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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115382	ENR	Denise U Reid	2001-09-24	UHC-33235-06	5277088759	9368 Union St, Los Angeles, CA, 90003	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
ENR-107523	ENR	Edward Boyd	1954-12-17	UHC-10168-63	7783099804	4823 Pine Dr, Miami, FL, 33190	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-116198	ENR	Laura Gray	1952-06-07	UHC-73936-84	3895031758	2087 Lake View Rd, Phoenix, AZ, 85082	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-129600	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-117658	ENR	Mark L Gutierrez	1973-08-10	UHC-08157-31	2768867944	—	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-113656	ENR	Jeffrey Matthews	2003-03-07	UHC-39973-98	7614659373	7044 Washington St, Phoenix, AZ, 85005	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-133129	ENR	Ben M Knight	1947-07-01	UHC-82305-91	—	5766 Sunset Blvd, Atlanta, GA, 30341	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-113492	ENR	Lauren Freeman	1969-08-13	UHC-21137-53	6083799972	5889 Oak St, Minneapolis, MN, 55438	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109035	ENR	Jesse Brooks	1959-09-04	UHC-74204-51	8058561241	7865 Meadow Ln, Eden Prairie, MN, 55365	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-118231	ENR	Sharon Scott	1977-06-19	UHC-18523-72	7096026882	7146 Cedar Ln, Scottsdale, AZ, 85214	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-141980	ENR	Yuki R Hunt	1998-12-09	UHC-95527-74	5824416214	5754 Main St, Tucson, AZ, 85780	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-110361	ENR	Ann Wilson	1979-12-03	UHC-99469-90	7255666084	1701 Main St, Miami, FL, 33144	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-102926	ENR	Gregory Singh	2001-03-21	—	4882026403	4597 Central Ave, Chandler, AZ, 85269	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-120078	ENR	Joseph Flores	1963-12-05	UHC-55754-19	4482032667	6339 Lincoln Way, Phoenix, AZ, 85027	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100709	ENR	Joseph P Jordan	1959-10-27	UHC-90858-11	—	8423 Palm Dr, Las Vegas, NV, 89143	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-116572	ENR	Diego C Marquez	1993-02-10	UHC-16469-95	7412014644	8702 Valley View Dr, Columbus, OH, 43264	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-113861	ENR	Christine Gonzales	1943-05-07	UHC-81084-47	4396799045	1128 Valley View Dr, Miami, FL, 33127	0.78	Name re-cased Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-117887	ENR	Brian F Wilson	1983-10-03	UHC-08927-59	7402185505	955 Cedar Ln, Miami, FL, 33107	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-131505	ENR	Brenda Lopez	1990-02-18	UHC-93886-29	9752355447	8704 Lincoln Way, Mesa, AZ, 85233	0.78	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-106067	ENR	Natalie T Sanders	2000-02-20	UHC-03113-20	7425950149	49 Lincoln Way, Plano, TX, 75096	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-127170	ENR	Logan West	1958-12-16	UHC-35846-32	7718539742	9527 Broadway, Orlando, FL, 32882	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-135340	ENR	Ahmed Vega	1953-09-25	UHC-03347-26	9773600860	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-119555	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	7657 Canyon Rd, Denver, CO, 80285	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-116289	ENR	Wayne Grene	2008-11-18	UHC-67459-90	6004092910	586 Bayshore Dr, Plano, TX, 75051	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-136030	ENR	Lauren Howell	1955-11-11	UHC-02859-87	—	5487 Meadow Ln, Sacramento, CA, 95899	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-109651	ENR	Mei Ryan	1977-12-11	UHC-76121-14	3253587505	2450 Market St, Mesa, AZ, 85244	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-142212	ENR	Olivia D Alvarado	1985-06-21	UHC-27105-07	6637622813	2345 Broadway, Atlanta, GA, 30390	0.78	Member ID reformatted Address re-cased Email lower-cased Gender normalised+1 more
ENR-103527	ENR	Emily Roberts	2006-06-27	—	2562969088	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-136723	ENR	Sophia E Johnston	1970-05-28	UHC-38382-18	9799300214	5765 Grand Ave, Minneapolis, MN, 55415	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-128208	ENR	Ronald Hawkins	1977-12-28	UHC-86137-83	7245355578	1589 Lincoln Way, Miami, FL, 33149	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128180	ENR	Dylan T Hansen	1993-07-05	UHC-01817-18	8918216978	4500 River Rd, Plano, TX, 75054	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-116034	ENR	Alexander G Cox	1944-02-13	UHC-07045-62	6569878367	760 Harbor Blvd, Orlando, FL, 32854	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-114434	ENR	Ann Black	1966-05-27	UHC-45653-98	—	4101 Broadway, Charlotte, NC, 28209	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-131651	ENR	Anthony Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-131650	ENR	Anthony Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-133856	ENR	Megan Lynch	1952-02-01	UHC-82002-13	4605307176	9214 Willow Ct, Dallas, TX, 75270	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-132414	ENR	Karen Perez	1939-01-22	UHC-71408-38	4585260815	5839 Broadway, Tucson, AZ, 85776	0.78	Phone reformatted Member ID reformatted Address re-cased Gender normalised+1 more
ENR-126807	ENR	Beverly W Payne	2004-06-27	UHC-24738-29	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-109898	ENR	Laura H Gonzales	1955-03-11	UHC-58273-59	3362313576	2608 Washington St, Fresno, CA, 93729	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-122360	ENR	Ruth P Ross	1973-06-03	UHC-15276-51	7468187777	4968 Lincoln Way, Chandler, AZ, 85285	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-129816	ENR	Steven Stewart	1992-03-11	UHC-10206-31	8356401308	1059 Sage Ct, Columbus, OH, 43208	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-121631	ENR	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-142178	ENR	Ethan F Reyse	1939-12-13	UHC-75336-04	3386410619	5303 Broadway, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-126485	ENR	Steven E Rios	1985-12-12	UHC-51797-42	—	7197 Desert Sky Blvd, Los Angeles, CA, 90050	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-120191	ENR	Sara K Scott	1958-06-18	UHC-06212-17	8893540383	9443 Broadway, Tempe, AZ, 85270	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-114253	ENR	Thomas Luna	1986-04-10	UHC-64102-71	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-130302	ENR	Matthew O Ferguson	1995-03-20	UHC-66125-48	5806281556	1582 Camelback Rd, Houston, TX, 77086	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-118912	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA, 90026	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-132202	ENR	Peter Fisher	1973-04-19	UHC-49647-84	5053643227	9503 Broadway, Dallas, TX, 75252	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-118366	ENR	Dennis K Carroll	1961-09-16	UHC-40495-60	8469663744	2244 Indian School Rd, Eden Prairie, MN, 55334	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more

7,326 rows, page 124 of 147Previous Next