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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414243	CLM	Jess Morgan	1957-05-01	—	3054304965	4019 Meadow Ln, Glendale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-125442	ENR	Marilyn Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave, Tampa, FL	0.82	Name re-cased ZIP missing Email lower-cased
ENR-122637	ENR	Luis G Johnson	1965-07-02	UHC-05639-79	4345598784	6988 Valley View Dr, Jacksonville, FL	0.82	Date of birth reformatted Member ID reformatted ZIP missing
ENR-122677	ENR	Jack Campbell	1968-03-16	UHC-15180-41	3043260715	1440 Grand Ave, Las Vegas, NV	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-128152	ENR	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-402291	CLM	Michael Reyes	1945-11-25	UHC-84549-13	—	6699 Spring St, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-114957	ENR	Oilvia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-421458	CLM	Samantha Ray	1990-09-03	—	4922997700	464 Jefferson Ave, Denver, CO	0.82	Phone reformatted ZIP missing Email lower-cased
PRV-27051	PRV	Albert Garrett	1982-08-01	—	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-124541	ENR	Richard Carpenter	1947-07-14	UHC-12449-19	6106310010	7414 Pine Dr, Plano, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-417783	CLM	Fatima Cook	1956-10-19	—	—	3839 Spring St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27377	PRV	Gregory V Weaver	1940-03-01	—	—	2147 Hillcrest Rd, Denver, CO	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51570	TPA	Edward N Porter	1999-07-28	—	—	226 Broadway, Houston, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-129840	ENR	Terry U Padilla	1945-08-18	UHC-55722-08	5225569658	639 Maple Ave, San Antonio, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-129994	ENR	Sean F Coleman	1964-01-06	UHC-78728-44	7242391756	7070 Maple Ave, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-57358	TPA	Rilay Donna	1995-08-28	—	—	4358 Forest Ave, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-423275	CLM	Denise Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27745	PRV	Pamela N Reid	1986-07-06	UHC-83233-52	—	8710 Sunset Blvd, Houston, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52321	TPA	Kathryn Garkia	1978-03-16	UHC-36279-13	—	6454 Indian School Rd, Columbus, OH	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-414288	CLM	Raymond Lawrence	1949-08-08	—	7416800946	9838 Canyon Rd, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-123024	ENR	Henry Z Reid	1978-04-03	UHC-99272-22	5212512376	5672 Camelback Rd, Atlanta, GA	0.82	Name re-cased ZIP missing Email lower-cased
ENR-125244	ENR	Rebecca W Wheeler	1972-06-01	UHC-99980-37	—	1319 Elm St, Sacramento, CA	0.82	City re-cased ZIP missing Placeholder values cleared
TPA-64262	TPA	Cheryl Obrien	1938-08-14	—	—	7836 Union St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-400915	CLM	Justin Ray	1999-07-07	UHC-04481-51	—	1742 Grand Ave, Atlanta, GA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-132194	ENR	Gabriel Robertson	1982-10-12	UHC-41493-99	5452469704	788 Sage Ct, Gilbert, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
CLM-410199	CLM	Dennis Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-125116	ENR	Lori Hansen	1994-03-26	UHC-25477-77	4378201783	7679 Bayshore Dr, Chandler, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-128256	ENR	Gary F Rodryguez	2008-10-26	UHC-38044-13	6567775399	3031 Bayshore Dr, Tucson, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-429458	CLM	Victoria Gray	1978-09-01	UHC-19111-25	—	580 Sage Ct, Eden Prairie, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432014	CLM	Arjun Santos	1960-05-14	—	—	866 Hillcrest Rd, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-103523	ENR	Emily F Rose	1979-09-06	UHC-71747-37	4764805595	887 Oak St, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-127990	ENR	Jacqueline R Singh	1983-10-16	UHC-41910-36	—	8898 Forest Ave, Denver, CO	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-107197	ENR	Ethan Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ	0.84	Phone reformatted ZIP missing
CLM-425812	CLM	Marcus Thompson	1996-04-15	UHC-71607-73	—	4858 Apache Blvd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
TPA-62172	TPA	Diane P Willis	1941-02-08	—	—	4367 Park Pl, Gilbert, AZ	0.84	ZIP missing Placeholder values cleared
ENR-123363	ENR	Christina R Howard	1958-07-15	UHC-88448-16	5656436864	5406 Main St, Columbus, OH	0.84	Name re-cased ZIP missing
CLM-417350	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.84	ZIP missing Placeholder values cleared
ENR-110585	ENR	Ana T Hudson	2007-01-16	UHC-76915-75	9252236949	6569 Desert Sky Blvd, Dallas, TX	0.84	ZIP missing Whitespace trimmed
ENR-116980	ENR	Sharon L Cooper	1985-01-14	—	8854771235	2375 Lincoln Way, Fresno, CA	0.84	ZIP missing Email lower-cased
ENR-104152	ENR	Betty Allen	1956-09-12	UHC-46795-50	—	8596 Broadway, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
CLM-413136	CLM	Marilyn S Aguilar	1989-02-22	UHC-10198-70	4464578877	4665 Baseline Rd, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
CLM-413135	CLM	Marilyn S Aguilar	1989-02-22	UHC-10198-70	4464578877	4665 Baseline Rd, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
CLM-415084	CLM	Joseph Vasquez	2003-04-28	—	—	4444 Palm Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
ENR-100940	ENR	Yuki Nichols	2006-11-24	UHC-94092-96	—	2072 Lincoln Way, Denver, CO	0.84	ZIP missing Placeholder values cleared
CLM-424811	CLM	Charles W Reid	1969-06-14	UHC-11944-53	3702182011	3202 Lincoln Way, Tempe, AZ	0.84	ZIP missing Whitespace trimmed
CLM-401393	CLM	Thomas Hanson	1961-12-03	UHC-43892-40	—	226 Elm St, Dallas, TX	0.84	ZIP missing Placeholder values cleared
TPA-62530	TPA	Stephen Collins	1943-03-19	—	—	3224 Mountain View Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
TPA-51965	TPA	Gary Burke	1963-05-22	—	—	2576 Lake View Rd, Miami, FL	0.84	ZIP missing Placeholder values cleared
ENR-127971	ENR	Anthony N Weber	1958-05-09	UHC-55390-78	—	5356 Indian School Rd, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
ENR-120198	ENR	Ronald Bowman	1959-06-09	UHC-77136-60	—	9501 Grand Ave, Columbus, OH	0.84	ZIP missing Placeholder values cleared

7,146 rows, page 141 of 143Previous Next