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

Enrollment, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113435	ENR	Nicholas Flores	1957-02-20	UHC-35747-85	7035067653	2409 Indian School Rd, Tempe, AZ, 85238	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-113436	ENR	Nicholas Flores	1957-02-20	UHC-35747-85	7035067653	2409 Indian School Rd, Tempe, AZ, 85238	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-122381	ENR	Nancy I Reyes	1945-02-19	UHC-21676-71	8314517703	7629 Camelback Rd, Denver, CO, 80231	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-124256	ENR	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-142121	ENR	Dennis Q Ferguson	1954-09-28	UHC-37454-80	—	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.70	Two-digit birth year State name converted to code Whitespace trimmed
ENR-109478	ENR	Roger Lewis	1956-02-03	UHC-29701-15	8614905018	5339 Ridge Rd, Dallas, TX, 75210	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-116682	ENR	Dylan Hunt	1941-09-25	UHC-06624-53	8346267586	2655 Union St, Chandler, AZ, 85247	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-117408	ENR	Willie Hicks	1962-04-17	UHC-95705-04	6015586805	6951 Palm Dr, Mesa, AZ, 85246	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-113333	ENR	Martha M Price	2005-03-17	UHC-91667-64	6253149125	7718 Park Pl, Seattle, WA, 98139	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-138796	ENR	Morales Q Theresa	1945-05-16	UHC-05685-98	2593840568	1335 Camelback Rd, Phoenix, AZ	0.70	Two-digit birth year Phone reformatted ZIP missing
ENR-110792	ENR	Joshua P Dunn	1957-04-20	UHC-21385-42	7145359909	4674 Broadway, Tucson, AZ, 85776	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-116140	ENR	Gary C Maldonado	1978-10-07	UHC-81287-58	5006399695	1689 Maple Ave, Austin, TX, 78799	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-137064	ENR	Jacqueline Miller	1946-08-15	UHC-84568-24	5372023901	446 Sunset Blvd, Orlando, FL, 32889	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-123940	ENR	Matthew Patel	1996-05-04	UHC-87617-45	—	9252 Pine Dr, San Diego, CA, 92132	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
ENR-130979	ENR	Angela Tran	1999-05-11	UHC-54002-55	2125038407	4523 Grand Ave, Glendale, AZ, 85379	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-133272	ENR	Logan Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.70	Name re-cased Two-digit birth year Phone missing area code
ENR-106727	ENR	Dorothy Johnston	1970-12-11	UHC-64629-02	8802990431	5559 Mountain View Dr, Houston, TX, 77072	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-138700	ENR	Angela Simpson	1941-03-28	UHC-88361-45	5523173174	7681 Spring St Apt 39, Tucson, AZ, 85740	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-130217	ENR	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.70	Two-digit birth year SSN last four extracted Address re-cased
ENR-101094	ENR	Adaam Z Stone	1969-12-25	UHC-32837-02	9523393032	4674 Ridge Rd, Charlotte, NC, 28272	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-120324	ENR	Carol L Marquez	1944-12-10	UHC-26390-57	—	3174 Broadway, Nashville, TN, 37290	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-128670	ENR	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.70	Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-113044	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
ENR-117782	ENR	Chris Willis	1971-11-03	UHC-00681-59	4898933241	6655 Cedar Ln, Miami, FL	0.70	Two-digit birth year ZIP missing Email lower-cased
ENR-100011	ENR	Alexander A Arnold	1997-05-03	UHC-19853-44	8664890400	3397 Maple Ave, Mesa, AZ, 85265	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-103573	ENR	Mason Z Moore	1984-05-16	UHC-30212-79	3256754387	7231 Indian School Rd, Chandler, AZ, 85220	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-106544	ENR	Alexander N Tucker	1967-05-05	UHC-79979-83	4482214708	7796 Cedar Ln, Las Vegas, NV, 89112	0.70	Two-digit birth year Email lower-cased Gender normalised
ENR-116714	ENR	Christopher Graham	1964-03-28	UHC-32719-85	2677736389	3728 Valley View Dr, Tampa, FL, 33649	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-104312	ENR	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-103613	ENR	Cynthia F George	1991-08-22	UHC-29724-43	—	5169 Spring St, Orlando, FL, 32800	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-102755	ENR	Ana T Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-100279	ENR	Ann N Flores	1978-10-19	UHC-43456-24	—	5599 Broadway, Nashville, TN, 37234	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-132403	ENR	Ann X Murphy	1939-06-17	UHC-58244-17	—	5847 Park Pl # 549, Eden Prairie, MN, 55381	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-108882	ENR	Elizabeth Q Wilson	1968-08-26	UHC-87328-16	5207546570	7193 Harbor Blvd, Austin, TX, 78790	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-123850	ENR	Lori Willis	2008-09-22	UHC-64947-31	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-107324	ENR	Sofia G Sims	1955-06-06	UHC-52577-70	—	1384 Lincoln Way, Houston, TX, 77064	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-116940	ENR	Marcus V Gibson	2006-06-28	UHC-21771-30	4885464662	8845 Market St, Seattle, WA, 98105	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-122046	ENR	Fatima I Bryant	2001-06-19	UHC-81628-53	3768483094	5830 Willow Ct, Fresno, CA, 93700	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-124251	ENR	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-110364	ENR	Judy R Mills	1940-08-26	UHC-25520-89	3664549843	1260 Mountain View Dr, Dallas, TX, 75211	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-119579	ENR	Brenda Wood	1976-07-03	UHC-45323-67	—	47 Maple Ave, Glendale, AZ, 85320	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-130881	ENR	Sophia J Russell	1970-04-28	UHC-29048-90	9594629207	2789 Lincoln Way, Orlando, FL, 32891	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-100658	ENR	Hiroshi Ortega	1979-11-11	UHC-36461-06	7748608302	188 Elm St, Austin, TX, 78799	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-108701	ENR	Joyce P Perry	1972-09-08	UHC-51288-35	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-107411	ENR	Kathryn Williamson	1943-10-27	UHC-31158-46	9874339162	6937 Church St, Miami, FL, 33184	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-126047	ENR	Jacqueline H Edwards	1958-06-03	UHC-33846-54	—	9136 Lincoln Way, Tampa, FL, 33618	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-134777	ENR	Albert Delgado	1977-11-16	UHC-28781-56	2699420467	6306 Sage Ct, Las Vegas, NV, 89115	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-142824	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-132076	ENR	Bradley Q Banes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-104051	ENR	Paul G Patel	1942-05-08	UHC-83011-39	6984708982	3504 Harbor Blvd # 364, Gilbert, AZ, 85236	0.70	Two-digit birth year Phone reformatted Unit split from street

2,874 rows, page 46 of 58Previous Next