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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121643	ENR	Donald Fuller	2001-03-15	UHC-15172-20	4125183821	8253 Baseline Rd, Chandler, AZ, 85235	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119254	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141816	ENR	Austin W Mendez	1990-06-18	UHC-14290-95	4734113246	2984 Spring St, Denver, CO, 80200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112033	ENR	Sharon Hayes	1966-09-22	UHC-60578-85	7914818448	7383 Washington St, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130117	ENR	Alice Green	1966-02-18	UHC-96241-04	4876959280	7806 Ocean Ave, Seattle, WA, 98186	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116834	ENR	Justin Jenkins	2001-04-23	UHC-39390-63	7803143492	2202 Harbor Blvd, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128662	ENR	Judy F Perkins	1981-12-19	UHC-49732-53	4363363888	7070 Park Pl, Eden Prairie, MN, 55383	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102632	ENR	Randy D Barnes	2000-03-03	UHC-19730-93	—	429 Union St, Houston, TX, 77094	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136176	ENR	William M Cook	2002-03-27	UHC-06442-14	8093256265	221 Baseline Rd, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126438	ENR	Jacqueline Chen	1958-01-23	UHC-83800-38	6346649211	6127 Market St, Jacksonville, FL, 32217	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113284	ENR	Olivia Franklin	1960-02-15	UHC-59523-42	4372832173	5392 Apache Blvd, San Diego, CA, 92148	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100956	ENR	Stephen Mrphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111927	ENR	Doris L Delgado	1989-02-12	UHC-79836-13	9426054284	1913 Hillcrest Rd, Tempe, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108757	ENR	Linda Richardson	1948-09-07	UHC-26607-58	6175671627	8758 Pine Dr, Orlando, FL, 32883	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126155	ENR	Justin Mendez	1971-04-01	UHC-91853-28	5952611585	7514 River Rd, Orlando, FL, 32813	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111525	ENR	Brenda Alvarado	1980-06-28	UHC-41851-99	4748922792	6602 Oak St, Jacksonville, FL, 32243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107688	ENR	Dylan F Stone	1980-08-01	UHC-90629-38	4733786248	9835 Jefferson Ave, Tampa, FL, 33640	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138069	ENR	Kyle Howell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124491	ENR	Alexannder Q Ray	1986-05-02	UHC-84597-48	5994177794	8891 Lincoln Way, Denver, CO, 80277	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138712	ENR	Abigail H Turner	1960-12-18	UHC-81001-64	2763606166	1536 Lake View Rd, Nashville, TN, 37272	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-119690	ENR	Obrien P Wei	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111366	ENR	Kyle T Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102069	ENR	Brenda Carpenter	1956-11-07	UHC-35786-55	5297747295	7772 Elm St, San Antonio, TX, 78240	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-112813	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112812	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139145	ENR	Sam L Danieels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117532	ENR	Paul Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118395	ENR	Scott M Tucker	1997-10-04	UHC-02776-64	7452525650	4290 Mesa Dr, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130824	ENR	Gaary Owens	1976-10-19	UHC-31774-69	4075179620	3992 Park Pl, Gilbert, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141616	ENR	Carol Lane	1971-04-14	UHC-55885-02	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106135	ENR	Marcus J Wells	1954-04-20	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131398	ENR	Joan Duncan	1993-05-04	UHC-84887-28	8332606249	1439 Park Pl, Houston, TX, 77074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115297	ENR	Brandon A Park	1957-07-13	UHC-88620-39	6249068280	1620 Willow Ct, Scottsdale, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
ENR-121857	ENR	Juan K Hall	1959-03-09	UHC-00284-66	4862670502	172 Washington St, Plano, TX, 75051	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139100	ENR	Kathy Herrera	1945-05-12	UHC-75560-68	3895554600	3859 Forest Ave, San Antonio, TX, 78231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117269	ENR	Jack Hicks	1993-02-23	UHC-25546-25	7477621709	4101 Hillcrest Rd, Charlotte, NC, 28299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123098	ENR	Zachary M Jenkins	1993-05-23	UHC-94606-11	4698708876	3919 Bayshore Dr, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106199	ENR	Mei Martin	1980-01-22	UHC-88675-81	5439217086	223 Union St, Las Vegas, NV, 89110	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135441	ENR	Bruce P Castro	2004-08-09	UHC-77062-42	5125950631	3158 River Rd, Fresno, CA, 93731	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106307	ENR	Thomas D Matthews	1986-10-08	UHC-26458-46	7183952497	5233 Camelback Rd, Nashville, TN, 37299	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124593	ENR	Noah N Franklin	1995-04-02	UHC-97712-18	6548000037	2280 Ocean Ave, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136043	ENR	Patricia T Mills	1947-01-11	UHC-70712-83	3889971823	1701 Mesa Dr, Houston, TX, 77012	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125486	ENR	Kimberly Rojas	1960-10-26	UHC-76532-99	2509481927	7233 Jefferson Ave, Chandler, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135790	ENR	Samuel F Weaver	1995-11-10	UHC-59511-37	—	7528 Central Ave, Mesa, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120346	ENR	Randy K Soto	1969-03-03	UHC-79800-96	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113101	ENR	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121349	ENR	Stephen D Robertson	1988-10-19	UHC-23721-99	4486576904	5751 Meadow Ln, Charlotte, NC, 28244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122149	ENR	David U Chapman	1956-09-28	UHC-21154-82	6808289950	7079 Willow Ct, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 127 of 280Previous Next