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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50345	TPA	Joshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428056	CLM	Steven Matthews	1997-12-04	UHC-10194-82	9208786189	3860 Highland Ave, Phoenix, AZ, 85091	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56446	TPA	Kevin Z Morris	1938-05-10	—	3923878287	2422 Willow Ct, Austin, TX, 78755	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-131736	ENR	Jordan Riios	2000-12-20	UHC-05278-37	9248541878	4186 Market St, Phoenix, AZ, 85009	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137062	ENR	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28227	PRV	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-415417	CLM	William J Reynolds	1951-06-25	UHC-07356-49	—	8589 Harbor Blvd, Minneapolis, MN, 55449	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407966	CLM	Ryan Howall	1982-04-25	UHC-91148-66	6725480855	4377 Forest Ave, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57791	TPA	Willie Reynolds	—	—	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name re-cased Date of birth missing State name converted to code Whitespace trimmed+1 more
TPA-59626	TPA	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-410016	CLM	Noah Estrada	2005-04-15	—	—	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427695	CLM	Billy Henderson	1995-12-27	UHC-53069-38	6126603099	1253 Lake View Rd, Eden Prairie, MN, 55342	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417009	CLM	Charles Porter	2004-04-09	UHC-37973-20	—	9313 Forest Ave, Sacramento, CA, 95829	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133320	ENR	Laura Y Armstrong	1994-06-10	UHC-22568-88	3154230269	6025 Highland Ave, Atlanta, GA, 30304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420237	CLM	Katherine Z Patel	1968-05-21	UHC-80935-14	—	4167 Main St, Houston, TX, 77092	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-112296	ENR	Natalie Scott	1966-07-16	UHC-69940-94	9846856572	1374 Market St, Chandler, AZ, 85219	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129132	ENR	Anna E Lawrennce	1981-07-14	UHC-64406-85	7848736196	5764 Ocean Ave, Scottsdale, AZ, 85225	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61176	TPA	Judy Woods	1985-03-26	—	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56314	TPA	—Junk	1938-09-25	—	—	9144 Desert Sky Blvd, Orlando, FL, 32860	0.66	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-129908	ENR	Mary Morales	1952-07-05	UHC-12845-55	8899279498	2948 Church St, Glendale, AZ, 85330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127652	ENR	Jose J Chapman	1947-03-16	UHC-16119-29	9713265250	3582 Pine Dr, Sacramento, CA, 95883	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406640	CLM	Harold Vega	1946-06-06	—	—	9470 Highland Ave, Orlando, FL, 32842	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-142175	ENR	Nuyen M Robert	2006-12-04	UHC-46294-99	3033169511	2915 Bayshore Dr, Orlando, FL, 32870	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-106001	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave Apt 25, Austin, TX, 78706	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108964	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108965	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429790	CLM	Nancy Marshall	1961-03-10	UHC-91729-28	—	9776 Main St, Phoenix, AZ, 85073	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-114907	ENR	Richard Lee	1964-01-06	UHC-91655-19	5324133272	5923 Bayshore Dr, Nashville, TN, 37281	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114906	ENR	Richard Lee	1964-01-06	UHC-91655-19	5324133272	5923 Bayshore Dr, Nashville, TN, 37281	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412086	CLM	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109724	ENR	Emma I Myers	2005-11-14	UHC-94234-71	2204831763	8549 Highland Ave, Los Angeles, CA, 90048	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-130080	ENR	Glroia H Graham	1979-05-11	UHC-62018-44	2714051776	4843 Ridge Rd, Mesa, AZ, 85294	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-117516	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX, 75077	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119794	ENR	Charlotte Singh	1972-08-23	UHC-87275-87	—	6918 Jefferson Ave, Minneapolis, MN, 55424	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59888	TPA	Brittany Wong	1978-04-20	—	—	1666 Mountain View Dr, Los Angeles, CA, 90096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-142489	ENR	Jesse I Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
CLM-415459	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more

9,084 rows, page 116 of 182Previous Next