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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
ENR-119534	ENR	Billy Rose	2005-06-02	UHC-73662-77	7872894075	4654 Canyon Rd, Sacramento, CA, 95813	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139612	ENR	Ryan M Patel	2003-09-16	UHC-54246-97	4584535471	3245 Jefferson Ave, Nashville, TN, 37201	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135695	ENR	Bruce I Jacobs	1966-05-19	UHC-92556-29	4244869509	6333 Highland Ave, Orlando, FL, 32824	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-126700	ENR	Gerald Y Gardner	1952-06-01	UHC-17504-13	3414882720	2245 Meadow Ln, Charlotte, NC, 28269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127724	ENR	Denise C Gordon	1972-10-09	UHC-08598-17	4502568458	8053 Cedar Ln, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129232	ENR	Abigail Obrein	1982-10-28	UHC-11522-72	—	7923 Indian School Rd, Las Vegas, NV, 89158	0.66	Name re-cased Phone missing area code State name converted to code Email lower-cased+1 more
ENR-140567	ENR	Keith F Cook	1995-04-28	UHC-79528-01	5753980093	9606 Broadway, Houston, TX, 77035	0.66	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
ENR-131807	ENR	Thomas Graham	1984-09-21	UHC-00491-82	4183807798	2092 Sage Ct, Tucson, AZ, 85779	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
ENR-125282	ENR	Marilyn P Barns	1957-12-23	UHC-48806-49	6253821548	4785 Apache Blvd, San Diego, CA, 92164	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-123165	ENR	Helen Thomsa	1941-02-13	UHC-76001-68	4405197634	3663 Sage Ct, Tempe, AZ	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-112742	ENR	Vincent O Willis	1996-09-12	UHC-25785-40	9715724870	7913 Sunset Blvd, Las Vegas, NV, 89110	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118937	ENR	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142378	ENR	Grace West	1963-01-26	UHC-87340-82	5803776038	2648 Union St, Seattle, WA, 98160	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-110816	ENR	Sarah G Barnes	1992-05-16	UHC-17925-71	4673681744	8806 Sage Ct, Las Vegas, NV, 89134	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126419	ENR	Teresa C Snyder	—	UHC-84654-02	2739465214	750 Church St, Chandler, AZ, 85298	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-117279	ENR	Russell W Clark	1962-04-14	UHC-96670-18	—	4476 Lake View Rd, Scottsdale, AZ, 85205	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126555	ENR	Mark Morris	1977-12-03	UHC-98101-29	4205832158	8456 Market St, San Diego, CA, 92187	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141706	ENR	Stephne Mitchell	1980-11-20	UHC-01206-78	7213938364	8311 Sunset Blvd, Minneapolis, MN, 55468	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-111431	ENR	Mariana Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-131284	ENR	Adam O Herrera	1967-11-20	UHC-24042-43	8055056944	7813 Sage Ct, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113775	ENR	Joyce Nunez	1996-12-11	UHC-97671-06	7512565227	3734 Palm Dr, Fresno, CA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122357	ENR	Willei Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141383	ENR	Wei A Garza	1976-11-25	UHC-69816-52	4405357825	9286 Oak St, Austin, TX, 78709	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-112226	ENR	Becky Stephens	1952-11-20	UHC-02357-21	2699305287	7713 Main St Apt 25, Plano, TX, 75037	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-139559	ENR	Joseph Daniels	1941-05-21	UHC-13037-47	2814425825	2421 Meadow Ln Apt 34, Sacramento, CA, 95890	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-100247	ENR	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8691 Spring St, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-123508	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	—	1893 Washington St, Chandler, AZ, 85243	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-113033	ENR	Peter Vazquez	1992-08-09	UHC-49745-85	3448505842	776 Mesa Dr, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-121920	ENR	Jose Hall	1944-09-22	—	5253464344	8803 Church St, Austin, TX, 78753	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102796	ENR	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave Apt 23, Columbus, OH, 43267	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126530	ENR	Theresa Tucker	1972-03-03	UHC-63388-86	8127805521	6849 Grand Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110392	ENR	George K Santos	1942-06-04	UHC-45616-92	9278110590	6304 Willow Ct, Columbus, OH, 43201	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131305	ENR	Sara Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141613	ENR	Fatima Bishop	1959-09-04	UHC-22906-10	—	5867 Grand Ave, Scottsdale, AZ, 85238	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-105982	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105983	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129972	ENR	Carolyn Cole	1970-01-18	UHC-93389-67	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-121063	ENR	Charlotte Lopez	1954-05-07	UHC-73997-97	2682990590	4337 Sage Ct, Houston, TX, 77053	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142593	ENR	Kayla Y James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130989	ENR	Brandon Cunningham	1965-06-20	UHC-63026-22	5048281378	4695 Indian School Rd Apt 17, Sacramento, CA, 95893	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-126421	ENR	Henry W Roberts	1947-04-05	UHC-26362-50	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-102395	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

17,310 rows, page 121 of 347Previous Next