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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119233	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave, Houston, TX, 77030	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109316	ENR	Jackie Gray	—	UHC-83000-12	3257914314	5307 Baseline Rd, Denver, CO, 80263	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-422533	CLM	Joan Harvey	1994-03-15	UHC-56570-62	—	2921 Forest Ave # 116, Tampa, FL, 33644	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-124893	ENR	Adam H Lucas	2003-03-21	UHC-98067-38	9229537683	4190 Union St, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105544	ENR	Sofia Lawrence	1986-02-24	UHC-75151-15	8696347169	2571 Bayshore Dr, Seattle, WA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-125046	ENR	Carl Q White	1943-02-06	UHC-60657-23	4897021916	8984 Ridge Rd, Orlando, FL, 32863	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417561	CLM	Marcus J Allvarado	1949-06-12	UHC-99938-50	—	53 Union St, San Antonio, TX, 78272	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
PRV-27976	PRV	Hudson K Alexander	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101426	ENR	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113417	ENR	Gabriel N Mnoz	1986-01-14	UHC-68548-73	8388535293	3915 Park Pl, Atlanta, GA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140343	ENR	Julie A George	1961-08-14	UHC-62078-43	8996242498	5628 Mountain View Dr, Seattle, WA, 98119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-113903	ENR	Nathan M Wilson	2007-10-13	UHC-55606-82	8825889225	8326 River Rd # 910, Miami, FL	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-400358	CLM	Lauren Hansen	1979-04-21	UHC-05841-17	6737838467	1365 Valley View Dr, Minneapolis, MN	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23494	PRV	Evelyn Gardner	1992-09-28	UHC-73149-18	9326350746	3445 Mountain View Dr Apt 14, Mesa, AZ, 85250	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-131866	ENR	Richard N Chapman	1999-11-01	UHC-28200-70	8314581341	5513 Desert Sky Blvd, Plano, TX, 75012	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123941	ENR	Grace P Kim	1952-04-02	UHC-89018-09	4764590477	2766 Sage Ct, Denver, CO	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-423595	CLM	Christine Hoffman	2003-05-09	UHC-38010-16	—	5855 Spring St, Phoenix, AZ, 85022	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-417775	CLM	Patricia K Phillips	1964-04-13	UHC-42386-79	—	6649 Hillcrest Rd, Plano, TX, 75021	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134226	ENR	Victoria Rogers	2008-05-10	UHC-57091-14	7343817018	1444 Indian School Rd, Plano, TX, 75029	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110925	ENR	Helen Spencer	1939-09-05	UHC-12971-42	3945372124	3371 Meadow Ln Apt 40, Orlando, FL, 32807	0.46	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-57435	TPA	Beverly Bannett	1948-08-14	UHC-99014-61	—	4158 Indian School Rd, Denver, CO, 80291	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-25658	PRV	Aisha Stone	1984-07-07	UHC-36349-47	7474481889	905 Main St, Houston, TX	0.46	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-417459	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118764	ENR	Jeremy J Ortega	2002-08-07	UHC-18231-87	3009812935	4675 Indian School Rd, Charlotte, NC, 28278	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-415286	CLM	Edwards Janice	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27501	PRV	Obrien M Laura	2000-08-16	—	4486001681	3657 Desert Sky Blvd Apt 36, Los Angeles, CA, 90029	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-119744	ENR	Laura Watkins	1961-02-15	UHC-86062-54	2947284413	2762 Willow Ct Apt 17, Mesa, AZ, 85231	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113079	ENR	Katherine B Larson	1972-09-17	UHC-24304-50	4912407045	4444 Main St, Los Angeles, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21370	PRV	Jesse Hernandez	1989-02-19	—	7966025148	2786 Spring St, Fresno, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124183	ENR	Santiago Z Dominguez	1963-04-09	UHC-05052-57	5992637780	9297 Forest Ave, Dallas, TX, 75214	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-113586	ENR	Julia S Nguyen	1969-11-02	UHC-27419-79	4658031478	5776 Meadow Ln Apt 20, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-418300	CLM	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-100026	ENR	Nancy O Campbell	1991-05-20	UHC-10392-04	7332381159	3517 Baseline Rd # 391, Jacksonville, FL, 32266	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-102206	ENR	Arthur N Mason	1975-07-11	UHC-95789-74	3373974367	5652 Jefferson Ave # 776, San Antonio, TX, 78266	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-127727	ENR	Katherine V Wagner	1962-05-06	UHC-22531-13	7622018414	1301 Ocean Ave, Columbus, OH, 43273	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-122059	ENR	Frank Weber	1956-03-02	UHC-60254-75	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more

17,850 rows, page 11 of 357Previous Next