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-24306	PRV	Steven George	1971-03-07	UHC-39607-73	8165342757	1231 Park Pl, Los Angeles, CA, 90067	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-126595	ENR	Michael Sanders	1990-11-01	UHC-59749-51	8158959564	8657 Mesa Dr, Scottsdale, AZ, 85200	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-103037	ENR	Hiroshi Lawrence	2005-09-10	UHC-75535-02	9075599530	8338 Cedar Ln, Tucson, AZ, 85797	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-102785	ENR	Catherine S Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St, Austin, TX, 78756	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-432493	CLM	Roger Martinze	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln, Phoenix, AZ, 85049	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118301	ENR	Marquez W Rachel	1940-11-11	UHC-02215-23	8345952601	4606 Valley View Dr, Miami, FL, 33185	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-114451	ENR	Stephen Reid	1943-06-13	UHC-93289-64	6675725961	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-416446	CLM	Charlote Lopez	1983-09-27	UHC-22887-94	5137336497	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-20382	PRV	Julia Sanders	1990-03-17	UHC-75221-78	9889045241	9533 Washington St, Denver, CO, 80232	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
PRV-26485	PRV	Priya H Ortiz	1943-10-11	UHC-82529-11	6228358243	3640 Lake View Rd, Dallas, TX, 75241	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-118002	ENR	Aaron Medina	1995-01-13	UHC-76167-82	6896375123	8141 Jefferson Ave, Miami, FL, 33176	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-22942	PRV	Michelle King	1961-02-12	UHC-59271-80	4842418246	973 Maple Ave, Jacksonville, FL, 32293	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-58289	TPA	Willie Walsh	1986-02-01	UHC-20447-25	—	408 Sage Ct, Scottsdale, AZ, 85249	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-135022	ENR	Jordan B Taylor	1974-02-22	UHC-73953-94	2359329202	7853 Market St, Atlanta, GA, 30316	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-401640	CLM	Charles Marquez	1991-05-09	UHC-90696-28	5675652015	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408800	CLM	Emma Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-132205	ENR	Debra Mendez	1960-06-24	UHC-40056-84	3072035142	4030 Palm Dr, Charlotte, NC, 28247	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-103322	ENR	Olivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-22727	PRV	Cynthia Elliott	2007-09-02	UHC-38722-48	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-129045	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	—	1620 Broadway, Tampa, FL, 33697	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-119781	ENR	Roger S Jenkins	1963-11-05	UHC-02468-30	2328949448	5938 Lake View Rd, Tampa, FL, 33610	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-140881	ENR	Nancy Rios	1977-12-11	UHC-76965-35	—	9570 Broadway, Scottsdale, AZ, 85294	0.90	Name re-cased Member ID reformatted Address re-cased Whitespace trimmed+1 more
ENR-121223	ENR	Bety McOy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407068	CLM	Nathan Reid	2006-12-04	UHC-40503-63	4882185012	5762 Jefferson Ave, Miami, FL, 33164	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-130064	ENR	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-404792	CLM	Patick N Spencer	2007-05-02	UHC-96131-84	4588726298	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-416218	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA, 98105	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-412154	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-125964	ENR	Mason Rios	1939-11-04	UHC-42367-40	6206076140	2850 Valley View Dr, Tampa, FL, 33690	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-140685	ENR	Philip Day	1959-06-01	UHC-67344-68	8455978616	5260 Lincoln Way, Eden Prairie, MN, 55374	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-130516	ENR	Gloria Hart	2008-12-23	UHC-42892-41	2784134002	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-130517	ENR	Gloria Hart	2008-12-23	UHC-42892-41	2784134002	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-110240	ENR	Logan Pena	1939-08-08	UHC-55776-56	4029275385	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-121633	ENR	Gregory F Campbell	2003-06-18	UHC-38030-55	6878780418	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-127122	ENR	Marcus P Sims	2001-04-04	UHC-54250-06	9367211415	9274 Canyon Rd, Miami, FL, 33180	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-111476	ENR	Priya S Mendoza	1945-11-14	UHC-71374-78	5076560228	8804 Indian School Rd, Seattle, WA, 98148	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28874	PRV	Terry Payne	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-123032	ENR	Logan K Rodriguez	1954-04-15	UHC-67574-82	2494934696	7853 Sage Ct, Houston, TX, 77078	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-415351	CLM	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-112544	ENR	Sharon C Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln, Seattle, WA, 98157	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
TPA-63573	TPA	Diego Weaver	1970-08-19	UHC-97229-55	4447441769	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-103842	ENR	Virginia F Delgado	1962-04-03	UHC-25625-24	5676392000	8879 Ocean Ave, Denver, CO, 80215	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-131458	ENR	Jason Hansen	1997-01-02	UHC-32934-16	8988894308	4063 Broadway, Sacramento, CA, 95866	0.90	Member ID reformatted Address re-cased Email lower-cased Whitespace trimmed+1 more
ENR-133050	ENR	Philip Hunt	1940-12-03	UHC-75677-47	9853716230	3806 Forest Ave, Denver, CO, 80280	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-108921	ENR	Jean Myers	1977-02-04	UHC-89681-88	4287338255	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404788	CLM	Robert D Gray	2002-09-01	UHC-59499-59	2015048198	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-135537	ENR	Josh D Herrera	1954-10-01	UHC-29222-37	—	8343 Washington St, Columbus, OH, 43249	0.90	Date of birth reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-117188	ENR	Cynthia Mejia	1957-06-17	UHC-80006-11	5234744072	8021 Spring St, Austin, TX, 78792	0.90	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416177	CLM	Alice Marshall	1941-03-24	UHC-00664-46	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23177	PRV	Adam C Wilson	1956-05-18	UHC-39581-26	6155663239	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more

7,723 rows, page 130 of 155Previous Next