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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412645	CLM	Maria Carr	1943-07-21	UHC-71401-03	—	5483 Church St, Phoenix, AZ, 85002	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107503	ENR	Dorothy X Stone	2007-02-01	UHC-43891-11	5522082074	1753 Sage Ct, Miami, FL, 33122	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-133072	ENR	Mei Evans	1992-07-25	UHC-90914-81	2094818421	7885 Canyon Rd, Dallas, TX, 75202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427939	CLM	Chrristina Fields	1958-04-19	UHC-16525-76	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407164	CLM	Logan Lane	1953-01-13	UHC-29585-43	—	8325 River Rd, San Antonio, TX, 78264	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129526	ENR	Steven C Watkins	1956-06-02	UHC-18796-43	5079940693	5142 Broadway, Mesa, AZ, 85224	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-418150	CLM	Santiago Q Warren	1976-10-01	UHC-97597-12	—	542 Harbor Blvd, Mesa, AZ, 85248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-101120	ENR	Joshua N Boyd	1942-10-13	UHC-44465-98	6659110609	7685 Mesa Dr, Jacksonville, FL, 32212	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64340	TPA	Jdy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414043	CLM	Stephen Lawson	1974-09-03	—	—	5405 Valley View Dr, Denver, CO, 80244	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108737	ENR	Judith K Daniels	1941-03-13	UHC-61314-90	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-418831	CLM	Jose Richards	1995-02-10	—	7559058342	2591 Ocean Ave, Los Angeles, CA, 90066	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
ENR-114025	ENR	Wei Q Carroll	1995-02-10	UHC-10447-38	3265855563	1945 Ocean Ave, Nashville, TN, 37220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55718	TPA	Jean Graham	1961-08-15	—	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28292	PRV	Cynthia T Lawrence	1954-02-02	—	—	8533 Harbor Blvd, Denver, CO, 80256	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134796	ENR	Deborah Espinoza	1965-09-22	UHC-30342-49	8779945836	9057 Harbor Blvd, Charlotte, NC, 28280	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125206	ENR	Doris D Munoz	1997-04-16	UHC-02192-57	6333091902	7162 Pine Dr, Phoenix, AZ, 85059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-137446	ENR	John O Marshall	2000-04-14	UHC-46195-40	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115584	ENR	Berbara I Morrison	1993-09-03	UHC-16387-15	5503909587	3404 Apache Blvd, Austin, TX, 78707	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103908	ENR	Chritsian Powell	1951-10-20	UHC-89584-18	5026916416	5482 Union St, Scottsdale, AZ, 85228	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423498	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr, Los Angeles, CA, 90060	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-128669	ENR	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	2468 Union St, Houston, TX, 77056	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403040	CLM	Amber Woods	2002-02-01	—	—	7758 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141365	ENR	Valentina T Castillo	1975-01-19	UHC-20623-84	7863464099	2097 Sunset Blvd, San Antonio, TX, 78268	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26521	PRV	James Williams	1985-08-22	—	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-135633	ENR	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20647	PRV	Julie Hansen	1973-09-25	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430788	CLM	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142649	ENR	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430960	CLM	Amber C Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave Apt 16, Dallas, TX, 75273	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403270	CLM	Julai J Simpson	1946-02-27	UHC-55962-37	—	4726 Mesa Dr, Nashville, TN, 37231	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115410	ENR	Gregory T Harper	1950-12-20	UHC-80986-61	5295128998	3135 Willow Ct, Sacramento, CA, 95809	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136635	ENR	Isabella Q Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137292	ENR	Christopher P Peryr	1970-09-16	UHC-57512-28	—	3152 Willow Ct, Phoenix, AZ, 85086	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55649	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55648	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59524	TPA	Pamela Q Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62955	TPA	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59151	TPA	Jacqueline Vargas	1983-07-26	—	2274980011	9060 Mesa Dr, Houston, TX, 77082	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-134557	ENR	Abigail Carr	2000-10-15	UHC-85206-38	—	2810 Baseline Rd, Orlando, FL, 32805	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-134898	ENR	Victoria D Richards	—	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.66	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+1 more
ENR-128956	ENR	Frances G Hicks	1963-04-27	UHC-99257-33	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-115861	ENR	Julia W Lewis	1997-03-23	UHC-95120-24	3896493602	2160 Lake View Rd, San Antonio, TX, 78266	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416594	CLM	Jennifer Fernandez	1960-01-01	UHC-20507-63	—	4576 Main St, Tempe, AZ, 85238	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

8,263 rows, page 110 of 166Previous Next