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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128806	ENR	Nicole F Payne	1948-09-08	UHC-53278-73	9219110370	6830 Church St, Fresno, CA, 93739	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-135696	ENR	Edward Henry	2005-04-14	UHC-72922-81	6636825496	4759 Ridge Rd, Nashville, TN, 37238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133451	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	—	4155 Lincoln Way, Tampa, FL, 33620	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134786	ENR	Nicole I Murray	1973-03-06	—	5418403697	7168 Park Pl, Denver, CO, 80296	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127530	ENR	Hannah F Kelley	1965-04-02	UHC-51043-32	9588503503	1591 Broadway # 934, Columbus, OH, 43275	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115251	ENR	Bruce E Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr, Phoenix, AZ, 85096	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107878	ENR	Amber Vazquez	1973-10-18	UHC-91224-37	4248261496	207 Apache Blvd, Nashville, TN, 37212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106117	ENR	Christina Y Snyder	1943-04-03	UHC-67945-04	4248819209	5219 Willow Ct, Phoenix, AZ, 85058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131537	ENR	Susan Lewis	2004-06-24	UHC-86986-28	—	6888 Baseline Rd, Plano, TX, 75027	0.72	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-117115	ENR	Jeremy Snyder	1988-04-05	UHC-65942-65	4686701391	106 Washington St, Denver, CO, 80272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108467	ENR	Gloria Gardner	1977-09-07	UHC-15340-11	8578792676	952 Ridge Rd, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106391	ENR	Harold Valdez	1974-10-19	UHC-88603-40	6888801277	3155 Sunset Blvd, Charlotte, NC, 28259	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123620	ENR	Lori Parker	1989-05-13	—	2246029121	9876 Church St, Atlanta, GA, 30379	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128587	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128586	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108868	ENR	Willie H Brooks	1964-08-16	UHC-86310-91	5528132371	1402 Indian School Rd, Las Vegas, NV, 89178	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104435	ENR	Steven Palmer	2004-11-16	UHC-23489-71	4419845218	5836 Apache Blvd, San Diego, CA, 92176	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126118	ENR	Charles H Watson	1957-05-22	UHC-39319-89	6903054815	8858 Union St, San Diego, CA, 92154	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112804	ENR	Gabriel I Robinson	1995-10-14	UHC-26692-02	4463885160	4461 Jefferson Ave, Dallas, TX, 75243	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111135	ENR	Josh T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100312	ENR	Hannah S Wech	1980-05-12	UHC-28694-16	7318990955	5944 Union St, San Diego, CA, 92127	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120440	ENR	Marilyn X Salazar	1960-02-23	UHC-70510-93	—	256 Forest Ave, Seattle, WA, 98193	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-133778	ENR	Laura Olson	1956-01-06	UHC-58493-65	8858358928	4807 Bayshore Dr, Sacramento, CA, 95855	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123372	ENR	Janet Ray	1977-05-11	UHC-56456-99	7294346173	7888 Apache Blvd, Glendale, AZ, 85309	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104466	ENR	Nicole Sanders	1955-06-06	UHC-28472-75	4637728392	329 Jefferson Ave, Columbus, OH, 43218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128115	ENR	Karen L Foster	1992-04-04	UHC-09837-69	6845393615	4572 Grand Ave, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105172	ENR	Shirley W Herrera	1993-02-26	UHC-42017-70	5719728607	8706 Baseline Rd, Fresno, CA, 93701	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107335	ENR	Aaron Cruz	1996-11-03	UHC-79801-51	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135970	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135971	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133544	ENR	Maggie T Vega	1938-05-15	UHC-17938-96	8769037275	8191 Grand Ave, Las Vegas, NV, 89101	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
ENR-101041	ENR	Angeal Yang	1970-01-18	UHC-08091-97	—	7662 Oak St, Austin, TX, 78702	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115325	ENR	Abigail A Hill	1992-09-20	UHC-84222-34	7665323188	6087 Grand Ave, Charlotte, NC, 28221	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140118	ENR	Billy Reid	1998-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128602	ENR	Eric Perkins	1970-07-17	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106928	ENR	Carl V Kennedy	1947-07-22	UHC-27655-75	6643127574	7406 Ridge Rd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138126	ENR	Diana E Hunter	1979-08-04	UHC-94261-15	3552938225	5523 Central Ave, Tampa, FL, 33646	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141720	ENR	Judy Y Banks	1995-10-25	UHC-08571-74	9795987629	6291 Canyon Rd, Tempe, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117838	ENR	Beverly Gardner	2000-03-01	UHC-49158-04	5062425051	8561 Desert Sky Blvd, Phoenix, AZ, 85002	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114405	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129713	ENR	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112941	ENR	Arthur H Spencer	1942-06-07	UHC-62109-92	8779457773	1104 Mesa Dr, Minneapolis, MN, 55423	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110099	ENR	Robert U Weber	1982-03-12	UHC-94741-69	9148167895	5930 Maple Ave, Chandler, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110098	ENR	Robert U Weber	1982-03-12	UHC-94741-69	9148167895	5930 Maple Ave, Chandler, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108161	ENR	Alexis L Rodriguez	1965-01-09	UHC-96452-55	8669785856	8359 Camelback Rd, Seattle, WA, 98199	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139668	ENR	Dorothy Meyer	2001-03-06	UHC-20628-10	5598047680	5323 Grand Ave, Minneapolis, MN, 55433	0.74	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118186	ENR	Stephen Lucas	1988-02-15	UHC-60071-66	7332216110	5817 Willow Ct, Scottsdale, AZ, 85265	0.74	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-131127	ENR	Brandon O West	1986-09-18	UHC-84620-94	7765096682	3596 Ocean Ave, Las Vegas, NV, 89199	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101142	ENR	Andrea Franklin	1997-12-01	UHC-44569-43	4108493683	959 Union St, Plano, TX, 75051	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 141 of 339Previous Next