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

All sources, 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-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
PRV-20759	PRV	Amy Montgomery	1969-05-19	—	9546973499	375 Mesa Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-103270	ENR	Sara Riley	1968-11-24	UHC-61498-82	5604707904	2720 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413738	CLM	Bryan Ferguson	1978-11-06	UHC-51134-40	2685940852	323 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141541	ENR	Sofia H Scott	1969-07-19	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
ENR-109306	ENR	Charles V Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55562	TPA	Dorothy Lawson	1969-03-21	—	—	9381 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415921	CLM	Donna Weber	1951-08-05	—	9283791570	3086 Sunset Blvd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411443	CLM	Ashley Sandoval	1970-05-09	—	—	1920 Canyon Rd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52730	TPA	Randy McCoy	1974-02-12	—	2436270035	9102 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108641	ENR	Virginia Roddriguez	2000-05-16	UHC-68168-91	6272628665	3976 Cedar Ln, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108951	ENR	Kathleen Nguyen	1946-10-19	UHC-86873-37	—	8138 Baseline Rd, San Antonio, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134465	ENR	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-55899	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115751	ENR	Frances Porter	1962-08-20	UHC-44995-70	6329397159	5689 Bayshore Dr, Las Vegas, NV	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409376	CLM	Lori Graham	1968-06-02	UHC-89319-70	—	4806 Palm Dr, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406761	CLM	Alexis Fernandez	1944-09-25	UHC-19671-72	8329421719	4367 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410700	CLM	Brandon Q Armstrong	1959-11-13	—	—	2641 Apache Blvd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122007	ENR	Jeffrey Z Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419237	CLM	Samuel K Daniels	1987-06-15	UHC-88956-84	2857256352	423 Ocean Ave, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102756	ENR	Sphia Pna	1952-07-16	UHC-35707-30	2364343588	2122 Main St, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100692	ENR	Andrea Phillips	1943-10-13	UHC-08772-87	8242972651	1722 Hillcrest Rd, Austin, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406124	CLM	Reid Teresa	1988-07-24	UHC-23512-04	6166325139	7882 Market St, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-422274	CLM	James Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403466	CLM	Arthur Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-426233	CLM	Russell J Holmes	1969-07-10	—	4113858348	6297 Sage Ct, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-102923	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27870	PRV	Charlotte X Jordan	1983-07-23	UHC-36937-84	7169515293	4790 Bayshore Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20644	PRV	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-425022	CLM	Austin Bennett	1948-10-24	—	2318273358	7038 Mesa Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409187	CLM	Alexander Pena	1965-11-10	UHC-14599-26	—	9573 Indian School Rd, Minneapolis, MN	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401733	CLM	Nichols Cynthia	1963-03-16	UHC-36208-79	—	7549 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127428	ENR	Marilyn L Guerrero	1961-03-04	UHC-39266-24	4427188502	5766 Market St, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21671	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101349	ENR	Mateo Mendoza	1960-04-22	UHC-72923-14	9196595706	4100 Main St, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59431	TPA	Ana Valdez	1946-07-18	—	4264673262	7974 Elm St, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430420	CLM	Dennis Nelson	1992-09-02	UHC-45196-98	—	8076 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51779	TPA	Beverly Fuller	1940-08-02	—	2606091194	1857 Willow Ct, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 68 of 143Previous Next