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

All sources, 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
CLM-425678	CLM	Dan Y Yang	1997-09-21	UHC-36268-56	3785164732	9639 Union St, Tampa, FL, 33698	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
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
CLM-413260	CLM	Karen Morrison	2000-06-28	—	—	5196 Cedar Ln, Miami, FL, 33141	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-405752	CLM	Janet H Tran	2005-01-12	—	—	6574 Pine Dr, Chandler, AZ, 85268	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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
CLM-406011	CLM	Rachel Carroll	1956-11-10	UHC-07257-67	—	6558 Union St, Miami, FL, 33163	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-26533	PRV	Diego Hill	2001-12-20	—	—	6895 Willow Ct, Nashville, TN, 37201	0.68	Street suffix standardised Address re-cased 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
CLM-400756	CLM	Michelle C Roemro	1977-06-07	—	2656413121	923 Church St, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
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
TPA-53302	TPA	Jeremy Hunt	1973-03-21	UHC-40999-45	—	9281 Sunset Blvd, Tucson, AZ, 85750	0.68	Two-digit birth year State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-430837	CLM	Julia Reyes	1980-12-18	—	8485916382	4574 Harbor Blvd, San Antonio, TX, 78214	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
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
CLM-426635	CLM	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA, 90033	0.68	Name re-cased Two-digit birth year 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
TPA-56853	TPA	Hannah Dunn	1973-09-11	—	—	9272 Mountain View Dr, Dallas, TX, 75217	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-64232	TPA	Bobby Simpson	1961-07-27	—	—	133 River Rd, Dallas, TX, 75257	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-402630	CLM	Gregory Hudson	1972-10-10	UHC-64213-60	6077518762	4533 Camelback Rd, Eden Prairie, MN, 55353	0.68	Name re-cased ZIP+4 trimmed Gender normalised 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
TPA-59980	TPA	Jonathan Alexander	2001-11-14	—	—	1803 Willow Ct # 197, Las Vegas, NV, 89134	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-428076	CLM	Deborah Z Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-404441	CLM	Gregory Ward	1981-01-22	UHC-42600-61	—	886 Bayshore Dr, Miami, FL, 33159	0.68	Name re-cased Two-digit birth year 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
CLM-426983	CLM	Catherine N Wheeler	1952-10-07	UHC-48380-89	—	3516 Harbor Blvd, Tampa, FL, 33696	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27557	PRV	Larry Scott	1959-05-02	—	—	1815 Lincoln Way, Nashville, TN, 37257	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-20147	PRV	Arthur Wright	1943-12-18	UHC-32304-69	—	7348 Baseline Rd, Las Vegas, NV, 89112	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57932	TPA	Roger Arnold	2005-06-25	—	—	2065 Lake View Rd, Denver, CO, 80213	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
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
CLM-425044	CLM	Patrick Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-424087	CLM	Tyler Silva	1993-01-21	UHC-89750-63	—	3953 Maple Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-61599	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61315	TPA	Loagn Gibson	1961-12-08	—	—	5444 Union St, Sacramento, CA, 95815	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56684	TPA	Terry Z Diaz	2005-09-08	—	—	1888 Lincoln Way, San Diego, CA, 92166	0.68	Street suffix standardised Address re-cased 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
CLM-406902	CLM	Brian J Taylor	1941-09-09	UHC-39486-76	—	3111 Mesa Dr, Columbus, OH, 43207	0.70	Street suffix standardised Address re-cased ZIP+4 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
TPA-55717	TPA	Bryan C Soto	1986-10-28	—	—	1605 Lincoln Way, San Antonio, TX, 78221	0.70	State name converted to code 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

8,263 rows, page 131 of 166Previous Next