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-432134	CLM	Maria W Welch	1950-04-01	—	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-412997	CLM	Jesse Diaz	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-419464	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-405014	CLM	Camila Murphy	1977-05-27	UHC-32185-12	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415903	CLM	Judith Lucas	1983-12-08	—	—	5675 Bayshore Dr, Orlando, FL, 32894	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416144	CLM	Bryan Evans	1939-07-09	—	—	6067 Indian School Rd, Glendale, AZ, 85376	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417371	CLM	Ahmad U Fields	1958-02-14	—	—	6595 Spring St, Tucson, AZ, 85796	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410137	CLM	Roger Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-400037	CLM	Donna Hunter	1992-05-20	UHC-21504-45	9174840488	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-400095	CLM	Cooper Justin	1981-03-12	—	—	2254 Sunset Blvd, Gilbert, AZ, 85212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427251	CLM	Carolyn Smith	1946-04-21	UHC-59178-53	—	5400 Canyon Rd, Austin, TX, 78727	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422985	CLM	Bobby T Puwell	1941-09-10	UHC-35845-09	5786488115	—	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-426824	CLM	Priya Garcia	1967-07-19	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405147	CLM	Emma O Reed	1991-06-07	UHC-91196-41	—	161 Desert Sky Blvd, Charlotte, NC, 28294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419784	CLM	Grace Nunez	1977-07-16	UHC-08189-27	5285502321	100 Maple Ave, Las Vegas, NV, 89173	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-401458	CLM	Albert Castro	1982-05-10	—	3903443809	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-415668	CLM	Sharon Stevens	1985-05-24	UHC-10278-31	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424160	CLM	Ranyd Maldonado	1963-10-24	—	5507664265	8563 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-416501	CLM	Gary Vazquez	1974-01-17	—	—	9390 Bayshore Dr, Austin, TX, 78720	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419450	CLM	Willie Garcia	1939-05-09	—	5952969080	2073 Church St, Sacramento, CA, 95855	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412662	CLM	Kathleen Wright	1949-05-25	UHC-81490-13	—	4168 Oak St, Fresno, CA, 93768	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407045	CLM	Joseph Peters	1973-09-07	UHC-30404-02	—	6481 Broadway, Nashville, TN, 37274	0.80	Name re-cased Address re-cased Gender normalised Placeholder values cleared
CLM-414456	CLM	Matthew Kelly	1941-12-05	UHC-89605-89	—	8350 Lincoln Way, Gilbert, AZ, 85281	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-422548	CLM	Aisha H Peterson	1964-06-27	—	4768121746	722 Church St, Houston, TX, 77035	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-417250	CLM	Martha Henderson	2008-10-26	UHC-24638-57	—	6710 Washington St, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420186	CLM	Brenda Clark	1987-12-05	UHC-60924-40	—	4157 Cedar Ln Apt 14, Orlando, FL, 32810	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411519	CLM	Rachel Harrison	1956-09-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412609	CLM	Sandra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407754	CLM	Albert Ortiz	1973-11-21	—	—	5853 Union St, Phoenix, AZ, 85051	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-407257	CLM	Susan C Estrada	1958-05-10	UHC-65247-52	8356094075	1971 Highland Ave, Seattle, WA, 98119	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-410533	CLM	Ahmed Burke	1958-06-22	UHC-38144-72	—	2720 Spring St, Minneapolis, MN, 55435	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429408	CLM	Emma Reynolds	1960-11-23	UHC-11149-20	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429687	CLM	Charles McDonald	1943-08-24	—	—	841 Spring St, Orlando, FL, 32851	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419547	CLM	Vicctoria X Howard	1961-09-20	—	5888107099	9758 Oak St, San Diego, CA, 92142	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403873	CLM	Aaron M Schultz	1952-07-11	—	8763516658	5848 Bayshore Dr, Los Angeles, CA, 90070	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-430641	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-400727	CLM	Anna Ward	1948-12-10	UHC-23557-50	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405039	CLM	Isabella Lawrence	1943-05-05	UHC-57600-72	—	7536 Ridge Rd, Minneapolis, MN, 55469	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400463	CLM	David R Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412992	CLM	Justin W Walker	1991-05-28	UHC-88686-62	—	6167 Baseline Rd, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420933	CLM	Jessica Romero	1959-11-02	UHC-07054-03	—	2273 Lincoln Way, Nashville, TN, 37264	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-402273	CLM	Angela O Valdez	1953-08-17	—	—	2780 Palm Dr, Columbus, OH, 43214	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411034	CLM	Wayne Sullivan	1953-07-27	UHC-90724-98	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425396	CLM	Samantha Wang	1964-06-05	UHC-20567-74	5812102534	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-408270	CLM	David Obrien	1975-10-06	UHC-16998-15	—	3213 Market St, Minneapolis, MN, 55428	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412197	CLM	Edward Nichols	1997-04-26	UHC-26667-44	—	4601 Ridge Rd, Dallas, TX, 75216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411516	CLM	Peter Wong	1967-05-16	UHC-98692-59	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407949	CLM	Sara Sanders	1970-11-07	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428517	CLM	Andrew D Maldonado	1967-12-04	UHC-72932-59	—	7983 Union St, Tempe, AZ, 85272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428201	CLM	Georgge Herrera	1952-10-09	—	—	337 Mesa Dr, Atlanta, GA, 30307	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

13,120 rows, page 170 of 263Previous Next