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

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428788	CLM	Omar Pena	1945-10-04	UHC-29214-87	5416597849	5332 Church St, Scottsdale, AZ, 85282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
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-411135	CLM	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.80	Name re-cased Phone reformatted State name converted to code 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
CLM-402345	CLM	Ana Singh	1965-06-17	—	—	1586 Park Pl, Sacramento, CA, 95875	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410729	CLM	Anthony Burton	1956-11-09	UHC-76511-82	9226340929	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-404871	CLM	Nancy W Estrada	—	UHC-01826-54	7916365612	7743 Oak St, Phoenix, AZ, 85092	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
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-426912	CLM	Sue Morrison	1959-02-28	UHC-92801-47	—	2746 Apache Blvd, Denver, CO, 80252	0.80	Name re-cased Gender normalised Whitespace trimmed 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
CLM-414667	CLM	Aisha Lynch	2007-10-27	UHC-31746-73	—	9056 Indian School Rd, Atlanta, GA, 30356	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420871	CLM	Donna Cok	1978-02-12	—	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-430186	CLM	Runald Thomas	1999-03-07	UHC-18112-04	6868544321	700 Grand Ave, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410959	CLM	Valentina Yang	1943-08-22	UHC-72593-31	—	2679 Sunset Blvd, Seattle, WA, 98131	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-401274	CLM	Mark McDonald	1989-02-06	UHC-69783-42	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423428	CLM	Ralph Knight	1998-02-15	UHC-26304-24	—	3878 Jefferson Ave, Seattle, WA, 98155	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400458	CLM	Janice Santiago	1940-08-07	UHC-59241-87	4093028714	5231 Oak St, Jacksonville, FL	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
CLM-426677	CLM	Betty Pena	—	—	6775151078	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-420887	CLM	Diana Burns	2006-11-17	—	—	2843 Jefferson Ave, Miami, FL, 33120	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418265	CLM	Kathleen Owens	1956-02-10	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431889	CLM	Carl Campbell	1967-03-26	—	—	8324 Sage Ct, Eden Prairie, MN, 55324	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427423	CLM	Scott Z Mitchell	1975-02-20	UHC-11269-08	—	9701 Main St, Scottsdale, AZ, 85219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400105	CLM	Charles Hall	1983-05-04	UHC-31175-80	—	9101 Sage Ct, Tucson, AZ, 85798	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410411	CLM	Teresa Myers	1966-05-12	—	4334858991	3439 Pine Dr, Tucson, AZ, 85763	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403188	CLM	Hannah Sms	1982-06-23	UHC-67968-01	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-432009	CLM	Lisa Knight	2000-08-02	—	—	2320 Palm Dr, Dallas, TX, 75215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427062	CLM	Angela Ellis	1999-03-03	UHC-22805-77	4063992692	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401217	CLM	Mateo Snyder	1984-08-13	UHC-26840-16	—	7355 Pine Dr, Dallas, TX, 75240	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-401218	CLM	Mateo Snyder	1984-08-13	UHC-26840-16	—	7355 Pine Dr, Dallas, TX, 75240	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-412962	CLM	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-428861	CLM	Lucia B Watkins	1984-02-13	UHC-64281-09	3277331491	952 Bayshore Dr, Scottsdale, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413646	CLM	Diana Weaver	2001-11-18	UHC-47288-85	—	7705 Park Pl, Miami, FL, 33157	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411220	CLM	Kevin Mills	1976-08-28	UHC-48283-04	—	8930 Mesa Dr, Orlando, FL, 32899	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425153	CLM	Charlie Reynolds	1986-08-01	UHC-62726-06	—	7293 Bayshore Dr, Jacksonville, FL, 32270	0.80	Name re-cased Gender normalised 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-419348	CLM	Dylan F Obrien	1981-08-09	UHC-90466-34	—	4022 Meadow Ln, Fresno, CA, 93761	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417714	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-421991	CLM	Gerald Wagner	1981-06-11	—	—	1447 River Rd, Charlotte, NC, 28280	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416939	CLM	Billy Santiago	1950-04-14	UHC-80060-84	—	9301 Maple Ave, San Diego, CA, 92120	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416938	CLM	Billy Santiago	1950-04-14	UHC-80060-84	—	9301 Maple Ave, San Diego, CA, 92120	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421138	CLM	Robert Phillips	1938-07-04	UHC-99540-99	—	9723 Main St, Dallas, TX, 75219	0.80	Name re-cased Street suffix standardised Address re-cased 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
CLM-404746	CLM	Kathleen Rivera	1956-05-03	—	—	5870 Mountain View Dr, Phoenix, AZ, 85084	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415204	CLM	Eugene B Myers	1955-06-28	UHC-56385-29	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-409738	CLM	Scott Howell	2004-09-04	—	—	1885 Meadow Ln, Houston, TX, 77071	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413542	CLM	Ann Simpson	1984-06-28	UHC-12649-28	—	9591 Camelback Rd, Atlanta, GA, 30397	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408756	CLM	Timothy Long	1946-08-28	UHC-23521-87	—	518 Pine Dr # 585, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-423559	CLM	David Brooks	1939-05-06	—	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-413910	CLM	Paul Knight	1972-09-06	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429867	CLM	Carol Ruiz	2007-05-05	UHC-33407-76	—	1381 Sunset Blvd, Seattle, WA, 98107	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed

13,120 rows, page 165 of 263Previous Next