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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140597	ENR	Charlotte Chapman	1979-11-17	UHC-57418-29	4075991025	3896 Church St, Miami, FL, 33103	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124432	ENR	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave, Scottsdale, AZ, 85207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123160	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123161	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136935	ENR	Logan J Larson	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113774	ENR	Janice J Russell	1954-07-22	UHC-82902-77	3635133487	4026 Camelback Rd, San Antonio, TX, 78245	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135999	ENR	Fatima Z Morgan	1999-05-22	UHC-94906-30	8285576908	5820 Baseline Rd, Las Vegas, NV, 89180	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112917	ENR	Jerry L Nelson	2005-05-26	UHC-34021-91	8483190273	4180 Apache Blvd, Charlotte, NC, 28250	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118508	ENR	Margaret A Olson	1958-11-22	UHC-41517-04	4358121706	222 Desert Sky Blvd, Gilbert, AZ, 85284	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141316	ENR	Pamela Young	—	UHC-52866-41	9883237413	3553 River Rd Apt 38, Columbus, OH, 43280	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-116497	ENR	Priay Wright	1951-01-21	UHC-02911-90	4283327125	6085 Baseline Rd, Jacksonville, FL, 32223	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108247	ENR	Cheryl N Scott	1991-02-23	UHC-34552-42	3889988992	8386 Lake View Rd, Tempe, AZ, 85200	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-100410	ENR	Kelly Hugehs	1982-12-05	UHC-94709-09	2303809948	2624 Park Pl, Orlando, FL, 32892	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101676	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101675	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121329	ENR	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103430	ENR	Melissa Hart	2005-02-10	UHC-06739-23	3355163640	4588 Baseline Rd, Atlanta, GA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-103296	ENR	Mateo Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way # 814, Las Vegas, NV, 89146	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120155	ENR	Julie Allen	2006-07-18	UHC-71841-70	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110775	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117553	ENR	Mateo N Bowman	—	UHC-22409-06	2692096715	4933 Bayshore Dr, Glendale, AZ, 85359	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-107560	ENR	OJunk	1991-05-19	—	3354668249	2636 Highland Ave, Sacramento, CA, 95889	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-140045	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	6056329565	2008 Ocean Ave, Dallas, TX, 75253	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114560	ENR	Sophia Miller	2004-08-07	—	5386532881	9556 Canyon Rd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132900	ENR	Ahmed Rose	1972-11-01	UHC-11855-20	9007684149	4535 Camelback Rd # 907, Seattle, WA	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-138795	ENR	Jonathan Bryant	—	UHC-15588-86	2879156837	8590 Apache Blvd, San Antonio, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-141552	ENR	Billy R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd Apt 31, Seattle, WA, 98155	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102128	ENR	Aronld G Cheryl	1939-07-17	UHC-49778-27	9474471899	1883 Canyon Rd, Chandler, AZ, 85280	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103358	ENR	Julie E Olson	1972-11-08	UHC-69723-76	5783076515	2676 Hillcrest Rd, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137078	ENR	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127561	ENR	Mason W Howard	1981-02-03	UHC-97472-90	9555254327	2216 Church St, Jacksonville, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121404	ENR	Lisa Bishop	1946-04-25	UHC-70027-59	4555713543	5476 Mesa Dr, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105726	ENR	UJunk	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112856	ENR	Patrick Marquez	1995-05-22	UHC-59828-36	5522401961	4295 Apache Blvd, Austin, TX, 78754	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116683	ENR	Tyler Barnes	1942-05-11	UHC-01576-41	5726123637	7124 Market St # 346, Chandler, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131549	ENR	Lori WJunk	1951-03-15	UHC-50744-71	4456517797	3221 Canyon Rd, Minneapolis, MN, 55406	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
ENR-118974	ENR	Janice K Richards	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-135731	ENR	Isabella R Wong	2002-04-02	UHC-26829-40	2143931205	7567 Sage Ct, Gilbert, AZ, 85263	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-112543	ENR	Nancy I Salazar	1981-03-05	UHC-90313-65	8346663805	5548 Sage Ct, Columbus, OH, 43296	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-104202	ENR	Ruth M Hill	—	UHC-49852-18	3805349906	557 Jefferson Ave, Plano, TX, 75028	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 46 of 564Previous Next