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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105232	ENR	Albert J Sanders	1943-07-28	UHC-97542-95	9309676412	313 Canyon Rd, Las Vegas, NV, 89106	0.68	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120460	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.68	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-102458	ENR	Virginia Ellis	1954-12-02	UHC-03401-62	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-116037	ENR	Janice F Sanders	1919-03-11	UHC-28599-27	2662064098	8859 Central Ave, Atlanta, GA, 30349	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-101984	ENR	Ronald G Gonzales	1951-05-19	UHC-77889-07	7225512640	2738 Central Ave, Jacksonville, FL, 32239	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-137082	ENR	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-143038	ENR	Joan Price	1962-10-16	UHC-41663-09	—	4745 Church St, Fresno, CA, 93757	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126156	ENR	Jeffrey Welch	1951-02-23	UHC-71131-82	—	441 Ocean Ave, Charlotte, NC, 28264	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-104512	ENR	Heather X Ray	—	UHC-23714-31	7576122906	9412 Meadow Ln, Tempe, AZ, 85279	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-103724	ENR	Karen U Bishop	1983-05-01	UHC-48988-95	8607064390	5869 Mountain View Dr, Atlanta, GA, 30303	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-121515	ENR	Sharon Hernandez	1996-02-09	UHC-02207-70	8458628066	7061 Forest Ave, Jacksonville, FL, 32221	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-121430	ENR	Jordan O George	1964-11-12	UHC-02604-57	9548084442	384 Union St, Denver, CO, 80230	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-118914	ENR	Jasn I Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-142292	ENR	Stephanie E Alvarado	2006-12-17	UHC-97503-27	4554158798	985 Ridge Rd, San Antonio, TX, 78240	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-114395	ENR	Jeremy T Guzman	1975-05-19	UHC-42706-41	—	6444 Lincoln Way, Dallas, TX, 75212	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-142855	ENR	Chris Porter	1972-09-25	UHC-72802-32	3832486538	3330 Washington St, Tempe, AZ, 85222	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-109087	ENR	Zachary Alvarez	2004-08-21	UHC-94286-44	7112809128	8023 Sunset Blvd, Sacramento, CA, 95815	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-102397	ENR	Aisha Roberts	1993-03-26	UHC-49074-14	8376539889	8352 Main St, Miami, FL, 33121	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-125381	ENR	Mariana L Munoz	1971-04-24	UHC-53160-14	2672304254	8127 Desert Sky Blvd, Los Angeles, CA, 90086	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130794	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-100143	ENR	Joey U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-116790	ENR	Laura Cruz	1945-07-02	UHC-16221-79	9555967754	4987 Valley View Dr, Orlando, FL, 32876	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-137983	ENR	Debbie Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-134277	ENR	Jeremy E Watkins	1971-01-23	UHC-96761-53	7669443001	9745 Jefferson Ave, Scottsdale, AZ, 85234	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-136065	ENR	Judy Hawkins	1979-12-27	UHC-88988-21	—	5891 Maple Ave, Fresno, CA, 93761	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-137202	ENR	Dennis Sims	1988-04-12	UHC-61431-40	9249536984	1106 Jefferson Ave, Gilbert, AZ, 85240	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-138673	ENR	Marcus Rios	1979-05-16	UHC-71790-05	—	8761 Highland Ave, Tucson, AZ, 85714	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-140033	ENR	Charlotte M Graham	2008-10-26	UHC-07418-37	4067849980	3828 Meadow Ln, Phoenix, AZ, 85030	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-119731	ENR	Megan Banks	1963-10-03	UHC-43841-45	3542753484	7623 Ocean Ave, Dallas, TX, 75286	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-123287	ENR	Sophia H Harrison	1964-02-25	UHC-44046-20	8814825729	1060 Grand Ave, Phoenix, AZ, 85096	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131518	ENR	Eric Howell	1979-04-28	UHC-71912-02	6736422254	3344 Maple Ave, Scottsdale, AZ, 85259	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-119916	ENR	Ferguson J Charlotte	1976-03-26	UHC-63652-97	7905865625	1864 Church St, Tampa, FL, 33626	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-134610	ENR	Frances Payne	2003-01-05	UHC-53313-88	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-110926	ENR	Kevin Weebr	1963-10-24	UHC-17714-93	—	2909 Broadway, Plano, TX, 75012	0.70	City re-cased State name converted to code ZIP+4 trimmed
ENR-121405	ENR	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-106205	ENR	Charlse Rice	1968-08-21	UHC-28560-68	—	7601 Spring St, Tampa, FL, 33662	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-119367	ENR	Christina J Collins	1938-07-16	UHC-55272-32	6635501614	8338 Harbor Blvd, Nashville, TN, 37218	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-104356	ENR	Henry Ford	1999-08-12	UHC-72204-86	7464671197	1703 Indian School Rd Apt 15, Columbus, OH, 43276	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-110876	ENR	Jeffrey E Bishop	1993-10-15	UHC-13468-44	—	1127 Apache Blvd, Phoenix, AZ, 85052	0.70	Name re-cased Phone missing area code ZIP+4 trimmed
ENR-118089	ENR	Sean Andrews	1961-10-20	UHC-41599-44	5742116430	6743 Highland Ave, Denver, CO, 80239	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-109973	ENR	Lori Washington	—	UHC-14542-78	8363052813	5031 Hillcrest Rd, Nashville, TN, 37269	0.70	Date of birth unreadable Phone reformatted ZIP+4 trimmed
ENR-110561	ENR	Ahmed S Valdez	1960-03-02	UHC-83725-88	3514082872	4339 Elm St, Seattle, WA, 98159	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-130940	ENR	Mei Gaorge	1968-04-10	UHC-01431-93	—	9607 Pine Dr, Plano, TX, 75050	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-112362	ENR	Theresa F Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-124774	ENR	Bruce Nichols	1996-11-06	UHC-20624-46	4215011526	7232 Forest Ave, Mesa, AZ, 85236	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-117572	ENR	Sara Hicks	1993-01-17	UHC-61863-88	8347243767	9732 Forest Ave, Minneapolis, MN, 55485	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-131520	ENR	Judy W Watkins	1973-04-08	UHC-12017-24	7947686283	5633 Market St, Columbus, OH, 43270	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-128122	ENR	Lauren Contreras	1939-12-12	UHC-26709-23	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.70	Name split from “Last, First”City re-cased ZIP+4 trimmed
ENR-121838	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	—	7266 Union St, Minneapolis, MN, 55464	0.70	Phone missing area code State code upper-cased ZIP+4 trimmed
ENR-139353	ENR	Judy U Gilbert	1953-02-10	UHC-46353-24	8299543068	5640 Apache Blvd, Glendale, AZ, 85352	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed

3,951 rows, page 63 of 80Previous Next