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
TPA-63249	TPA	Ralph Porter	1943-05-08	—	8318631985	2418 Valley View Dr, Nashville, TN, 37262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139532	ENR	Sandra H Reynolds	1946-05-23	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137133	ENR	Janice Sto	1955-05-28	UHC-96551-62	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-424317	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131528	ENR	Jose F Powell	1944-05-22	UHC-96914-98	5175134559	3607 Palm Dr, San Diego, CA, 92141	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57117	TPA	Steven Young	1950-05-13	—	—	6301 Ocean Ave, Las Vegas, NV, 89102	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-117436	ENR	Kyle Watkins	1986-09-24	UHC-09482-52	—	24 Union St, Glendale, AZ, 85302	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137213	ENR	Stephanie T Espinoza	1942-07-21	UHC-27835-46	3983737624	1618 Washington St, Glendale, AZ, 85353	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-127341	ENR	Joe Z Carlson	1974-02-08	UHC-73768-75	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53261	TPA	Gloria Fowler	1964-09-07	—	—	6908 Sage Ct, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404342	CLM	Emily Bell	2008-06-26	UHC-21783-69	—	1694 Harbor Blvd, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-412576	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave, Chandler, AZ, 85201	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115507	ENR	Teresa S Knight	1969-10-26	UHC-05402-97	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122454	ENR	Aisha K Roberts	1980-11-07	UHC-45959-65	2374620615	8827 Lincoln Way, Minneapolis, MN, 55451	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400753	CLM	Christina Peters	1943-10-27	—	—	474 Canyon Rd, Mesa, AZ, 85275	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138709	ENR	Wayne Payne	1974-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418225	CLM	Mariana Reid	1995-07-20	—	—	7707 Central Ave, Tempe, AZ, 85268	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402196	CLM	Susan Morris	1958-03-10	—	8002943029	6814 Baseline Rd, Jacksonville, FL, 32291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28809	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109827	ENR	Santiago Black	1951-12-04	UHC-04410-16	7284474573	2384 Camelback Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-58518	TPA	Kayla Grent	1939-01-16	—	3166447406	3675 Market St, Glendale, AZ, 85327	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22619	PRV	Nicole Arnold	1998-05-01	—	9122222367	7966 Market St, Fresno, CA, 93733	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62397	TPA	Christian D King	1952-07-18	—	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428744	CLM	William Shaw	1971-12-02	UHC-72752-11	—	5065 Lake View Rd, Los Angeles, CA, 90025	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135397	ENR	Billy T Dean	1982-09-27	UHC-18419-83	9336265801	969 Valley View Dr, San Antonio, TX, 78202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127654	ENR	Madison Tucker	1963-10-17	UHC-87905-69	2093770449	5673 River Rd, Columbus, OH, 43220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123296	ENR	Ryan Chen	1963-04-11	UHC-69720-39	8739516905	4269 Maple Ave, San Diego, CA, 92151	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-129057	ENR	Roger Y Rivera	2006-07-08	UHC-22785-78	2048346714	4497 Forest Ave, Los Angeles, CA, 90084	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421763	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-126449	ENR	Grace Espinoza	1963-01-08	UHC-25192-82	2886636749	466 Willow Ct, Las Vegas, NV, 89161	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-115966	ENR	Sihrley Gibson	1981-01-24	UHC-25275-60	2069689811	3863 Willow Ct, Dallas, TX, 75213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428120	CLM	Sandrra Mendoza	1964-03-11	UHC-30072-32	3094317094	2553 Apache Blvd, Sacramento, CA, 95813	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428314	CLM	David Romero	2006-04-11	—	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120689	ENR	Aisha Patel	1941-10-21	UHC-23687-29	7244740312	465 Lincoln Way, Houston, TX, 77003	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-423036	CLM	Camila Guuerrero	1977-02-06	UHC-45067-31	—	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420331	CLM	Kyle H Smith	1984-10-21	UHC-47052-61	—	2161 Jefferson Ave, Orlando, FL, 32827	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-407276	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX, 77033	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401501	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	7779774847	5497 Main St, Columbus, OH, 43277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135831	ENR	Brian Jacobs	2001-11-04	UHC-22822-80	4245745244	6051 Valley View Dr, Jacksonville, FL, 32239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123627	ENR	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-53654	TPA	Thomas Richardson	1996-01-21	—	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407290	CLM	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 104 of 166Previous Next