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 “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
CLM-404851	CLM	Russell M Elliott	2003-09-13	—	—	1646 Grand Ave, Atlanta, GA, 30330	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-406850	CLM	Diego Gonzales	1982-03-26	—	—	3904 Market St, Minneapolis, MN, 55408	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-423096	CLM	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420233	CLM	Karen Q Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409235	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-431143	CLM	Victoria Watson	1965-04-28	UHC-16748-13	6152945436	5576 Sunset Blvd, Glendale, AZ, 85367	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-427365	CLM	PeterJunk	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423792	CLM	Samantha Cox	1974-01-03	—	—	7598 Oak St, Dallas, TX, 75291	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-407908	CLM	Michelle Lee	1952-02-03	UHC-44850-78	2468883201	88 Highland Ave, Charlotte, NC, 28211	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416731	CLM	Thomas Black	1962-10-13	UHC-99272-93	—	9730 Oak St, Glendale, AZ, 85321	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-418708	CLM	Michelle Carpenter	2004-12-26	UHC-19794-40	—	1416 Spring St, Scottsdale, AZ, 85215	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-405594	CLM	Catherine Morrison	2008-01-27	UHC-23703-76	—	4880 Ocean Ave, Charlotte, NC, 28273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405719	CLM	Mary Schmidt	1977-05-21	UHC-12590-72	3866601828	6452 Harbor Blvd, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405206	CLM	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-425990	CLM	Debra Marshall	2003-04-13	UHC-06922-26	—	5514 Canyon Rd, Seattle, WA, 98135	0.48	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-403474	CLM	Ktahryn Piarce	1939-02-21	UHC-95401-16	—	9528 Washington St, Tampa, FL	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-416381	CLM	Joshua Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425809	CLM	Gary Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410013	CLM	Teresa Santos	1959-12-22	UHC-28319-23	—	194 Oak St, Dallas, TX, 75256	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-422796	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414518	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-417875	CLM	Madison Stephens	1951-08-04	—	—	1893 Washington St, Chandler, AZ, 85243	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422095	CLM	—Junk	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-430643	CLM	Lucia T Butler	1985-05-14	UHC-50319-68	—	5723 Desert Sky Blvd, Gilbert, AZ, 85247	0.48	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-430130	CLM	Amanda Grant	1985-09-24	—	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-431539	CLM	William Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426268	CLM	Bryan Y Bradley	1987-05-12	—	2126093209	5040 Oak St Apt 38, Miami, FL, 33161	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416948	CLM	Bradley Q Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420126	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more

2,168 rows, page 4 of 44Previous Next