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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123111	ENR	Matthew R Flores	1953-09-12	UHC-14137-64	4655802094	3607 Harbor Blvd, Miami, FL, 33114	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142224	ENR	Christian G Medina	1970-02-20	UHC-32287-16	2992397827	4608 Pine Dr, Charlotte, NC, 28247	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136303	ENR	Rachel Watson	1976-05-04	UHC-11925-83	7648465639	7935 Valley View Dr, San Diego, CA, 92130	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411047	CLM	Matthew G Harper	1987-11-08	UHC-68492-17	—	1568 Central Ave, Gilbert, AZ, 85224	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134100	ENR	Luis Reid	1974-11-05	UHC-07093-42	4035034728	4174 Maple Ave, Seattle, WA, 98134	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400940	CLM	Douglas Hughes	1943-02-13	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Date of birth reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-135545	ENR	Jante Fernadnez	1989-04-14	UHC-09025-60	—	8060 Ridge Rd, San Diego, CA, 92189	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122644	ENR	Debra Allen	1938-06-15	UHC-49233-69	9797241815	4355 Baseline Rd, Tempe, AZ, 85271	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-105363	ENR	Martha Sims	1976-02-11	UHC-34370-51	6574554732	2991 Elm St, Tampa, FL, 33636	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-52701	TPA	Camila Silva	1938-04-14	UHC-53560-35	—	489 Highland Ave, Austin, TX, 78778	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123763	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
TPA-54088	TPA	Jesse Hernandez	2008-10-08	UHC-40678-60	—	2780 Forest Ave, Chandler, AZ, 85247	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133690	ENR	Danielle Washington	2001-10-06	UHC-41113-13	3923151900	8837 Harbor Blvd, Los Angeles, CA, 90065	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-413434	CLM	Andrew Bell	1964-08-20	UHC-15391-25	—	5494 Union St, San Antonio, TX, 78287	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431294	CLM	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-107444	ENR	Philip J Lawson	1950-02-03	UHC-99396-10	8306800749	9078 Sage Ct, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-125715	ENR	Kathryn K Owens	1998-02-24	UHC-77483-73	8044125741	9096 Elm St, Jacksonville, FL, 32220	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-111102	ENR	Eric S Dixon	1982-03-03	UHC-84372-72	3529264768	8307 Lake View Rd, Sacramento, CA, 95848	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-104334	ENR	Janice B Harper	1981-07-04	UHC-94792-89	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-134312	ENR	Judy Q Day	1976-03-09	UHC-65976-64	7418337789	5469 Elm St, Tampa, FL, 33636	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-118231	ENR	Sharon Scott	1977-06-19	UHC-18523-72	7096026882	7146 Cedar Ln, Scottsdale, AZ, 85214	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-141980	ENR	Yuki R Hunt	1998-12-09	UHC-95527-74	5824416214	5754 Main St, Tucson, AZ, 85780	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-121511	ENR	Bradley D Burton	1997-09-28	UHC-86273-40	—	2223 Valley View Dr Apt 4, Tucson, AZ, 85775	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-405257	CLM	Frnak Padilla	1964-02-14	UHC-18739-54	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-421175	CLM	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA, 95814	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131623	ENR	Bryan Welch	1951-12-16	UHC-90499-68	8484550065	9202 Palm Dr, Seattle, WA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-128423	ENR	Richard W Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-128873	ENR	Donna Hansen	1961-06-10	UHC-26678-18	8704506805	33 Meadow Ln, Atlanta, GA, 30333	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-22878	PRV	Hanson Elijah	2003-03-04	UHC-11708-39	—	119 Indian School Rd, Jacksonville, FL, 32200	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-141324	ENR	Janice Ryan	1973-11-17	UHC-03879-94	8625215064	143 Palm Dr, Austin, TX, 78799	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20973	PRV	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403737	CLM	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-124072	ENR	Pamela Q Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420414	CLM	Gloria Tran	1945-05-04	UHC-23626-76	—	403 Lake View Rd, Tampa, FL, 33674	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422609	CLM	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	8867 Forest Ave, Miami, FL, 33154	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-114013	ENR	Marcus Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130753	ENR	Russell Z Reyes	1978-03-02	UHC-38084-98	7557756914	4693 Sage Ct, Tampa, FL, 33696	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-124287	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-136807	ENR	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136806	ENR	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-113861	ENR	Christine Gonzales	1943-05-07	UHC-81084-47	4396799045	1128 Valley View Dr, Miami, FL, 33127	0.78	Name re-cased Member ID reformatted Email lower-cased Gender normalised+1 more
TPA-62376	TPA	Ken Q Hamilton	1985-10-18	UHC-66672-48	—	4095 Lake View Rd, Sacramento, CA, 95883	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129715	ENR	Brandon Q Owens	1951-01-08	UHC-68213-48	3556542909	162 Highland Ave Apt 27, Chandler, AZ, 85221	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
TPA-63867	TPA	Jarry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-58740	TPA	Lawrence U Smith	1964-03-19	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.78	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123485	ENR	Roger Black	1992-07-21	UHC-70794-50	2847301448	929 Harbor Blvd, Dallas, TX, 75217	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-24124	PRV	Angela Espinoza	2005-12-14	UHC-85864-70	4256206749	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more

7,723 rows, page 98 of 155Previous Next