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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126054	ENR	Joyce Singh	1981-04-16	UHC-91644-05	—	5268 Bayshore Dr, Austin, TX, 78767	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-121691	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413821	CLM	Logan T Phillips	1962-04-09	UHC-41116-08	—	2237 Market St, Seattle, WA, 98118	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24428	PRV	Mariana M Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109360	ENR	Nicholas Gibson	1948-06-11	UHC-65344-16	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
CLM-417946	CLM	Kevin Cunningham	1962-09-09	—	—	9629 Cedar Ln, Gilbert, AZ, 85264	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53117	TPA	Christian Yang	1945-08-01	—	—	8005 Willow Ct, Austin, TX, 78785	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-120658	ENR	Michelle King	1974-07-25	UHC-13873-93	—	1773 Indian School Rd, Eden Prairie, MN, 55331	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413927	CLM	Sean Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137403	ENR	Lori Parker	1954-02-10	UHC-63572-41	—	1144 Mountain View Dr, Columbus, OH, 43280	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-117419	ENR	Pamela G Stephens	1945-12-01	UHC-17231-54	—	4386 Valley View Dr, Mesa, AZ, 85263	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108392	ENR	Judith H Collins	1940-07-01	UHC-17083-49	—	3939 Oak St, Scottsdale, AZ, 85221	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-63842	TPA	Carl Sims	1963-06-26	—	—	3056 Indian School Rd, Tucson, AZ, 85781	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-421490	CLM	Eugene Diaz	2001-07-02	UHC-33392-38	—	6968 Main St, Atlanta, GA, 30367	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427685	CLM	Jesse Peterson	1963-11-24	—	—	3424 Maple Ave, Los Angeles, CA, 90098	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-121995	ENR	Peter L Bennett	1998-11-28	UHC-67821-43	—	9378 Cedar Ln, Tempe, AZ, 85255	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-425517	CLM	Grace Garza	1949-03-05	—	—	63 Elm St, Scottsdale, AZ, 85201	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27695	PRV	Emily Lucas	1987-03-01	—	—	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-131564	ENR	Danielle Chavez	1959-10-09	UHC-38445-56	—	3906 Main St, Austin, TX, 78727	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62917	TPA	Sophia Mendoza	2002-02-04	—	—	2611 Lake View Rd, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137642	ENR	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138446	ENR	Adam A Murray	1965-11-04	UHC-44804-05	—	474 Pine Dr, Columbus, OH, 43242	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423351	CLM	Martha Z Elliott	1939-10-21	UHC-66010-71	—	2668 Ridge Rd, Orlando, FL, 32809	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119662	ENR	Andy S Banks	1956-07-22	UHC-26341-52	—	4132 Willow Ct, Eden Prairie, MN, 55335	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-52524	TPA	Luis Richardson	1990-06-10	—	—	7253 Elm St, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-55229	TPA	Aisha Kelley	1946-11-03	—	—	5803 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422819	CLM	Kathleen Fowler	2000-06-27	—	—	6825 Canyon Rd, Minneapolis, MN, 55499	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101994	ENR	Gloria I Perrry	1954-11-27	UHC-93729-34	—	4828 Apache Blvd, Tampa, FL, 33603	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
ENR-136952	ENR	Jerry Mendez	1963-06-22	UHC-35334-30	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124549	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124548	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105271	ENR	Kyle E Simpson	2007-04-15	UHC-10810-94	—	621 Palm Dr, Plano, TX, 75092	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-112173	ENR	Joshua T Roberts	1963-03-27	UHC-94013-86	—	9038 Washington St, Columbus, OH, 43202	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50360	TPA	Billy Medina	1989-09-14	UHC-16597-76	—	810 Washington St, Sacramento, CA, 95868	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129362	ENR	Abigail E Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd, Tucson, AZ, 85746	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104507	ENR	Ryamond V Riley	1973-12-25	UHC-77200-05	—	375 Market St, Scottsdale, AZ, 85269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-127570	ENR	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-103115	ENR	Laura Bowman	1941-07-02	UHC-28497-28	—	6430 Ocean Ave, Jacksonville, FL, 32216	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129109	ENR	Jennifer N Lopez	1953-04-17	UHC-10266-57	—	9814 Ridge Rd, Chandler, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-121868	ENR	Kenneth T Wheeler	1968-10-04	UHC-94963-83	—	3005 Sunset Blvd, Tampa, FL, 33679	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431164	CLM	Rachel Walker	1993-07-16	UHC-21829-60	—	5745 Willow Ct, Denver, CO, 80251	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more

2,021 rows, page 21 of 41Previous Next