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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133651	ENR	Kayla J Tran	1974-09-19	UHC-43871-21	2297773191	5472 Willow Ct, Houston, TX, 77007	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-113681	ENR	Frank S Garrett	1984-11-11	UHC-47816-04	—	9229 Sunset Blvd, Tampa, FL, 33618	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-134745	ENR	Ethan Alvarez	1976-08-26	UHC-47014-09	8886210539	7717 Palm Dr, Orlando, FL, 32895	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-122644	ENR	Debra Allen	1938-06-15	UHC-49233-69	9797241815	4355 Baseline Rd, Tempe, AZ, 85271	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-133690	ENR	Danielle Washington	2001-10-06	UHC-41113-13	3923151900	8837 Harbor Blvd, Los Angeles, CA, 90065	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-125715	ENR	Kathryn K Owens	1998-02-24	UHC-77483-73	8044125741	9096 Elm St, Jacksonville, FL, 32220	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-138115	ENR	Sanchez I Catherine	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr, Charlotte, NC, 28231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-128873	ENR	Donna Hansen	1961-06-10	UHC-26678-18	8704506805	33 Meadow Ln, Atlanta, GA, 30333	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-136214	ENR	Sandra Perkins	1942-06-25	UHC-36123-82	5134181620	1706 Apache Blvd, Miami, FL, 33137	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-123855	ENR	Santiago Q Warren	1976-10-01	UHC-97597-12	2874099329	542 Harbor Blvd, Mesa, AZ, 85248	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-132557	ENR	Philip R Lawson	1987-09-26	UHC-27829-92	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-103319	ENR	Mary Johnston	1950-06-19	UHC-79819-75	2632233036	612 Desert Sky Blvd, Nashville, TN, 37291	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+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-108127	ENR	Mason R Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL, 33678	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+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-136346	ENR	Debra U Riley	1972-01-01	UHC-50659-18	4483737672	6684 Broadway, Houston, TX, 77005	0.78	Name split from “Last, First”Phone reformatted Address re-cased Email lower-cased+1 more
ENR-108179	ENR	Christian Burns	1958-04-19	UHC-79964-34	5352175969	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-130361	ENR	Billy Q Sullivan	1963-12-09	UHC-72479-31	9255276300	9320 Meadow Ln, Seattle, WA, 98103	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108718	ENR	Charles P Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-109061	ENR	Rebecca Harrison	1997-11-28	UHC-22861-84	9826424169	1084 Church St, Scottsdale, AZ, 85232	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-109637	ENR	Catherine U Gonzaes	1991-08-25	UHC-94180-96	6002165564	8898 Ocean Ave, Gilbert, AZ, 85251	0.78	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-142688	ENR	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-123332	ENR	Joseph Wheeler	1991-05-12	UHC-73218-61	6936081788	3173 Willow Ct, Sacramento, CA, 95892	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-121364	ENR	Ronald Grant	1953-12-14	UHC-05873-46	8935689909	4249 Central Ave, Fresno, CA, 93732	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-142953	ENR	Doris X West	1998-12-22	UHC-47060-88	8859966541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117989	ENR	Christina Walsh	1985-08-19	UHC-65890-94	2929989327	6662 Lake View Rd, Minneapolis, MN, 55487	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117990	ENR	Christina Walsh	1985-08-19	UHC-65890-94	2929989327	6662 Lake View Rd, Minneapolis, MN, 55487	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108305	ENR	Donna Larson	1939-10-27	UHC-17183-32	2456662754	9649 Apache Blvd, Atlanta, GA, 30362	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-111997	ENR	Jordan Williams	1941-08-11	UHC-60590-75	6993025122	8683 Willow Ct, Jacksonville, FL, 32231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-137297	ENR	Amber E Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.78	Name split from “Last, First”Name re-cased Phone reformatted Email lower-cased+1 more
ENR-131545	ENR	Philip Z Sullivvan	1917-02-07	UHC-73279-50	6656348868	8009 Spring St, Charlotte, NC, 28236	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-140643	ENR	Michelle C Bowman	1971-10-24	UHC-64949-34	3967406707	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-101544	ENR	Carolyn L Bell	1969-03-05	UHC-32776-84	4494201473	2347 Mesa Dr, Charlotte, NC, 28243	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-118686	ENR	Scott T Moore	1998-08-28	UHC-13818-41	4862208580	4379 Valley View Dr, Mesa, AZ, 85225	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-141883	ENR	Melissa B Hudson	2007-09-06	UHC-49229-90	5138367797	5183 Bayshore Dr, Orlando, FL, 32837	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-112979	ENR	Ammber Li	1944-02-26	UHC-49748-88	6547928037	2607 Apache Blvd, Eden Prairie, MN, 55397	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-139657	ENR	Priya Richardson	1951-06-08	UHC-98776-64	2782044641	3468 Meadow Ln, Atlanta, GA, 30345	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101043	ENR	Mark Y Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-119144	ENR	Carlos K Sanders	1989-03-25	UHC-40354-50	4136950647	—	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133747	ENR	Alice Bryant	1946-01-19	UHC-87701-23	—	9633 Apache Blvd, Las Vegas, NV, 89174	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-111357	ENR	Daniel A Alvarado	1966-11-03	UHC-97254-55	9399303761	4108 Hillcrest Rd, Nashville, TN, 37234	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-111048	ENR	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-106465	ENR	Donald McCoy	1985-02-12	UHC-68419-52	9489571520	2011 Mountain View Dr, Dallas, TX, 75211	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-106207	ENR	Mary G Holmes	1997-06-25	UHC-79180-77	2333975812	3467 Sunset Blvd, Las Vegas, NV, 89197	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-107074	ENR	Bradley L Carroll	1942-03-11	UHC-47541-85	7326664957	8070 Meadow Ln, Minneapolis, MN, 55408	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-120801	ENR	Joyce Rios	1961-09-28	UHC-52941-48	2059050296	1857 Sage Ct, Las Vegas, NV, 89104	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-100789	ENR	Gayr J Pirce	1946-12-25	UHC-75471-11	4218066659	4343 Market St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-138162	ENR	Priya Benntt	1974-03-24	UHC-29512-27	5346753236	3279 Mesa Dr, Houston, TX, 77002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-133367	ENR	Jsoeph H Bradley	2005-11-16	UHC-09212-23	6877226409	5348 Apache Blvd, Denver, CO, 80297	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more

4,309 rows, page 73 of 87Previous Next