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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111488	ENR	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111783	ENR	Herrera X James	2007-10-15	UHC-91233-31	5506593172	3206 Washington St, Las Vegas, NV, 89105	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103400	ENR	Wayne E McCoy	1971-11-21	UHC-95138-15	4573307854	329 Desert Sky Blvd, Los Angeles, CA, 90039	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136209	ENR	Matthew Walker	1971-05-21	UHC-70116-01	8157859880	8815 Harbor Blvd, Minneapolis, MN, 55477	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127605	ENR	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113704	ENR	Anna C Dunn	1979-05-15	UHC-36655-13	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142720	ENR	Carlos Ruiz	1986-04-23	UHC-41194-02	—	4033 Maple Ave, Glendale, AZ, 85316	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-121779	ENR	Bradley I Santiago	1955-10-16	UHC-33469-09	5278922307	9837 Palm Dr, San Antonio, TX, 78201	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104292	ENR	Christina V Schultz	2005-11-18	UHC-83971-71	8647330096	4760 Desert Sky Blvd, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-113838	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116572	ENR	Diego C Marquez	1993-02-10	UHC-16469-95	7412014644	8702 Valley View Dr, Columbus, OH, 43264	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-101321	ENR	Terry I Wels	1948-08-06	UHC-54960-58	2874159000	8898 Jefferson Ave, Austin, TX, 78769	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+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-108388	ENR	Christina Cox	1964-06-21	UHC-38214-73	—	2967 Highland Ave, Scottsdale, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138783	ENR	Andrew Ford	1967-04-18	UHC-20167-98	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129804	ENR	Brenda W Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110003	ENR	Logan Burton	1945-08-04	UHC-60659-85	3522731320	9374 Canyon Rd, Houston, TX, 77017	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-110817	ENR	Mason S Brown	2006-09-02	UHC-44719-67	7903257720	3815 Main St, Mesa, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136751	ENR	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104529	ENR	Betty F Carlson	1976-12-24	UHC-86476-63	4658388454	3306 River Rd, Seattle, WA, 98135	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133030	ENR	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	4135 Washington St, Minneapolis, MN, 55477	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-131505	ENR	Brenda Lopez	1990-02-18	UHC-93886-29	9752355447	8704 Lincoln Way, Mesa, AZ, 85233	0.78	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-106067	ENR	Natalie T Sanders	2000-02-20	UHC-03113-20	7425950149	49 Lincoln Way, Plano, TX, 75096	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-140336	ENR	Kayla U Rojas	2003-04-24	UHC-66996-68	—	5108 Bayshore Dr, Mesa, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-128534	ENR	Hlen Watson	1971-09-09	UHC-53009-43	6445964399	4667 River Rd, Minneapolis, MN, 55423	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-101399	ENR	James M Bryant	2000-12-16	UHC-67105-34	7935418540	8331 Mesa Dr, Glendale, AZ, 85377	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140792	ENR	Stephen H Washington	1950-03-07	UHC-80868-05	9539044656	7605 Sunset Blvd, Las Vegas, NV, 89130	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127170	ENR	Logan West	1958-12-16	UHC-35846-32	7718539742	9527 Broadway, Orlando, FL, 32882	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-112445	ENR	Aisha Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-136179	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-136178	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-124263	ENR	Megan Ford	—	UHC-44478-63	7163555354	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-118612	ENR	Brittany S Espinoza	1996-04-25	UHC-16820-98	—	537 Maple Ave, Austin, TX, 78780	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116289	ENR	Wayne Grene	2008-11-18	UHC-67459-90	6004092910	586 Bayshore Dr, Plano, TX, 75051	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-119553	ENR	Diane Lewis	2004-11-22	UHC-04826-30	3218123697	69 Cedar Ln, Sacramento, CA, 95872	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122972	ENR	Maria R Jenkins	1941-07-28	UHC-97871-08	3763851298	771 Ridge Rd, Denver, CO, 80202	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-102028	ENR	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln Apt 31, Tucson, AZ, 85788	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-119458	ENR	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142689	ENR	Carlos P Ramos	1971-01-12	UHC-12411-50	3994073272	4755 Hillcrest Rd, Los Angeles, CA, 90070	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127248	ENR	Ruth Hernandez	1955-05-15	UHC-45614-74	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.78	Phone reformatted Member ID reformatted City re-cased State name converted to code+1 more
ENR-134987	ENR	Paul Coleman	1939-09-22	UHC-62015-28	7418146580	8638 Main St, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-134988	ENR	Paul Coleman	1939-09-22	UHC-62015-28	7418146580	8638 Main St, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-103970	ENR	Phlip Y Reynolds	1954-06-13	UHC-22824-91	4042241947	6356 Spring St, Los Angeles, CA, 90062	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-102672	ENR	Steven Sanders	1998-06-14	UHC-32919-30	2439846474	877 Valley View Dr, Denver, CO, 80266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101211	ENR	Chriztian I Wililamson	1974-08-05	UHC-01208-77	6646702564	3455 Oak St, Chandler, AZ, 85285	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-113339	ENR	Dylan L Oliver	1958-01-17	UHC-07328-18	5816348596	53 Central Ave, Scottsdale, AZ, 85280	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120558	ENR	Jacqueline X Wang	1977-10-24	UHC-85294-14	2672269553	6566 Indian School Rd, Tempe, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125650	ENR	Michelle Y Fisher	2005-04-09	UHC-96401-41	2222288382	8312 Camelback Rd, San Diego, CA, 92113	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136463	ENR	Joan Clark	1944-05-16	UHC-71989-42	4055337590	1521 Lake View Rd, Columbus, OH, 43206	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-109651	ENR	Mei Ryan	1977-12-11	UHC-76121-14	3253587505	2450 Market St, Mesa, AZ, 85244	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more

8,423 rows, page 115 of 169Previous Next