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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106592	ENR	Yuki Henry	1953-04-22	UHC-37640-18	3549943371	2055 Sunset Blvd, San Antonio, TX, 78268	0.82	Name re-cased Phone reformatted State name converted to code
ENR-113000	ENR	Terrry Hall	2007-01-15	UHC-68463-16	3397902871	6584 Harbor Blvd, Phoenix, AZ, 85075	0.82	Date of birth reformatted State name converted to code Whitespace trimmed
ENR-121687	ENR	Matthew Y Watkins	1955-02-28	UHC-51086-64	4593291415	2935 Harbor Blvd, Fresno, CA, 93782	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-116912	ENR	Judith E Dunn	1974-06-08	UHC-01652-57	4669492533	52 Lake View Rd, Atlanta, GA, 30375	0.82	Phone reformatted State name converted to code Email lower-cased
ENR-107066	ENR	Isabella K Andrews	1959-10-19	UHC-83174-58	8309365434	7949 Mesa Dr, Charlotte, NC, 28280	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-132299	ENR	Randy T Miller	1997-11-14	UHC-62370-87	2535363072	5877 Sunset Blvd, Dallas, TX, 75286	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-106281	ENR	Angela G Kennedy	1998-08-04	UHC-50851-54	2565507688	890 Forest Ave, Dallas, TX, 75239	0.82	Name re-cased Phone reformatted State name converted to code
ENR-135548	ENR	Andrew Wilson	2000-12-16	UHC-28885-14	8594999332	301 Church St, Orlando, FL, 32890	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-105124	ENR	Frances Ross	1996-02-24	UHC-77600-96	6732410218	1901 Sage Ct, Jacksonville, FL, 32266	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-124187	ENR	Jeffrey Bryant	1955-12-05	—	9697668740	356 Camelback Rd, Sacramento, CA, 95823	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-131648	ENR	Linda Wong	1986-02-05	UHC-53662-77	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-117629	ENR	Luis Hunter	1997-11-24	UHC-49762-13	2293013474	189 Ocean Ave, Plano, TX, 75022	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-135197	ENR	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.82	Name re-cased Phone reformatted State name converted to code
ENR-101538	ENR	Sean Burke	1986-11-06	UHC-28475-44	3448325322	6796 Bayshore Dr, Chandler, AZ, 85299	0.82	State name converted to code Email lower-cased Placeholder values cleared
ENR-129483	ENR	Billy D Perry	1982-09-19	UHC-66672-37	5114417958	1501 Lincoln Way, Los Angeles, CA, 90067	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-127916	ENR	Harold S Espinoza	1984-09-28	UHC-90072-37	3747988559	3889 Canyon Rd, Glendale, AZ, 85302	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-140989	ENR	Diego U Collins	2006-12-06	UHC-59837-42	7065794686	1389 Lincoln Way, Plano, TX, 75034	0.82	Name re-cased Phone reformatted State name converted to code
ENR-106017	ENR	Beverly Nunez	1983-11-16	UHC-32163-09	9658056767	3434 Spring St, Nashville, TN, 37226	0.82	Phone reformatted State name converted to code Email lower-cased
ENR-138186	ENR	Kevin Q Perez	1989-09-24	UHC-61731-59	3204814309	6212 Ocean Ave, Glendale, AZ, 85377	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-131817	ENR	Shirley B Ross	1969-06-11	UHC-60836-54	7556646074	8165 Harbor Blvd, Charlotte, NC, 28223	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122110	ENR	Sandra T Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-139729	ENR	Bruce Y Contreras	1991-04-17	UHC-19978-45	6786850376	4131 Broadway, Charlotte, NC, 28286	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-135652	ENR	William I Roze	1964-03-08	UHC-55154-36	8553123142	5030 Cedar Ln, Phoenix, AZ, 85035	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-106862	ENR	Jessica X Montgomery	1977-07-19	UHC-28580-22	6654019985	4165 Jefferson Ave, Fresno, CA, 93787	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-116886	ENR	Martha Y Elliott	1995-11-26	—	2856366646	5196 Lake View Rd, Tampa, FL, 33602	0.82	Date of birth reformatted State name converted to code Email lower-cased
ENR-105204	ENR	Mark Hudson	2002-05-17	UHC-88797-59	3323772261	2758 Broadway, Gilbert, AZ, 85283	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-124245	ENR	Joseph Vargas	1967-03-08	UHC-78519-23	7969068393	8941 Baseline Rd, Tempe, AZ, 85247	0.82	Date of birth reformatted State name converted to code Whitespace trimmed
ENR-135000	ENR	Eric Fosteer	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-126879	ENR	Katherine F Washington	1954-07-10	UHC-56868-26	3405341092	9106 Valley View Dr, Glendale, AZ, 85388	0.82	Date of birth reformatted State name converted to code Whitespace trimmed
ENR-100442	ENR	Anthony K Armstrong	1939-07-20	UHC-62796-06	8882006534	5629 Harbor Blvd, Houston, TX, 77055	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-135065	ENR	Bobby Ferguson	1975-12-21	UHC-85211-32	6909679502	3949 Broadway, Sacramento, CA, 95828	0.82	Name re-cased Address re-cased State name converted to code
ENR-140802	ENR	Aaron X Vargas	1963-06-02	UHC-28405-72	4843342474	9066 Cedar Ln, Sacramento, CA, 95865	0.82	Name re-cased Phone reformatted State name converted to code
ENR-114551	ENR	Donna G Cruz	1958-07-02	UHC-86514-39	3567959915	431 Camelback Rd, Minneapolis, MN, 55430	0.82	Name re-cased Phone reformatted State name converted to code
ENR-119416	ENR	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-109582	ENR	Jean D Black	2006-07-24	UHC-16293-86	7765838904	7087 Lincoln Way, Nashville, TN, 37274	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-116334	ENR	Juan Cooper	1957-12-25	UHC-84981-77	2476641286	4091 Indian School Rd, Fresno, CA, 93762	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-111418	ENR	Alan Wright	1989-12-18	UHC-55110-52	8023353758	3178 Lincoln Way, Seattle, WA, 98157	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134807	ENR	Elijah Morales	1950-03-08	UHC-10705-85	5423397098	7332 Forest Ave, Columbus, OH, 43216	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-110554	ENR	Gary Z Sandoval	1987-07-20	UHC-91237-16	4432608822	2024 Valley View Dr, Los Angeles, CA, 90081	0.82	Name re-cased Phone reformatted State name converted to code
ENR-123139	ENR	Anthony D Contreras	2001-05-20	UHC-98576-80	8358703402	6242 Desert Sky Blvd, Miami, FL, 33159	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-102893	ENR	Camila Martinez	1995-03-24	UHC-83618-98	6546998141	3375 Mesa Dr, Atlanta, GA, 30375	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-115498	ENR	Kim Y Vazquez	1959-02-18	UHC-98212-72	—	7007 Church St, Mesa, AZ, 85246	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-114615	ENR	Sean U Fields	1971-03-17	UHC-34368-01	4694156981	8945 Baseline Rd, Chandler, AZ, 85275	0.82	Name re-cased Phone reformatted State name converted to code
ENR-101914	ENR	Willie Chen	1948-01-05	UHC-53221-26	2966266483	4617 Park Pl, Scottsdale, AZ, 85287	0.82	Name re-cased Phone reformatted State name converted to code
ENR-140892	ENR	Victoria Watson	1965-04-28	UHC-16748-13	6152945436	5576 Sunset Blvd, Glendale, AZ, 85367	0.82	Name re-cased Phone reformatted State name converted to code
ENR-139736	ENR	Sofia N McCoy	1945-07-01	UHC-12731-65	5383870124	2722 Willow Ct, Scottsdale, AZ, 85289	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-102480	ENR	Stephanie Cole	1997-09-22	UHC-53992-59	2058735435	4353 Ocean Ave, Houston, TX, 77031	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-114250	ENR	Christian Lopez	1986-05-17	UHC-99195-40	6809002567	6459 Jefferson Ave, Seattle, WA, 98150	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-125023	ENR	Samuel D Menedz	1970-01-25	UHC-25957-14	5734478028	8622 Sunset Blvd, Phoenix, AZ, 85014	0.82	Name re-cased State name converted to code Email lower-cased
ENR-123491	ENR	Sean N Hicks	1971-01-22	UHC-17934-68	2386124135	7299 Baseline Rd, Atlanta, GA, 30397	0.82	Phone reformatted State name converted to code Whitespace trimmed

4,296 rows, page 84 of 86Previous Next