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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130870	ENR	Joshua K Singh	1950-11-19	UHC-77969-65	—	1428 Sage Ct, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more
ENR-138610	ENR	Dorothy Collins	2002-11-16	UHC-40897-12	—	—	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more
ENR-117088	ENR	Grace Fuller	1990-09-05	UHC-69475-88	—	523 Broadway, Scottsdale, AZ, 85243	0.76	Name re-cased Phone missing area code Address re-cased City re-cased+2 more
ENR-124572	ENR	Patrica Silva	2005-12-22	UHC-24196-87	—	5391 Harbor Blvd, Las Vegas, NV, 89117	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-133615	ENR	Isabella U Miller	1992-03-22	UHC-79792-35	—	7287 Lincoln Way, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-101960	ENR	Doroty Jensen	1983-12-22	UHC-92240-44	—	3197 Elm St, Atlanta, GA, 30345	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-104775	ENR	Jacqueline C Walssh	1977-04-12	UHC-85901-07	—	9862 Lincoln Way, Los Angeles, CA, 90004	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-116511	ENR	Diane L Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV, 89138	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-128696	ENR	Timothy J Howard	1983-08-07	UHC-05063-05	—	791 Lincoln Way, Scottsdale, AZ, 85225	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-105212	ENR	Philip N Medina	2003-02-28	UHC-63408-18	—	26 Broadway, Houston, TX, 77040	0.78	Name re-cased Phone missing area code Address re-cased Email lower-cased+1 more
ENR-109925	ENR	Jonathan J Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
ENR-130816	ENR	Ryan L Cox	1954-05-17	UHC-04500-67	—	4970 Ocean Ave, San Diego, CA, 92184	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-105659	ENR	Daniel Z Williamson	1970-11-04	UHC-34407-48	—	6280 Canyon Rd, Glendale, AZ, 85393	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-100975	ENR	Jacob Grant	1995-02-18	UHC-76291-34	—	1832 Oak St, Seattle, WA, 98172	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-120448	ENR	Debra Stone	1984-04-14	UHC-91983-24	—	1874 Maple Ave, Atlanta, GA, 30385	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-136147	ENR	Donald Adams	1946-11-07	UHC-26650-54	—	—	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-124507	ENR	Anthony T Fields	2004-11-14	UHC-31856-02	—	5227 Highland Ave, Jacksonville, FL, 32263	0.78	Date of birth reformatted Phone missing area code City re-cased Email lower-cased+1 more
ENR-101549	ENR	Denise Walker	1955-11-04	UHC-80410-94	—	8205 Baseline Rd, Jacksonville, FL, 32273	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-138471	ENR	Emma O Moreno	1950-10-08	UHC-47721-25	—	2082 Jefferson Ave, Denver, CO, 80227	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-137914	ENR	Victoria Castro	2006-07-13	UHC-70530-14	—	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-119355	ENR	Albert T Wood	1980-04-04	UHC-68956-13	—	6319 Bayshore Dr, Charlotte, NC, 28273	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-125653	ENR	Timothy O Howard	1978-07-22	UHC-36699-85	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-116596	ENR	Mateo G Estrada	1981-01-25	UHC-56622-34	—	3838 Mountain View Dr, Glendale, AZ, 85344	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-116075	ENR	Wayne Boyd	1960-05-01	UHC-60088-89	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-129215	ENR	Logan Washington	1985-09-06	UHC-85073-69	—	4376 Highland Ave, Columbus, OH, 43212	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-119888	ENR	Dylan P Carpenter	1997-09-04	UHC-57619-60	—	2472 Ridge Rd, Minneapolis, MN, 55452	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-139976	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX, 78289	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-103427	ENR	Kelly U Little	1942-11-21	UHC-29949-37	—	5921 Spring St, Jacksonville, FL, 32293	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
ENR-126878	ENR	Nathan A Bennett	1998-08-28	UHC-01939-06	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone missing area code City re-cased Plan code upper-cased+1 more
ENR-127690	ENR	David G Butler	2004-12-28	UHC-58798-14	—	2061 Lake View Rd, Mesa, AZ, 85277	0.78	Phone missing area code Member ID reformatted City re-cased State code upper-cased+1 more
ENR-123181	ENR	Nicole Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
ENR-131683	ENR	Dina L Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.80	Phone missing area code City re-cased Email lower-cased Placeholder values cleared
ENR-110372	ENR	Jose S Owens	1962-08-22	UHC-07892-04	—	8716 Camelback Rd, Dallas, TX, 75235	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-100690	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	—	8996 River Rd, Fresno, CA, 93790	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-113220	ENR	Samantha Q Perez	2004-08-20	UHC-56558-45	—	2193 Ridge Rd, Tucson, AZ, 85766	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-120579	ENR	Terry Singh	1956-05-20	UHC-09840-40	—	—	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-112907	ENR	Kimberly Reid	1948-08-28	UHC-41007-29	—	3771 Lincoln Way, Orlando, FL, 32854	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-117678	ENR	Carol Gonzalez	1989-12-08	UHC-29432-01	—	6677 Cedar Ln, Phoenix, AZ, 85098	0.80	Date of birth reformatted Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-137099	ENR	Emily Montgomery	2004-03-03	UHC-51886-82	—	233 Oak St, Denver, CO, 80292	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-131539	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased
ENR-140241	ENR	Frances Q Fowler	1997-09-26	UHC-09436-46	—	—	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-107835	ENR	Doris R Sanders	1979-10-14	UHC-68041-75	—	6462 Central Ave, Glendale, AZ, 85326	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-138993	ENR	Mary W Baker	1991-08-02	UHC-65266-05	—	100 Bayshore Dr, Sacramento, CA, 95802	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-124964	ENR	Shirley Gilbert	1977-11-20	UHC-22793-21	—	2554 Union St, Scottsdale, AZ, 85201	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-105170	ENR	Stephen C Mitchell	1980-12-12	UHC-99156-85	—	4075 Bayshore Dr, Plano, TX, 75050	0.80	Name re-cased Phone missing area code Member ID reformatted City re-cased
ENR-106008	ENR	Adam Y Chen	1969-04-18	UHC-94323-70	—	7978 Apache Blvd, San Diego, CA, 92170	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-118604	ENR	Mark H Lee	1959-01-21	UHC-97346-70	—	7070 Forest Ave, Phoenix, AZ, 85076	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-133082	ENR	Lawrence Morris	2001-02-01	UHC-83952-82	—	3862 Meadow Ln, Denver, CO, 80215	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-136749	ENR	Sharon Day	1962-01-26	UHC-43990-46	—	4771 Indian School Rd, Charlotte, NC, 28232	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-132097	ENR	Camila Sanderrs	1947-09-14	UHC-43941-47	—	660 Sunset Blvd, Tempe, AZ, 85276	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared

1,095 rows, page 19 of 22Previous Next