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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121477	ENR	Gabriel Carr	2007-02-14	UHC-50247-35	6693611473	2015 Jefferson Ave, Tempe, AZ	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125772	ENR	Mary Franklin	1942-09-17	UHC-63571-51	2198708516	728 Washington St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119703	ENR	Hrioshi H Parker	1979-07-03	UHC-03341-19	—	8871 Ocean Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-136299	ENR	Beverly Y Green	1985-12-20	UHC-01481-07	5972663693	1874 Canyon Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-119088	ENR	Evelyn X Oliver	2008-12-16	UHC-71609-07	4398152553	5495 Oak St, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141022	ENR	Jerry J Maldonaod	1953-02-05	UHC-13952-08	6558147264	9164 Main St, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133221	ENR	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased ZIP missing Whitespace trimmed+1 more
ENR-130880	ENR	Pamela Johnston	1979-07-12	UHC-19171-30	9436996818	4813 Oak St, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104022	ENR	Andrea Fuller	2005-03-01	UHC-87746-30	3177411713	8857 Camelback Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127209	ENR	Contreras G Henry	1982-11-16	UHC-97667-25	2215611815	4613 River Rd, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100257	ENR	Harris Y Lori	1998-03-20	UHC-92874-30	3394389721	7790 Washington St, Fresno, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125055	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-125054	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121757	ENR	Jack Bowman	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-136086	ENR	Margaret Butler	1944-11-25	UHC-48996-47	—	4150 Ridge Rd, Eden Prairie, MN	0.66	Date of birth reformatted Phone missing area code City re-cased ZIP missing+1 more
ENR-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-121899	ENR	Debra Wilson	1992-06-22	UHC-67369-44	8284136982	3651 Maple Ave, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-108303	ENR	Susan X Crzu	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108526	ENR	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117327	ENR	Marcus Z Butler	1982-06-16	UHC-16283-93	4528775947	7360 Canyon Rd, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-130389	ENR	Jackie X Daiz	1955-12-28	UHC-15009-91	4543731494	5150 Central Ave, San Antonio, TX	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-111870	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	—	1981 Mountain View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-130519	ENR	Sarah Z Guzman	1994-09-06	UHC-96855-51	5934413709	1172 Sage Ct, Denver, CO	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106836	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	5700 Baseline Rd, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102230	ENR	Dylan C Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-117003	ENR	Heather C Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-125673	ENR	Jeffrey Z Evans	1962-04-10	—	5099098857	207 Valley View Dr Apt 38, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Plan code upper-cased+1 more
ENR-137329	ENR	Larry Reyes	1965-06-27	UHC-64902-70	—	4844 Park Pl, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
ENR-140322	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-107521	ENR	John U Silva	1972-07-04	UHC-36781-55	2349309096	8412 Grand Ave, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141842	ENR	Donna S Graham	1993-02-28	UHC-91668-12	2758664212	9087 Mesa Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138681	ENR	Therresa Roggers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117104	ENR	Michael George	1997-12-10	UHC-99535-98	6969218894	499 Sunset Blvd, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-101221	ENR	Kayla Harris	1946-08-10	UHC-45039-62	—	1704 Elm St, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-114475	ENR	Helen McCoy	2004-04-17	UHC-96672-11	4133819639	5375 Oak St, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126544	ENR	Carolyn H Morales	1972-02-18	UHC-88658-70	4075023318	9473 Elm St, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135945	ENR	Rachel Y Li	1938-12-01	UHC-49940-99	—	4340 Sunset Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116756	ENR	Jack W Ryan	1945-08-05	UHC-71446-04	—	4983 Forest Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-124612	ENR	Paul A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-110024	ENR	Kimberly Bryant	2001-09-27	UHC-41397-22	6588041763	9728 Lincoln Way, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108552	ENR	Sarah F Hudson	2007-06-07	UHC-44206-31	3647193643	7942 Spring St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-120636	ENR	Logan Yang	1968-12-06	UHC-63190-60	5575170109	8166 Bayshore Dr, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109172	ENR	Jerry Fields	2007-01-11	UHC-44330-22	7962096370	8454 Bayshore Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134385	ENR	Kimberly Alvarez	1983-06-04	UHC-30677-97	4018222150	6195 Mesa Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-117435	ENR	Aisha Evans	1941-10-02	UHC-28302-37	8344345800	3315 Willow Ct, San Diego, CA	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more

3,340 rows, page 44 of 67Previous Next