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

Provider network, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28514	PRV	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St # 107, Jacksonville, FL, 32254	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23023	PRV	Victoria Ramirez	1957-12-09	UHC-01322-01	8917815866	635 Forest Ave # 652, Sacramento, CA, 95807	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-20976	PRV	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct Apt 7, Seattle, WA, 98114	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20024	PRV	Maria Ortiz	1999-11-28	—	—	5555 Harbor Blvd Apt 13, Jacksonville, FL, 32241	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23753	PRV	Luis Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd Apt 30, Las Vegas, NV, 89139	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
PRV-23485	PRV	Keith R Ross	1996-07-22	—	4175293226	7356 Maple Ave # 587, Houston, TX, 77015	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-21222	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	—	7066 Highland Ave Apt 4, Orlando, FL, 32875	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25491	PRV	Megan Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave Apt 23, Nashville, TN, 37276	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27415	PRV	David Nguyen	1992-12-28	—	5965836704	7691 Washington St Apt 5, Jacksonville, FL, 32288	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25424	PRV	Nicole B Kim	1945-01-20	UHC-08143-43	2258863384	9473 Jefferson Ave # 868, Glendale, AZ, 85350	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
PRV-22054	PRV	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct Apt 21, Tampa, FL, 33699	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26883	PRV	Jack Parker	1957-11-06	UHC-19681-90	—	7658 Pine Dr Apt 4, Las Vegas, NV, 89117	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21481	PRV	Sophia M Wilson	1958-10-14	UHC-22018-02	9446933110	3631 Market St # 845, Nashville, TN, 37219	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-20842	PRV	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave Apt 13, Plano, TX, 75030	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27871	PRV	Janice Duncan	2003-08-22	—	2125714493	1469 Central Ave # 758, Los Angeles, CA, 90099	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-26314	PRV	Nicholas F Dunn	1959-08-22	UHC-05520-26	9774443061	5990 Pine Dr # 277, Mesa, AZ, 85242	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-25466	PRV	Megan Ford	2008-05-18	UHC-44478-63	—	1688 Bayshore Dr # 942, Columbus, OH, 43231	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
PRV-21095	PRV	Victoria Ford	1988-05-02	UHC-37553-98	3696394342	1293 Mountain View Dr Apt 18, Miami, FL, 33164	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28141	PRV	Abigail Daniels	1969-05-18	—	3617580033	6875 Indian School Rd # 625, Los Angeles, CA, 90059	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26981	PRV	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd Apt 36, Plano, TX, 75077	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21400	PRV	Heather Myers	1958-01-04	UHC-23811-98	4379955558	5967 Ridge Rd # 439, Phoenix, AZ, 85039	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20722	PRV	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St # 422, Gilbert, AZ, 85272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
PRV-25164	PRV	Jean Reed	1949-09-15	—	3579207839	5322 Sage Ct Apt 38, Fresno, CA, 93714	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21327	PRV	Wei Y Schmidt	1974-03-03	—	3189483940	1246 Apache Blvd Apt 36, Houston, TX, 77022	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26596	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26595	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-28582	PRV	Nancy Fields	1983-01-08	—	6887513580	900 Palm Dr Apt 38, Scottsdale, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22194	PRV	John F Lee	1959-06-19	UHC-08697-40	—	6819 Pine Dr Apt 16, Mesa, AZ, 85251	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-20001	PRV	Laura Alvarado	1939-03-06	—	—	4347 Church St Apt 36, Plano, TX, 75086	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25880	PRV	Noeh Hunt	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave # 266, Seattle, WA, 98117	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21367	PRV	Morgan Benjamin	1941-05-03	—	—	8904 Main St Apt 25, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21543	PRV	Ralph Castro	1969-02-21	—	2253705592	1774 Elm St # 851, Mesa, AZ, 85227	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared

699 rows, page 11 of 14Previous Next