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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-102907	ENR	Vincent Delgado	1985-10-16	UHC-73386-28	7657915969	8194 Mountain View Dr # 824, Orlando, FL, 32888	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425278	CLM	Philip R Bailey	2006-02-08	UHC-50588-65	4407596036	4686 Ocean Ave # 412, Miami, FL, 33118	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102385	ENR	Lawrence X Young	1953-09-03	UHC-86523-36	4359361407	3964 Oak St Apt 3, Tucson, AZ, 85772	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
PRV-28854	PRV	Virginia Hansen	1944-07-06	—	—	3692 Sunset Blvd Apt 30, Jacksonville, FL, 32220	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-103194	ENR	Brittany N Wrgiht	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd # 586, Miami, FL, 33101	0.52	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124253	ENR	Ronald O Crawford	1985-12-25	UHC-84729-70	2114887181	3144 Market St Apt 9, San Antonio, TX, 78237	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-59776	TPA	Nancy Austin	1950-10-02	—	—	3707 Valley View Dr # 833, Austin, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137444	ENR	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave Apt 34, Columbus, OH, 43298	0.52	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+2 more
PRV-26130	PRV	Carol Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd # 482, Minneapolis, MN, 55427	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403018	CLM	Nancy S Vazquez	1967-08-27	—	6555146171	4030 Maple Ave Apt 9, Scottsdale, AZ, 85207	0.52	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120404	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave Apt 36, Miami, FL, 33187	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-141469	ENR	Deborah Barnes	1978-07-21	UHC-58944-23	6976447256	1318 Cedar Ln # 646, Dallas, TX, 75228	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112282	ENR	Aisha P Burke	1958-10-14	UHC-98365-72	6749400075	6872 Palm Dr # 999, Nashville, TN, 37298	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107028	ENR	Elijah A Brooks	1964-10-22	UHC-25287-21	2769406433	2640 Baseline Rd Apt 25, Orlando, FL, 32829	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429482	CLM	Denise Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd Apt 23, Nashville, TN, 37280	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137590	ENR	William T Woong	1980-05-15	UHC-15878-72	4207455743	7700 Palm Dr Apt 8, Scottsdale, AZ, 85254	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-427728	CLM	Alexander Smith	1958-09-25	UHC-06478-92	5583827401	1669 Park Pl Apt 10, Los Angeles, CA, 90020	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102705	ENR	Raymond Scott	1988-07-05	UHC-74464-51	2233122221	7866 Lincoln Way Apt 16, Denver, CO, 80228	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415618	CLM	Logan Lawson	1992-11-11	—	2836807393	9216 Mesa Dr Apt 38, Atlanta, GA, 30313	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429557	CLM	Alexis Elliott	1987-05-15	UHC-17159-14	—	1711 Canyon Rd Apt 33, Tempe, AZ, 85260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20598	PRV	David F Kelley	1970-06-19	—	4127037771	979 Mountain View Dr Apt 35, Dallas, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124314	ENR	Nick L Garrett	1987-02-16	UHC-58324-10	8963032558	8090 Lincoln Way # 428, Tucson, AZ, 85776	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22808	PRV	Jordan D Sandoval	1984-10-14	UHC-19789-28	—	1497 Bayshore Dr Apt 40, Tempe, AZ, 85229	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52099	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave Apt 6, Plano, TX, 75050	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138740	ENR	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct # 833, Orlando, FL, 32826	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54050	TPA	Joan Gilbert	1995-06-14	—	—	6266 Valley View Dr # 715, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135294	ENR	Paul Marquez	1949-10-11	UHC-66457-34	—	2834 Indian School Rd # 749, Tampa, FL, 33661	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114754	ENR	Bryan Morrison	1992-11-17	UHC-63751-61	—	2645 Harbor Blvd Apt 40, Seattle, WA, 98155	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130984	ENR	Bradley Z Lawrence	1954-01-17	UHC-30637-63	2993709265	6725 Valley View Dr Apt 6, Atlanta, GA, 30365	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 45 of 140Previous Next