	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-121890	ENR	Samantha D Henderson	1945-01-13	UHC-28244-02	5783864169	—	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-111697	ENR	Martha U Rogers	1985-10-22	UHC-41752-65	2448379118	3839 Jefferson Ave, Denver, CO, 80272	0.94	Phone reformatted Member ID reformatted City re-cased
CLM-416256	CLM	Philip Marshall	1941-02-24	UHC-91665-33	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420888	CLM	Doris Bradley	1946-08-01	UHC-50453-29	—	158 Cedar Ln, Orlando, FL, 32883	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-134612	ENR	Cheryl Alvarez	1938-01-25	UHC-05151-16	—	9105 Baseline Rd, Orlando, FL, 32875	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-136900	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-113905	ENR	Alice B Pierce	1941-03-26	UHC-24760-22	3804030869	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-422491	CLM	Kevin Gordon	1971-10-03	UHC-08655-80	—	1023 Ridge Rd, Gilbert, AZ, 85227	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-424866	CLM	Ashley Cox	1973-08-17	UHC-39698-83	—	4384 Spring St, Denver, CO, 80234	0.94	Name re-cased Member ID reformatted Placeholder values cleared

7,723 rows, page 146 of 155Previous Next