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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55808	TPA	Bruce Hcks	1978-02-20	—	—	632 Sunset Blvd, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
TPA-58231	TPA	Randy Burke	1948-05-15	—	—	1425 River Rd, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-142239	ENR	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421988	CLM	Janice Riley	2007-10-04	—	2013264299	7419 Spring St, San Antonio, TX, 78228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-62222	TPA	Margaret Jensen	1954-12-27	—	—	5804 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-139739	ENR	Jesse K Flores	2008-11-16	UHC-66809-51	7519891705	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-406219	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-140777	ENR	Lawrence E Hansen	1988-02-04	UHC-08508-41	3675128277	2358 Meadow Ln, Miami, FL, 33103	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411625	CLM	Sofia Diaz	1946-07-22	UHC-68006-93	—	5821 Church St, San Antonio, TX, 78246	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57995	TPA	Victoria I Peterson	2004-03-17	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-416234	CLM	Walter Garcia	1973-08-07	UHC-07415-31	—	723 Maple Ave, Miami, FL, 33117	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131902	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61946	TPA	Marcus Ford	1973-01-02	—	—	4043 Washington St, Eden Prairie, MN, 55344	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-106058	ENR	Jason King	1976-08-06	UHC-08657-37	8065873303	9255 Palm Dr, Fresno, CA, 93751	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-402274	CLM	Adam Collyns	1979-12-23	UHC-52575-77	4665721146	4869 Willow Ct # 683, Columbus, OH, 43290	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-410680	CLM	Bobby Henderson	1995-04-15	—	5709873670	9539 Mesa Dr Apt 2, Los Angeles, CA, 90027	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-130761	ENR	Evelyn Hill	1942-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138791	ENR	Christtopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St, Tucson, AZ, 85776	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21817	PRV	Henry Snyder	1946-09-18	—	3918930872	4659 Church St, Houston, TX, 77029	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425500	CLM	Randy Gonsales	2005-02-16	—	4075431196	7227 Washington St Apt 40, Denver, CO, 80267	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-105648	ENR	Alan Hughes	1999-08-02	UHC-66937-28	2263422473	7184 Highland Ave, Glendale, AZ, 85369	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421204	CLM	Kathleen Santiago	1943-10-11	—	—	3108 Apache Blvd, Las Vegas, NV, 89163	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407627	CLM	Frances West	1971-03-02	UHC-96840-78	4808890299	4234 Harbor Blvd, Houston, TX, 77069	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119873	ENR	Virginia Garrett	1989-01-04	UHC-92042-53	6719892736	380 Apache Blvd, Tucson, AZ, 85760	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-103901	ENR	Betty L Sullivan	1949-01-03	UHC-92313-03	7915438656	14 Lake View Rd, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
CLM-408719	CLM	Susan Chavez	1981-09-21	UHC-26482-42	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135919	ENR	Bobby Y Adams	1989-06-09	UHC-59563-88	2808408769	822 Main St, Tucson, AZ, 85799	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-135244	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134523	ENR	Aaron O Moore	1995-06-17	UHC-40687-94	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103875	ENR	Henry Rios	1970-04-01	UHC-05742-93	9693224804	8939 Maple Ave, San Diego, CA, 92111	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-141015	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	9143633518	7244 Oak St, Miami, FL, 33179	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431854	CLM	Mateo Q Ortiz	1968-01-20	—	7104053784	9079 Grand Ave # 589, Austin, TX, 78791	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-419331	CLM	Samuel Washington	1976-07-18	UHC-41066-05	—	8443 Spring St, Atlanta, GA, 30357	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-101605	ENR	Sam D Lynch	1941-09-16	UHC-07707-06	7803507159	5944 Maple Ave, Tucson, AZ, 85759	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-50815	TPA	Gabriel Hanson	1981-07-24	—	8286453056	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-412888	CLM	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417920	CLM	Patrick Meyer	1952-03-22	UHC-05803-05	6454029937	6386 Sage Ct, Dallas, TX, 75260	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-418188	CLM	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ, 85250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414543	CLM	Sharon Z Walsh	1952-05-11	—	—	9734 Union St, Tampa, FL, 33643	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51799	TPA	Emily Rojas	1973-08-11	—	4547015886	3655 Market St, Las Vegas, NV	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more

16,828 rows, page 216 of 337Previous Next