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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111238	ENR	Gabriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-116156	ENR	Terry Elliott	1980-05-20	UHC-43012-07	3874921011	6936 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130745	ENR	Rebecca S Butler	1972-12-26	UHC-82111-65	—	6189 Desert Sky Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127354	ENR	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101816	ENR	Maria Jones	1986-03-13	UHC-87021-76	4369810040	9532 Elm St # 575, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140866	ENR	Lawrence C Berry	1995-06-24	UHC-98898-79	4672041352	5911 Lake View Rd # 254, Seattle, WA, 98198	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135701	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122324	ENR	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116341	ENR	Bruce Yang	1955-02-10	UHC-72059-81	—	578 Willow Ct Apt 1, Miami, FL, 33193	0.60	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132376	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120999	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102767	ENR	Luis R Freeman	1981-07-01	UHC-54061-22	4378136234	147 Central Ave, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141272	ENR	Wayne Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120957	ENR	Juhn E Ramos	1941-03-16	UHC-03305-70	4482304692	8029 Park Pl, San Antonio, TX, 78277	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-112922	ENR	Danielle U Ryan	1999-03-06	UHC-83966-96	4269041568	7283 Ocean Ave, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139539	ENR	Kyyle G Rivera	2007-12-24	UHC-99475-72	5918657063	8014 Central Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123308	ENR	Joan Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118849	ENR	Luys A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr, Sacramento, CA, 95822	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102631	ENR	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St # 238, San Antonio, TX, 78296	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-138516	ENR	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125359	ENR	Joseph Moore	1990-05-26	UHC-14260-60	2924703851	5602 Mesa Dr, Tucson, AZ, 85740	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118223	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112951	ENR	Jose H Jackson	1954-11-11	UHC-92950-03	5845062029	338 Indian School Rd, Mesa, AZ, 85221	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-120302	ENR	Priya Simpson	1997-11-22	UHC-26606-78	7079954573	5204 Meadow Ln Apt 29, Columbus, OH, 43257	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120393	ENR	Deborah Lawson	1955-02-26	UHC-80225-75	—	4298 Central Ave Apt 27, Tucson, AZ, 85734	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-116430	ENR	Samuel C Kelley	1955-07-10	UHC-55006-25	7046110385	6204 Union St, Orlando, FL, 32816	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-142000	ENR	Valentina Medina	1985-10-12	UHC-26308-88	2317529088	1073 Ocean Ave, Tampa, FL, 33641	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113187	ENR	Christian Rogers	1943-09-06	UHC-47495-44	2594153330	5635 Cedar Ln, Dallas, TX, 75261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116672	ENR	Ralph Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128948	ENR	Tyler Barnes	1966-03-01	UHC-63428-80	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-129698	ENR	Hiroshi G Rivera	1952-01-23	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118180	ENR	Serah Yang	1986-04-09	UHC-33199-01	—	6524 Camelback Rd, Tampa, FL, 33626	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111627	ENR	Joan Ortega	1958-03-20	UHC-14047-49	9314481093	6390 Ocean Ave, Jacksonville, FL, 32210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100416	ENR	Arthur K Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109165	ENR	Ruth Q Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr # 261, San Antonio, TX, 78217	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130567	ENR	Virginia L Lane	1957-09-09	UHC-53686-49	4409852591	8548 Indian School Rd, Denver, CO, 80250	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more

13,989 rows, page 34 of 280Previous Next