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-126889	ENR	Gloria S Munoz	1939-10-01	UHC-87611-03	2282329893	3275 Harbor Blvd, Scottsdale, AZ, 85217	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132600	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132599	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-117650	ENR	Jacquelne N Aguilar	2000-05-27	UHC-08507-94	5835492647	5916 Broadway, Glendale, AZ, 85399	0.88	Name re-cased Phone reformatted Member ID reformatted Address re-cased+2 more
ENR-126888	ENR	Camila Miller	1956-04-10	UHC-74417-71	8812840618	9117 Willow Ct, Tucson, AZ, 85727	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-105453	ENR	Steven Little	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.88	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-126020	ENR	Cynthia Carlson	1994-02-25	UHC-58426-35	5149511792	7120 Oak St, Las Vegas, NV, 89110	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-142408	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137849	ENR	Adam L Barnes	1951-06-08	UHC-43073-68	8113653084	7258 Union St, Seattle, WA, 98140	0.88	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
ENR-108530	ENR	Gloria L Montgomery	1962-04-02	UHC-80406-18	9279450002	4288 Sage Ct, Charlotte, NC, 28213	0.88	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-123752	ENR	Deborah V Bradley	1959-08-20	UHC-52323-53	5149022555	867 Mesa Dr, Tempe, AZ, 85262	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122417	ENR	Harold W Guerrero	1963-05-17	UHC-12102-20	2842864128	1994 Pine Dr, Austin, TX, 78780	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132991	ENR	Bradley R Cole	1966-12-02	UHC-02912-63	3476095712	8014 Central Ave, San Diego, CA, 92159	0.88	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+2 more
ENR-141669	ENR	Hirshi B Day	1998-11-02	UHC-50152-63	2143366818	9870 Apache Blvd, Mesa, AZ, 85278	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-106613	ENR	Camila I Ramos	1962-08-25	UHC-85725-47	3137012403	8983 Meadow Ln, Tempe, AZ, 85219	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137046	ENR	Mark Y Hicks	1991-04-12	UHC-61038-68	3108023624	2633 Hillcrest Rd, Austin, TX, 78718	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-121808	ENR	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-110383	ENR	Russell M Jenkins	1981-01-19	UHC-53169-39	3286834487	3948 Church St, Sacramento, CA, 95868	0.88	Phone reformatted City re-cased State code upper-cased Email lower-cased+2 more
ENR-141806	ENR	Mteo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave, Austin, TX, 78791	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-125704	ENR	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120908	ENR	Jose Black	1963-09-14	UHC-66821-16	5836217686	4276 Cedar Ln, Fresno, CA, 93707	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115864	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122319	ENR	Kevin Matthews	2000-09-21	UHC-52100-83	3972303263	5953 Canyon Rd, Miami, FL, 33164	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-100628	ENR	Julia Obrien	1941-01-03	UHC-51219-30	6657760070	497 Oak St, Gilbert, AZ, 85280	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129919	ENR	Hnanah Contreras	1996-09-11	UHC-06888-45	9697046028	9080 Meadow Ln, Tucson, AZ, 85797	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-134663	ENR	Logan Z Richards	1955-12-10	UHC-78121-71	4729953901	4433 Indian School Rd, San Antonio, TX, 78233	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129153	ENR	Alice W Graham	1991-09-14	UHC-27965-48	6428106306	952 Hillcrest Rd, Las Vegas, NV, 89121	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-115370	ENR	Amber R Delgado	1969-04-06	UHC-36033-37	9642499421	5450 Canyon Rd, Glendale, AZ, 85392	0.88	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-101641	ENR	Kenneth O King	1994-07-09	UHC-15308-59	6835550560	876 Spring St, Austin, TX, 78765	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-123225	ENR	Mateo Wallace	1980-05-21	UHC-01998-49	8895225399	8602 Harbor Blvd, Denver, CO, 80228	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-127938	ENR	Logan Bell	1975-10-16	UHC-02024-42	5609168744	7325 Baseline Rd, Jacksonville, FL, 32235	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104148	ENR	Anthony Knight	1973-06-22	UHC-86954-11	4469839018	7521 Market St, San Diego, CA, 92153	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125635	ENR	Brandon Sanders	1993-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103737	ENR	Wayne E Coleman	1961-12-22	UHC-27015-08	3603664726	691 Grand Ave, Tampa, FL, 33621	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116774	ENR	Ssuan X Cunningham	1972-05-03	UHC-54309-49	3028957021	1351 Baseline Rd, Gilbert, AZ, 85266	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102605	ENR	Willie L Austin	1944-11-13	UHC-61813-03	2582848191	8803 Bayshore Dr, Minneapolis, MN, 55482	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-136196	ENR	Andrea S Rivera	1978-04-11	UHC-61214-06	7514859454	4924 Broadway, Los Angeles, CA, 90075	0.88	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-119710	ENR	Priya B Rice	1957-12-11	UHC-92535-76	2084330337	9320 Bayshore Dr, Chandler, AZ, 85250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-124356	ENR	Sarah T Bowman	1997-02-21	UHC-34402-83	8094501550	8490 Spring St, Scottsdale, AZ, 85206	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130766	ENR	Mari Lane	1989-07-06	UHC-31293-76	7135970196	3694 Bayshore Dr, Atlanta, GA, 30332	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103804	ENR	Hannah I Vega	1959-03-07	UHC-57436-95	3568609347	1863 Baseline Rd, Mesa, AZ, 85245	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-130681	ENR	Martha N Ellis	1946-03-14	UHC-51149-93	8437670606	3183 Grand Ave, San Antonio, TX, 78256	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130667	ENR	Justin P Shaw	1942-04-02	UHC-89927-08	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-142001	ENR	Matthew P Guerrero	1986-04-08	UHC-29783-22	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-126021	ENR	Kathleen Gomez	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd, Minneapolis, MN, 55402	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-135792	ENR	Tyler Rojas	1993-03-11	UHC-70710-72	6368334219	7292 Willow Ct, Scottsdale, AZ, 85243	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120265	ENR	Maggie Cooper	1987-08-27	UHC-09187-36	9794996030	2564 Lake View Rd, Phoenix, AZ, 85003	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-109031	ENR	Lauren J Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St, Tempe, AZ, 85217	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-130550	ENR	Henry J Hamilton	1955-04-12	UHC-12110-84	9188773930	645 Spring St, Tucson, AZ, 85720	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-142755	ENR	Brittany Jackson	1956-01-05	UHC-56213-21	2709600751	1907 Maple Ave, Atlanta, GA, 30379	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

8,423 rows, page 145 of 169Previous Next