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-417535	CLM	Jose Santos	1992-05-20	UHC-88954-57	9496731068	4497 Mountain View Dr, Gilbert, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428353	CLM	Keith Thompson	1963-12-21	—	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-57746	TPA	Denise Rivera	1984-07-19	—	—	8656 Ocean Ave, Denver, CO, 80297	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57234	TPA	Drew Cooper	1983-06-12	UHC-45257-67	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-431337	CLM	Brian Z Fox	1969-01-20	UHC-56910-92	3014308839	4879 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105042	ENR	Keith B Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-403339	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-123566	ENR	Alan P Hanson	1999-01-27	UHC-37725-42	4389967162	3378 Ridge Rd, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106065	ENR	Donald T Garrett	1949-08-06	UHC-57421-77	3799641549	346 Apache Blvd, Tampa, FL, 33683	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431361	CLM	Kimberly Delgado	1961-12-14	—	—	5493 River Rd, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-427991	CLM	Janice Kennedy	1948-03-14	—	5265523510	7102 Union St, Denver, CO, 80248	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140649	ENR	Aisha E Rogers	1953-12-24	UHC-34354-41	5958883840	6254 Baseline Rd, Tucson, AZ, 85701	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23916	PRV	Stephen Schmidt	1948-08-13	—	—	4988 Pine Dr, Glendale, AZ, 85340	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-117777	ENR	Kathryn R Martin	1972-01-24	UHC-50765-80	4135768862	6768 Valley View Dr, Seattle, WA, 98180	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113799	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103587	ENR	Wei Carlson	1949-12-04	UHC-58954-87	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-29033	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29034	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400305	CLM	John Brooks	1995-06-08	—	—	2490 Broadway, Mesa, AZ, 85275	0.66	Date of birth reformatted Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-110548	ENR	Bradley Collins	1999-12-03	UHC-31256-02	4216777803	6848 Spring St, San Diego, CA, 92104	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-124603	ENR	Albert H Walsh	1947-03-02	UHC-55801-51	3216485023	3120 Elm St, Chandler, AZ, 85298	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-140333	ENR	Noah G Bradley	1998-06-02	UHC-52302-59	3495423588	3871 Mesa Dr, Tempe, AZ, 85255	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-113720	ENR	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104431	ENR	Sofia Carpenter	—	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-131274	ENR	Maria Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr, Jacksonville, FL, 32232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408037	CLM	Scott Pena	1993-10-14	—	—	2019 Oak St, Tucson, AZ, 85798	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132471	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-104096	ENR	Carolyn Hawkins	1955-08-14	UHC-24623-34	6954978570	354 Sunset Blvd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-407773	CLM	Charles O Ellis	1972-11-13	UHC-01634-67	—	9432 Church St, San Diego, CA, 92152	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60500	TPA	Lauren L Johnston	1983-11-27	—	—	5404 Jefferson Ave, Tempe, AZ, 85225	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-114470	ENR	Laura Cook	2002-07-27	UHC-35944-42	4072963645	740 Harbor Blvd, Chandler, AZ, 85253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141754	ENR	Ana Porter	1957-06-16	—	5113877355	3430 Park Pl, San Diego, CA, 92193	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138879	ENR	Sephanie J McCoy	1965-09-19	UHC-04671-13	2833291756	23 Sage Ct, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137880	ENR	Daniel Silvva	1985-06-21	UHC-59936-40	4128362970	8847 Valley View Dr, Phoenix, AZ, 85042	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104040	ENR	Keith J Williamson	1975-08-07	UHC-10224-17	9583186482	3014 Pine Dr, Charlotte, NC, 28207	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
CLM-429012	CLM	Nathan Santiago	1943-12-11	UHC-27681-55	—	2615 Lake View Rd, Tucson, AZ, 85779	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124376	ENR	Elizabeth Nelson	1951-12-05	UHC-53683-17	2308867446	1662 Elm St, Minneapolis, MN, 55449	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411552	CLM	Danielle M Tucker	1953-06-27	UHC-36926-50	—	3682 Central Ave, Gilbert, AZ, 85289	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55710	TPA	Christopher Thomas	1964-04-22	—	—	1594 Jefferson Ave, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427965	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 111 of 166Previous Next