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-131558	ENR	Laura Mason	1977-10-26	UHC-86903-57	5113372559	4702 Highland Ave, Seattle, WA	0.82	Name re-cased Date of birth reformatted ZIP missing
ENR-110598	ENR	Charles Wood	1991-04-16	UHC-57855-72	7284514777	3240 Market St, Orlando, FL	0.82	Name re-cased Phone reformatted ZIP missing
ENR-127169	ENR	Elizabeth L Daniels	1976-05-23	UHC-23922-02	4758121793	605 Lincoln Way, Austin, TX	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-129750	ENR	Larry Daniels	1989-04-04	UHC-75684-29	2834620363	1118 Lincoln Way, San Diego, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-128883	ENR	Eric V Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St, Plano, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-123514	ENR	Alexis Palmer	1938-03-10	UHC-06297-72	2215762532	358 Elm St, Tucson, AZ	0.82	Date of birth reformatted ZIP missing Email lower-cased
ENR-142163	ENR	Brandon Sanchez	1981-11-22	UHC-26114-53	2595033017	5584 Canyon Rd, Houston, TX	0.82	City re-cased ZIP missing Whitespace trimmed
ENR-117973	ENR	Anthony Duncan	1990-11-01	UHC-47701-37	6567657899	2633 Pine Dr, Miami, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-137931	ENR	Camila Q Walker	1964-02-22	UHC-54715-07	7969468558	5646 Jefferson Ave, San Antonio, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-112713	ENR	Dylan Berry	1983-09-18	UHC-73876-98	8685107101	7702 Harbor Blvd, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112712	ENR	Dylan Berry	1983-09-18	UHC-73876-98	8685107101	7702 Harbor Blvd, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102072	ENR	Rachel K Cook	1996-08-06	UHC-68652-79	6467149099	7465 Palm Dr, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-119985	ENR	Paul Garza	1980-09-17	UHC-63984-52	8788849935	9746 Forest Ave, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-139450	ENR	Rebecca T Chavez	1971-11-09	UHC-48366-81	2937860688	8617 Lincoln Way, Plano, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-129880	ENR	Rachel X Daniels	1951-07-18	UHC-65178-43	2017855360	6715 Cedar Ln, Glendale, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-122700	ENR	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	4501 Spring St, Orlando, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100866	ENR	Willie Walsh	1959-01-26	UHC-12852-84	2414327954	4995 Broadway, Los Angeles, CA	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-103836	ENR	Christian T Meidna	2006-09-17	UHC-38131-31	—	7791 Pine Dr, Denver, CO	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-107339	ENR	Megan Nunez	1944-06-20	UHC-73047-84	5575666615	4296 Meadow Ln, Sacramento, CA	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-119464	ENR	Thomas I Carr	1975-02-21	UHC-04575-44	7179375949	2739 Baseline Rd, Glendale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-101193	ENR	Cynthia F Sanders	1976-02-27	UHC-98112-58	5415226067	6928 River Rd, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-107736	ENR	Pamela B Jones	1975-12-10	UHC-99024-03	5696204508	1701 Spring St, Gilbert, AZ	0.82	Phone reformatted ZIP missing Plan code upper-cased
ENR-102310	ENR	Kenneth R Marshall	2003-03-20	UHC-85421-07	6645396274	7655 Camelback Rd, Las Vegas, NV	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-104368	ENR	Jose Dixon	1981-03-27	UHC-56158-59	4527783899	8241 Sage Ct, Tampa, FL	0.82	City re-cased ZIP missing Whitespace trimmed
ENR-112683	ENR	Henry Graham	1955-02-24	UHC-04190-61	2093363473	9650 Bayshore Dr, San Antonio, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-121178	ENR	Sandra Mason	1954-04-28	UHC-12370-45	—	862 Maple Ave, Mesa, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102992	ENR	Pamela O Green	1991-07-25	UHC-82001-15	9537266757	1347 Palm Dr, Tucson, AZ	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-128768	ENR	Nicole L Porter	1940-05-27	UHC-79932-95	4993078567	1796 Forest Ave, Tucson, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-119829	ENR	Raymond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-109693	ENR	Christine K Li	1952-07-05	UHC-80042-09	4998028197	6268 Ridge Rd, Seattle, WA	0.82	Name re-cased Phone reformatted ZIP missing
ENR-103611	ENR	Bruce G Harper	2007-11-25	UHC-42263-40	5976391936	2021 River Rd, Fresno, CA	0.82	Name re-cased Phone reformatted ZIP missing
ENR-109398	ENR	Gregory O Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-139907	ENR	Daniel K Davis	2004-12-08	UHC-43463-17	7075730277	8632 Camelback Rd, Dallas, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-125527	ENR	Kenneth Cruz	1999-12-18	UHC-92091-67	2232354408	7244 Harbor Blvd, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138205	ENR	Isabella Patel	1966-07-12	UHC-81273-52	7224773141	7874 Lincoln Way, Las Vegas, NV	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-119861	ENR	Jason O George	1962-08-07	UHC-51539-02	4413028287	3636 Jefferson Ave, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-106162	ENR	Kaathleen O Obrien	1988-02-05	UHC-27159-72	—	9351 Elm St, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-106163	ENR	Kaathleen O Obrien	1988-02-05	UHC-27159-72	—	9351 Elm St, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-114195	ENR	Stephen Graham	1938-09-27	UHC-19980-14	9649100271	3890 Jefferson Ave, Houston, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-141384	ENR	Edward Ryan	1992-04-10	UHC-83967-47	7876292718	5825 Bayshore Dr, Jacksonville, FL	0.82	Name re-cased Phone reformatted ZIP missing
ENR-112018	ENR	Jacqueline Davis	2003-05-23	UHC-40454-55	5184101990	9546 Cedar Ln, Tampa, FL	0.82	Name re-cased Date of birth reformatted ZIP missing
ENR-142356	ENR	Julie N Knight	1989-05-17	UHC-71373-79	7629966026	9298 Lake View Rd, Tucson, AZ	0.82	Phone reformatted City re-cased ZIP missing
ENR-142897	ENR	Carol Hayas	1942-10-20	UHC-21010-07	—	3739 Ridge Rd, Orlando, FL	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-138661	ENR	Karen Kim	1956-08-16	UHC-49648-52	4725099693	1830 Broadway, Las Vegas, NV	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-129016	ENR	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	4205 Union St, Dallas, TX	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-105731	ENR	Randy Castro	1969-09-18	UHC-12260-95	2895446528	8169 Oak St, Las Vegas, NV	0.82	Name re-cased Phone reformatted ZIP missing
ENR-105730	ENR	Randy Castro	1969-09-18	UHC-12260-95	2895446528	8169 Oak St, Las Vegas, NV	0.82	Name re-cased Phone reformatted ZIP missing
ENR-107364	ENR	Mason P Herrera	1943-02-05	UHC-90677-97	5424196196	182 Willow Ct, Charlotte, NC	0.82	Phone reformatted City re-cased ZIP missing
ENR-113595	ENR	Thomas Sntos	1952-08-11	UHC-06214-55	7502518261	5518 Cedar Ln, Las Vegas, NV	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-106968	ENR	Richard Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed

3,340 rows, page 65 of 67Previous Next