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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113522	ENR	Jasno N Wagner	2006-07-13	UHC-81077-69	2504925722	245 Elm St, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108417	ENR	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr Apt 28, Atlanta, GA, 30314	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115511	ENR	Joe Young	1970-04-15	UHC-47202-94	4936769926	6460 Grand Ave # 673, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-111936	ENR	Terry B Fullr	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106726	ENR	Randy T Miller	1965-10-28	UHC-14631-72	8574042444	6981 Spring St # 775, Dallas, TX, 75209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-122514	ENR	Nancy X Kim	—	UHC-69103-87	8189938761	7163 Willow Ct, Austin, TX, 78797	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-136131	ENR	Beverly O Gonzalez	1944-06-04	UHC-21342-60	9484537851	8147 Jefferson Ave, Plano, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115055	ENR	Benjamin W Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-110743	ENR	Abigail Reynolds	1941-11-02	UHC-28564-21	8623053364	7088 Desert Sky Blvd, Orlando, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-111826	ENR	Larry J Fernandez	1972-09-02	UHC-38692-68	8608560597	8745 Pine Dr, Minneapolis, MN, 55452	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125758	ENR	Bryan Walker	1962-11-10	UHC-62381-32	8027789037	385 Oak St, Miami, FL, 33144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-119977	ENR	Terry B Cook	1939-02-17	UHC-00473-96	9575516245	8711 Jefferson Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101075	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122691	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134283	ENR	Gloria Salazar	—	UHC-26663-56	4742442329	944 Forest Ave, Orlando, FL, 32805	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106911	ENR	Sophia Rojas	1998-07-08	UHC-02551-98	—	2983 Canyon Rd, Columbus, OH, 43274	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105860	ENR	Teresa Lane	1988-05-22	UHC-40035-51	8337024778	70 Pine Dr, Columbus, OH, 43256	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105062	ENR	Dylan Turner	1981-03-05	UHC-51775-76	4937353818	7631 Ridge Rd, Houston, TX, 77058	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116903	ENR	Justin S Lawrence	1945-06-12	UHC-56970-09	6774423139	1593 Spring St, Miami, FL, 33194	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138188	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-106729	ENR	Kimberly Harvey	—	UHC-92279-14	8504993068	8206 Cedar Ln, Fresno, CA, 93766	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142709	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-134666	ENR	Brittany C Austin	1959-10-16	UHC-20101-22	3278146119	7017 Palm Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124644	ENR	Ann Garrett	1977-01-19	UHC-36257-71	4865700176	6583 Oak St, Houston, TX, 77084	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117374	ENR	Roy N Hansen	—	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-119649	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-135309	ENR	Janice P Deen	1946-09-22	UHC-65929-04	8505789091	2334 Desert Sky Blvd, Seattle, WA, 98127	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104428	ENR	Wayne Luna	1942-05-16	UHC-42142-29	7348662457	9591 Jefferson Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137519	ENR	Jeremy B Sandoval	1994-03-14	UHC-32667-25	2655860897	9010 Mountain View Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

2,126 rows, page 16 of 43Previous Next