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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121665	ENR	Adam Z Kelly	1996-05-07	UHC-34206-78	3575530441	4990 Highland Ave, Jacksonville, FL, 32283	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128827	ENR	Edward Sanchez	1951-09-13	UHC-11141-16	—	9732 Market St, Nashville, TN, 37268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased+1 more
ENR-107470	ENR	Nancy I Soto	1975-04-23	UHC-36039-09	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-106142	ENR	Ronald L Dean	1982-08-11	UHC-43191-80	—	7414 Meadow Ln, Jacksonville, FL, 32213	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+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
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
ENR-118191	ENR	George Lawrence	1956-11-06	UHC-41452-62	9584131180	4220 Ridge Rd, Jacksonville, FL, 32274	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-129019	ENR	Pamela Sullivan	1963-04-28	UHC-72817-47	7663120309	5284 Harbor Blvd, Miami, FL, 33144	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-128188	ENR	Heen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Email lower-cased+1 more
ENR-118030	ENR	Ruth Ray	1961-08-07	UHC-60512-08	3609269663	8875 Main St, Sacramento, CA, 95850	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114310	ENR	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.66	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-130323	ENR	Hiroshi Rogers	1978-04-10	UHC-65675-17	7872044505	6982 Maple Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-131703	ENR	Gabriel Freeman	1997-01-10	UHC-43737-02	—	8222 Park Pl, Las Vegas, NV, 89159	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104424	ENR	Katheriine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139532	ENR	Sandra H Reynolds	1946-05-23	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137213	ENR	Stephanie T Espinoza	1942-07-21	UHC-27835-46	3983737624	1618 Washington St, Glendale, AZ, 85353	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-113884	ENR	Walter S Griffin	1960-02-26	UHC-72826-07	4007341691	6093 Hillcrest Rd # 225, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-113848	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-119474	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	9457 Lake View Rd, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-126212	ENR	Lawrence Jacson	1972-10-08	UHC-33336-58	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111313	ENR	Ana Y Lee	1965-10-05	UHC-53237-42	5839189518	3906 Lake View Rd, Tempe, AZ, 85275	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-104955	ENR	Luis Hughes	1987-03-13	UHC-16328-06	6547174157	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-101618	ENR	Richard Morrison	1997-06-16	UHC-44288-53	3349698210	2431 Camelback Rd, Denver, CO, 80252	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-109827	ENR	Santiago Black	1951-12-04	UHC-04410-16	7284474573	2384 Camelback Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-138072	ENR	Judy Bailey	1976-10-06	UHC-04303-28	7718049744	5010 Cedar Ln, Mesa, AZ, 85227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129057	ENR	Roger Y Rivera	2006-07-08	UHC-22785-78	2048346714	4497 Forest Ave, Los Angeles, CA, 90084	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-142890	ENR	Gerald R Myers	2006-07-23	UHC-99802-48	—	2208 Camelback Rd, Scottsdale, AZ, 85297	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-126275	ENR	Priya J Dncan	1990-06-08	UHC-97186-66	—	2247 Bayshore Dr, Austin, TX, 78724	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-128552	ENR	Arjun P Evans	1979-02-19	UHC-02954-72	2913574271	2479 Washington St, Nashville, TN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-123996	ENR	Elijah Stephens	2002-10-04	UHC-28699-80	8846488345	7755 Ridge Rd, Jacksonville, FL, 32240	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129066	ENR	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141088	ENR	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave # 627, Charlotte, NC, 28273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-118462	ENR	—Junk	1982-10-01	UHC-19613-91	6646926110	1738 Main St, Atlanta, GA, 30312	0.66	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-142342	ENR	Bradley U Bennett	1995-09-12	UHC-52823-46	7563879617	5501 Baseline Rd, Scottsdale, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130451	ENR	Racehl Lawson	1956-02-21	UHC-01050-47	5212206979	9092 Ocean Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138684	ENR	Stephen Z King	1969-01-20	UHC-15796-58	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-135960	ENR	Danielle K Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125345	ENR	Hannah K Lane	1981-02-02	UHC-85848-94	9845497613	4374 Grand Ave, Jacksonville, FL, 32203	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140437	ENR	Sanders U Douglas	1958-07-23	UHC-15375-20	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more

8,934 rows, page 66 of 179Previous Next