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

Third-party administrator, 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
TPA-57567	TPA	Harold Simmons	1948-07-21	—	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Name re-cased SSN last four extracted State code upper-cased Placeholder values cleared
TPA-51831	TPA	Kevin Baker	2001-01-12	—	—	9150 Church St, Jacksonville, FL, 32225	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56555	TPA	Droothy Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63259	TPA	Adam Burns	1964-04-28	—	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50528	TPA	Bob Anderson	1993-09-12	—	—	7064 Sunset Blvd, Denver, CO, 80294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56898	TPA	Aisha Gordon	1975-06-12	UHC-01782-66	—	1950 Canyon Rd, Chandler, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62640	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave, Plano, TX, 75011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51182	TPA	Thomas Soto	1907-03-01	UHC-25252-21	—	3604 Spring St Apt 14, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-62814	TPA	Beverly E Bradley	1977-11-02	—	2584005634	2313 Desert Sky Blvd, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53953	TPA	Maria Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-64151	TPA	Julia Hill	1956-09-02	—	—	8677 Indian School Rd, Chandler, AZ, 85259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58138	TPA	Kyle U Gray	1998-02-04	UHC-48658-50	—	2344 Cedar Ln, Houston, TX, 77009	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55096	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55095	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57857	TPA	Luis Hoffman	1991-12-19	—	—	7925 Sage Ct, Dallas, TX, 75204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62026	TPA	Arthur Rice	2005-03-06	—	2665327781	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56714	TPA	Carlos Richardson	1994-06-02	—	—	9280 Forest Ave, Minneapolis, MN, 55458	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57866	TPA	Aisha Nguyen	1985-06-09	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55547	TPA	Roy Hart	1938-02-10	—	—	241 Forest Ave, San Antonio, TX, 78202	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59402	TPA	Sandra Foster	2001-07-19	—	—	2551 Pine Dr, Columbus, OH, 43252	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63851	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63852	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63677	TPA	Timothy Robinson	1984-01-20	—	—	2406 Maple Ave, Miami, FL, 33138	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51615	TPA	Jessica G Rios	1950-07-04	—	—	552 Spring St, Charlotte, NC, 28238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59985	TPA	Edward Jenkins	1970-06-11	—	6214437611	7960 River Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-50966	TPA	Olivia Hart	1976-10-26	—	—	9622 Highland Ave, Houston, TX, 77017	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50141	TPA	Jessica Meyer	2008-11-21	UHC-28846-42	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58603	TPA	Gabriel T Perkins	1945-04-18	—	—	1327 Valley View Dr, Scottsdale, AZ, 85288	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
TPA-57411	TPA	Nancy J Contreras	1988-02-04	—	—	8194 Jefferson Ave, Denver, CO, 80264	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63365	TPA	Crl Sandoval	1972-05-01	—	—	4525 Ridge Rd, Tucson, AZ, 85760	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51652	TPA	Brittany J Vargas	2002-05-22	—	—	2068 Union St, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-57562	TPA	Dorothy Sanders	1947-07-13	—	8784319401	5954 Bayshore Dr, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-54975	TPA	Cheryl Andrews	1971-11-24	UHC-98602-23	—	8184 Mountain View Dr, Chandler, AZ, 85263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55795	TPA	Doothy Valdez	1990-02-06	UHC-33215-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51435	TPA	Greg Romero	1958-11-23	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63456	TPA	Nick Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51670	TPA	Yuki Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61679	TPA	Randy Clark	1989-05-14	—	—	4099 Camelback Rd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59423	TPA	Mari Delgado	1996-06-14	UHC-95248-22	—	9693 Highland Ave, Nashville, TN, 37285	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50513	TPA	Judy Ford	1982-07-24	—	9522956028	3524 Market St, Tucson, AZ, 85793	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-50510	TPA	Donna Weaver	1983-01-05	—	—	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50509	TPA	Donna Weaver	1983-01-05	—	—	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52326	TPA	Kathryn J Watson	2004-11-20	—	—	3234 Palm Dr, Charlotte, NC, 28211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56465	TPA	Christine Adams	1968-07-14	—	8438736817	1600 Maple Ave, Las Vegas, NV, 89178	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-56875	TPA	Aizha Patel	1941-10-21	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59664	TPA	David Ford	1991-03-11	—	—	9634 Baseline Rd, Columbus, OH, 43276	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55835	TPA	Katherine Gomez	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-63817	TPA	Jlie Palmer	1948-07-04	—	—	2721 Palm Dr, Chandler, AZ, 85293	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51332	TPA	Megan K Gordon	2001-04-14	—	7984445814	5144 Maple Ave, Tampa, FL, 33663	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62058	TPA	Samuel Weaver	1995-11-10	—	—	7528 Central Ave, Mesa, AZ, 85233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

5,750 rows, page 77 of 115Previous Next