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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109586	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-22690	PRV	Josaph Lewis	1946-01-13	UHC-59337-92	4262786896	6639 Mountain View Dr, Gilbert, AZ, 85244	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-102380	ENR	Bryan M Alexander	1944-10-21	UHC-50665-19	6482125805	3432 Baseline Rd, Phoenix, AZ, 85047	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25625	PRV	Kevin Wheeler	1946-04-21	UHC-17930-18	8429192611	6231 Broadway, Plano, TX, 75022	0.80	Two-digit birth year Address re-cased City re-cased Placeholder values cleared
CLM-425890	CLM	Randy Edwards	1967-04-07	UHC-90277-38	9118890062	1054 Washington St, Miami, FL, 33128	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421756	CLM	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431319	CLM	Joe Thomas	2007-03-01	UHC-54570-05	—	—	0.80	Name re-cased Two-digit birth year Email lower-cased Placeholder values cleared
ENR-108366	ENR	Valdez V Sean	2002-06-08	UHC-16849-96	2084481452	5199 Lincoln Way, Minneapolis, MN, 55488	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-124062	ENR	Madison I George	1973-08-01	UHC-26319-52	8604444992	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
CLM-420165	CLM	Chris Jimenez	2000-08-25	UHC-90658-11	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62096	TPA	Mei Vasquez	1958-03-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55789	TPA	Diiana Jacobs	1955-07-17	—	2874254739	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122895	ENR	Jessica Rios	2005-04-05	UHC-87029-29	4848585426	656 Hillcrest Rd, Jacksonville, FL, 32277	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
CLM-402401	CLM	Cheryl Z King	1968-09-10	—	5733546069	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405185	CLM	Watson P Austin	1998-06-16	—	—	7865 Highland Ave, Minneapolis, MN, 55425	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422656	CLM	Gary Myers	1981-04-13	—	—	5636 Ridge Rd, Fresno, CA, 93701	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-106137	ENR	Christina K Edwards	1988-05-02	UHC-48121-67	2938790886	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138043	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	6638 Camelback Rd, San Antonio, TX, 78299	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123352	ENR	Grace Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-52144	TPA	Catherine Fosteer	1998-10-10	—	—	6272 River Rd, Miami, FL, 33115	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-121064	ENR	Joseph Colle	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Two-digit birth year Phone reformatted City re-cased Plan code upper-cased
CLM-419017	CLM	Richard Snyder	1942-06-12	—	—	2861 Main St, Chandler, AZ, 85246	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418298	CLM	Billy K Gardner	1991-12-14	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-22013	PRV	Carol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-63505	TPA	Harod Howell	1939-01-19	—	—	300 Washington St, Nashville, TN, 37219	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
CLM-432763	CLM	Brenda G Elliott	1954-10-24	UHC-48551-68	—	4133 Apache Blvd, Miami, FL, 33129	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-418526	CLM	Hiroshi Powell	1951-07-05	UHC-87923-96	—	7769 Camelback Rd, Tucson, AZ, 85759	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
ENR-135804	ENR	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118781	ENR	Emily F Schultz	1965-04-05	UHC-94615-23	8202760943	6242 Main St, Fresno, CA, 93762	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
TPA-50859	TPA	Maria James	2001-11-10	—	—	9109 Broadway, Orlando, FL, 32841	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-415332	CLM	Nancy Boyd	1967-04-18	—	4295382034	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-112446	ENR	Timothy Perez	1940-01-24	UHC-45125-91	8733213078	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422530	CLM	Mariana Rios	1962-04-19	UHC-75754-51	8695158736	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-418047	CLM	Joey Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-136437	ENR	Christina X Estrada	1969-02-07	UHC-05394-63	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
TPA-60555	TPA	Katherine Wilson	1969-09-03	—	—	2813 Market St, Eden Prairie, MN, 55330	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424676	CLM	Jerry M Lawrence	1950-12-23	—	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-121569	ENR	Bryan Y Rogers	1943-10-08	UHC-70108-52	7809418520	6623 Mountain View Dr, Phoenix, AZ, 85082	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
TPA-51526	TPA	Danielle Bradley	1946-04-12	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404449	CLM	Justin Crawford	1982-10-08	—	—	3216 Park Pl, Houston, TX, 77003	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-55847	TPA	Judith Henry	1968-07-02	—	9412418220	7256 Willow Ct, Fresno, CA, 93788	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419541	CLM	Charlotte Dixon	1943-10-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408366	CLM	Sean V Owens	1984-01-05	UHC-64788-47	—	5632 Baseline Rd, San Diego, CA, 92137	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-431700	CLM	Anna Rice	1938-09-07	UHC-08508-68	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-128323	ENR	Mark Bryant	1993-06-04	UHC-04722-78	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131620	ENR	Brenda James	1960-03-27	UHC-35971-13	3807734134	4677 Valley View Dr, Minneapolis, MN, 55493	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421222	CLM	Christian B Butler	1982-04-27	—	2716317792	9899 River Rd, Glendale, AZ, 85372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416771	CLM	Josshua Shaw	1977-03-20	UHC-83625-46	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-139166	ENR	Banks Shirley	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd, Charlotte, NC, 28255	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-103525	ENR	Thoas G Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

6,661 rows, page 113 of 134Previous Next