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-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125648	ENR	Laura Flores	1974-03-11	UHC-25734-32	3973653833	7067 Cedar Ln, Phoenix, AZ, 85018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124188	ENR	Arthur Hunt	1941-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133444	ENR	Noah C Freeman	1985-02-04	UHC-86037-08	8763129833	5114 Grand Ave, Jacksonville, FL, 32237	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-138485	ENR	Mariana V Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109509	ENR	Amber Green	1981-11-20	UHC-91347-12	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124497	ENR	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110760	ENR	Joen Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119161	ENR	Samantha U Cunningham	1980-08-02	UHC-70790-61	3426507235	8441 Main St, Fresno, CA, 93755	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122392	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-127740	ENR	Carolyn X Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more
ENR-128697	ENR	Kayla Rice	1997-11-11	UHC-34816-40	5106258098	3442 Church St, Gilbert, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125941	ENR	Tyler O Cole	2004-09-07	UHC-10594-20	4453013486	1535 Jefferson Ave, Phoenix, AZ, 85051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111628	ENR	Ralph Graham	1945-03-21	UHC-93056-35	3472743902	3487 Maple Ave, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105575	ENR	Mark Jimenez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126547	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126548	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128690	ENR	Camila Z Crawford	1990-05-25	UHC-41134-86	4458628455	3268 Willow Ct, Atlanta, GA, 30307	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122805	ENR	Logan Russell	1958-11-22	UHC-41401-75	—	8117 Apache Blvd, Tampa, FL, 33682	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126629	ENR	Joe Moreno	1979-11-20	UHC-55158-75	—	8522 Main St, Austin, TX, 78796	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113255	ENR	Peter A Myers	1968-11-17	UHC-88337-04	9058592669	5045 Church St, Glendale, AZ, 85310	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128757	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128758	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116513	ENR	Wayne Z Rojas	1965-02-06	UHC-29225-61	3337667105	5328 Pine Dr, Fresno, CA, 93773	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130562	ENR	Carol Nunez	1974-11-08	UHC-30090-98	6975916085	3632 Hillcrest Rd, Plano, TX, 75076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
ENR-115844	ENR	Omar Graham	1938-09-07	UHC-91430-12	5449252110	8814 Washington St, Austin, TX, 78747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,326 rows, page 73 of 147Previous Next