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-26650	PRV	Pamela Tran	1947-06-05	—	7449348201	4889 Spring St # 189, Sacramento, CA, 95828	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22164	PRV	Peter Elliott	1976-10-08	—	4098608284	6020 River Rd Apt 8, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24152	PRV	Jessica Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln Apt 7, Glendale, AZ, 85317	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-26303	PRV	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd # 377, Tempe, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-27690	PRV	Pat Hansen	1975-05-16	—	9285770943	1164 Broadway Apt 1, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-25400	PRV	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd # 875, Phoenix, AZ, 85054	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-25982	PRV	Arthur I Espinoza	1991-10-23	—	5154727968	2783 Market St # 919, Gilbert, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27028	PRV	Aissha Brooks	1951-06-13	—	2563247034	3747 Canyon Rd # 880, Jacksonville, FL, 32260	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
PRV-23106	PRV	Diane B Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St Apt 24, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-21380	PRV	Natalie L Welch	1981-10-07	UHC-77444-76	6436189753	218 Valley View Dr # 844, Tempe, AZ, 85274	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27819	PRV	Kelly Robinson	1981-07-19	—	9245058985	7506 Cedar Ln Apt 11, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-20406	PRV	Nancy George	1946-06-28	—	3134241295	6342 Forest Ave # 511, Scottsdale, AZ, 85290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
PRV-21677	PRV	Hanson Diego	2000-08-03	—	4893091213	3400 Broadway # 333, Mesa, AZ, 85275	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24088	PRV	Michael Lucas	1965-08-11	—	8585732125	1524 Highland Ave # 175, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-25270	PRV	Ahmed Y Davis	2007-08-17	—	6013043745	1495 Union St # 517, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-23425	PRV	Anna Phillips	1969-09-13	UHC-63056-45	5015512182	7473 Camelback Rd # 928, Austin, TX, 78794	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-27367	PRV	Carol Moore	1991-02-19	—	5409877375	851 Indian School Rd # 443, Atlanta, GA, 30344	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-28014	PRV	Austin R Medina	1954-03-06	UHC-50918-06	8027098372	4470 Main St Apt 26, Fresno, CA, 93780	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
PRV-23977	PRV	Jacob Wbeb	1985-05-07	UHC-07880-02	—	6904 Broadway # 970, Houston, TX, 77048	0.78	Name re-cased Date of birth reformatted Unit split from street Address re-cased+1 more
PRV-22858	PRV	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St # 608, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-28827	PRV	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd Apt 23, Atlanta, GA, 30328	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-25213	PRV	Mark Ford	1956-12-04	—	8387637311	2379 Lake View Rd Apt 9, Eden Prairie, MN, 55352	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27551	PRV	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St # 140, Sacramento, CA, 95815	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24094	PRV	Natalie Collins	1957-07-26	—	4856365413	8209 River Rd Apt 13, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-26591	PRV	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct # 765, Gilbert, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-23664	PRV	Frank West	2008-07-19	—	3652722280	9071 Cedar Ln Apt 4, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
PRV-25151	PRV	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way # 196, Miami, FL, 33112	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-21895	PRV	Helen Webb	1971-02-27	—	2317395609	8349 Broadway # 599, Los Angeles, CA, 90035	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-21949	PRV	Randy Lawrence	1981-01-02	—	9258489130	8287 Highland Ave Apt 37, Glendale, AZ, 85316	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-22815	PRV	Aisha Baker	1944-03-19	—	2258031079	5994 Indian School Rd # 611, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
PRV-21099	PRV	Thomas Welch	2004-12-10	UHC-87160-11	4284450782	7503 Broadway Apt 19, Plano, TX, 75050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20159	PRV	Debra X Bishop	1939-08-24	UHC-47053-48	4214831954	6338 Grand Ave # 441, Orlando, FL, 32862	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22601	PRV	Jerry Butler	1964-11-15	—	4414910136	467 Indian School Rd # 319, Mesa, AZ, 85268	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25047	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct # 741, Dallas, TX, 75233	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26469	PRV	Maria Wells	2005-07-01	—	5318586325	2693 Highland Ave # 966, Eden Prairie, MN, 55364	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20344	PRV	Thomas V West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 15, Dallas, TX, 75211	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
PRV-20740	PRV	James Delgado	1977-12-02	UHC-33344-70	2208398187	7763 Broadway # 785, Tampa, FL, 33649	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27985	PRV	Billy Rose	1964-03-08	UHC-55154-36	8553123142	5030 Cedar Ln Apt 27, Phoenix, AZ, 85035	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28663	PRV	Anna Harvey	1968-10-09	—	—	3429 Forest Ave Apt 31, Chandler, AZ, 85274	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
PRV-22089	PRV	Katherine Hernandez	1940-11-01	UHC-76710-68	9479167005	3537 Broadway Apt 38, Glendale, AZ, 85349	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-27628	PRV	Mark Jimenez	2020-11-16	UHC-49159-10	6236480630	6303 Oak St # 211, Phoenix, AZ, 85071	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27308	PRV	Austin C Gray	1995-04-07	—	6172155226	305 Canyon Rd Apt 13, Denver, CO, 80220	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24911	PRV	Christine Stewart	1946-01-03	—	6954879216	412 Palm Dr Apt 12, Austin, TX, 78728	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-20086	PRV	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St # 940, Fresno, CA, 93783	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26467	PRV	Beverly Z Vasquez	1980-01-13	—	2784063649	3211 Meadow Ln Apt 35, Denver, CO, 80216	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26455	PRV	Ethan Jackson	1954-04-10	—	5583013069	801 Main St Apt 28, San Antonio, TX, 78269	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20778	PRV	Thompson Robert	1976-07-17	UHC-19770-53	—	6258 Camelback Rd # 108, Houston, TX, 77022	0.80	Name re-cased Date of birth reformatted Unit split from street Email lower-cased
PRV-22082	PRV	Charlotte K Coleman	1994-05-05	—	7035761622	4598 Baseline Rd # 227, Nashville, TN, 37221	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared

699 rows, page 13 of 14Previous Next