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-401703	CLM	John Estrada	1991-01-14	—	—	7030 Baseline Rd, San Antonio, TX, 78290	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421631	CLM	Emily Wagner	—	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.80	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted
CLM-417235	CLM	Sophia Larson	1987-04-20	UHC-69834-51	—	6801 Washington St, Tempe, AZ, 85263	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-416077	CLM	Juan J Moreno	1943-07-14	UHC-49457-35	—	373 Ocean Ave, San Diego, CA, 92155	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-427884	CLM	Sara Delgado	1975-12-23	—	3327366791	7602 Mountain View Dr, Mesa, AZ, 85206	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-400688	CLM	Lauren Freeman	1958-04-09	UHC-00648-13	—	2778 Bayshore Dr, Eden Prairie, MN, 55388	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424861	CLM	Benjamin Rose	2007-04-19	UHC-01453-15	7459147095	1339 Willow Ct, Phoenix, AZ, 85073	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-419730	CLM	Nancy Wheeler	1954-10-17	UHC-30050-23	—	9628 Willow Ct, Plano, TX, 75084	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427157	CLM	Donald Henry	1975-09-20	—	—	2551 Harbor Blvd, Tampa, FL, 33630	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413888	CLM	Carol Burton	1984-02-02	UHC-89891-19	—	5385 Broadway # 324, Orlando, FL, 32807	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-410206	CLM	Maria Myers	1949-11-10	UHC-25623-45	—	2789 Sage Ct, Glendale, AZ, 85369	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401684	CLM	Henry Johnson	1964-05-16	UHC-14151-09	—	781 Camelback Rd, Houston, TX, 77030	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-413161	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431937	CLM	Natalie Nguyen	—	—	—	391 Willow Ct, Nashville, TN, 37267	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-421191	CLM	Sara Wood	1953-02-26	—	3772660464	89 Pine Dr, Orlando, FL, 32844	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-430881	CLM	Yuki White	1982-10-25	UHC-87519-70	4044403581	7035 Baseline Rd, Scottsdale, AZ, 85293	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-410297	CLM	Willie Mejia	—	UHC-65942-13	2302938681	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-424107	CLM	Omar D Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-413718	CLM	Jacqueline Wagner	1938-01-24	—	—	4420 Sage Ct, Miami, FL, 33193	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420072	CLM	Christine Olson	1984-12-03	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-425572	CLM	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-423731	CLM	Teresa Burton	1956-04-24	—	—	5876 Indian School Rd, Minneapolis, MN, 55467	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411731	CLM	Raymond Patterson	1938-09-28	UHC-88717-54	—	8662 Sage Ct, Chandler, AZ, 85251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408178	CLM	Linda Munoz	1988-01-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401055	CLM	Sophia Henry	1981-11-04	—	—	8262 Valley View Dr, San Antonio, TX, 78238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405538	CLM	Wayne Gutierrez	1982-11-13	UHC-35850-27	—	7979 Park Pl # 198, Miami, FL, 33196	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-419132	CLM	Camila Fowler	1956-08-27	—	—	91 Mesa Dr, San Antonio, TX, 78278	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412250	CLM	Karen Young	2008-03-15	UHC-48759-81	—	7441 Bayshore Dr, Glendale, AZ, 85324	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405090	CLM	Patrick Patel	2005-02-24	UHC-66429-60	—	3003 Ocean Ave # 285, Scottsdale, AZ, 85295	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-408671	CLM	Willie Webb	2006-09-24	—	—	2644 Grand Ave, Tempe, AZ, 85211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418051	CLM	Samanthha X Olson	1980-08-18	UHC-70649-18	8876555252	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-415371	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-425058	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-425059	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-407071	CLM	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416009	CLM	Aaron Hoffman	2008-10-12	—	—	9350 Market St, Tucson, AZ, 85758	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-420257	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St, Scottsdale, AZ, 85245	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414058	CLM	Rsusell Le	1946-09-18	UHC-78818-18	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409304	CLM	Laura D Wallace	1947-12-10	UHC-16225-98	—	9541 Indian School Rd, Austin, TX, 78733	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432166	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	—	4626 Elm St Apt 20, Eden Prairie, MN, 55339	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-420532	CLM	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-423692	CLM	Deborah Henderson	2008-03-10	—	—	2283 Grand Ave, Scottsdale, AZ, 85238	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411152	CLM	Meggan Burke	1939-06-11	—	5245844456	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-414577	CLM	Elizabeth Ford	1952-04-22	UHC-42418-43	7818621540	137 Elm St Apt 11, Plano, TX, 75085	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-421414	CLM	Shirley Obrien	1970-02-16	UHC-90722-63	—	4621 Forest Ave, Tempe, AZ, 85234	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422681	CLM	Dylan Grant	1982-08-16	—	—	3002 Pine Dr, Glendale, AZ, 85346	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414665	CLM	Gary Bryatn	2003-09-22	UHC-95416-52	5177028284	8554 Meadow Ln, Tucson, AZ, 85761	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429649	CLM	Zachary D Ellis	2001-06-07	—	2099142374	9868 Forest Ave, Plano, TX, 75029	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417753	CLM	Pierce S Heather	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared

13,120 rows, page 171 of 263Previous Next