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-121832	ENR	Madison Banks	1979-11-18	UHC-14617-14	8654682870	515 Valley View Dr, Jacksonville, FL, 32291	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-419194	CLM	Nicole Henderson	1995-05-24	UHC-56732-85	—	9832 Oak St, Phoenix, AZ, 85006	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-139843	ENR	Judith L Davis	1977-06-09	UHC-83672-30	4815870295	5600 Meadow Ln, Glendale, AZ, 85361	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135748	ENR	Diane Edwards	1978-04-19	UHC-67682-80	5687004946	5138 Desert Sky Blvd, Eden Prairie, MN, 55315	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136323	ENR	Doris G Hughes	1976-06-22	UHC-15903-32	4178327290	8527 Meadow Ln, Charlotte, NC, 28228	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23561	PRV	Keith McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-117634	ENR	Ralph Cole	1953-10-03	UHC-68857-64	3158218606	3778 Baseline Rd, Nashville, TN, 37242	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-403692	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110434	ENR	Debra Turner	1994-08-06	UHC-81707-43	9608570465	906 Church St, Nashville, TN, 37219	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128721	ENR	Robert Wells	1998-08-26	UHC-92831-90	2106076684	6881 Ocean Ave, Nashville, TN, 37279	0.78	Member ID reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-108568	ENR	Mari Marshall	1971-11-11	UHC-75130-07	9048769322	2493 Camelback Rd, Mesa, AZ, 85265	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-115002	ENR	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422884	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	—	6600 Indian School Rd, Tempe, AZ, 85219	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420878	CLM	Marcus Bryyant	1941-05-11	UHC-86247-06	2606215864	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
CLM-411333	CLM	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2291 Church St, Houston, TX, 77039	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-128635	ENR	James Romero	1965-08-21	UHC-81194-40	—	5137 Valley View Dr, Jacksonville, FL, 32282	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422331	CLM	Joyce X Mendez	1966-04-10	UHC-41945-99	—	1468 Sage Ct, Phoenix, AZ, 85078	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115038	ENR	Anthony M Dominguez	1940-10-12	UHC-72960-77	6149146586	4090 Hillcrest Rd, Minneapolis, MN, 55462	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-110268	ENR	Cheryl Sandoval	1974-04-07	UHC-93012-75	3826916954	1834 Oak St, Plano, TX, 75084	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-121154	ENR	Lauren Pena	1974-01-10	UHC-82250-91	5544028023	5096 Hillcrest Rd, Dallas, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-120004	ENR	Kathryn I Price	1987-02-12	UHC-81209-58	8736981814	5333 Lincoln Way, Plano, TX, 75049	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-100732	ENR	Santiago Bennett	1988-09-19	UHC-00928-23	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-121432	ENR	Luis B Gonzalez	1939-04-05	UHC-53033-91	9529602104	5883 Harbor Blvd, Mesa, AZ, 85245	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126790	ENR	Patricia Hawkins	1992-11-17	UHC-74376-01	8093577719	9003 Highland Ave, San Antonio, TX, 78236	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-110603	ENR	Scott Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-417937	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	2722200689	2501 Mountain View Dr, Sacramento, CA, 95819	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133920	ENR	Megan Allen	1946-09-15	UHC-94421-04	—	3172 Central Ave, San Diego, CA, 92182	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130252	ENR	Amanda Cole	2005-10-28	UHC-20244-98	2293378957	593 Cedar Ln, Seattle, WA, 98142	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102245	ENR	Brittany R Le	1975-06-11	UHC-90174-59	5239397428	2015 Camelback Rd, Scottsdale, AZ, 85231	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-142985	ENR	Stephanie I West	1945-04-15	UHC-94355-43	2308489536	9640 Union St, Fresno, CA, 93733	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126117	ENR	Nicole L Welch	1976-05-01	UHC-08156-10	2713853904	8107 Washington St, San Diego, CA, 92107	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124489	ENR	Albert Y Burke	1959-06-23	UHC-43502-22	7414498126	1251 Oak St, Seattle, WA, 98168	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419826	CLM	Cheryl Harper	1996-10-02	UHC-35989-19	—	404 Lincoln Way, San Antonio, TX, 78233	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-25674	PRV	Pat I Howard	—	UHC-28807-93	9308686400	7671 Sunset Blvd, Minneapolis, MN, 55499	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-117919	ENR	Kelly Z Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-129543	ENR	Ethan Z Porter	1969-01-18	UHC-50566-98	7996892849	7291 Bayshore Dr, Houston, TX, 77015	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-105716	ENR	Emma J Jensen	1953-11-01	UHC-95818-24	5953407948	5617 Central Ave, Phoenix, AZ, 85072	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107775	ENR	Gregory Webb	1977-01-26	UHC-84386-45	5949277879	462 Meadow Ln, Miami, FL, 33119	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420809	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX, 78738	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21240	PRV	Carl A Hoffman	1941-12-11	UHC-12474-99	—	7522 Indian School Rd, Miami, FL, 33185	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more

7,723 rows, page 93 of 155Previous Next