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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414715	CLM	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd, Atlanta, GA, 30385	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26717	PRV	Roger Ortega	1939-04-19	UHC-44775-27	5623955539	9312 Market St, Jacksonville, FL, 32210	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142348	ENR	Brandon Santiago	1970-11-04	UHC-64971-04	4058639114	9606 Spring St, Phoenix, AZ, 85076	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
CLM-421867	CLM	Noah Griiffin	1967-08-20	—	5843834338	6453 Jefferson Ave, Plano, TX, 75054	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24922	PRV	Christopher B Stewart	2005-03-11	—	—	3758 Hillcrest Rd, Minneapolis, MN, 55435	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21927	PRV	Jonathan Weaver	1979-02-25	—	7328535279	1511 Palm Dr, Tucson, AZ, 85793	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122009	ENR	Emma Turrner	1944-02-08	UHC-72911-16	8713525971	6871 Mountain View Dr, Gilbert, AZ, 85242	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428721	CLM	Tim Silva	1948-10-12	UHC-09253-40	7557710982	5738 Forest Ave, Tampa, FL, 33607	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416134	CLM	Emma N Pakr	1952-09-22	—	2927787786	2157 Ridge Rd, Fresno, CA, 93791	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129806	ENR	Logan Luna	1954-08-17	UHC-71151-34	4859171910	2999 Sage Ct, Las Vegas, NV, 89195	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24049	PRV	Marilyn Franklin	1965-01-13	—	9756714135	3405 Main St, Phoenix, AZ, 85044	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28771	PRV	James Carr	1972-06-13	—	4798390086	6601 Washington St, Atlanta, GA, 30369	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51137	TPA	Nathan McCoy	1970-12-06	—	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427333	CLM	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133212	ENR	Denny R Rivera	2005-10-17	UHC-30220-58	6092903189	937 Maple Ave, Tampa, FL, 33618	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24183	PRV	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-427745	CLM	Wayne B Coleman	1988-03-06	—	—	178 Union St, Austin, TX, 78770	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100722	ENR	Arjun F Ellis	1992-08-11	UHC-70282-36	—	4288 Main St, Denver, CO, 80201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60722	TPA	Anthony Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21274	PRV	Brandon Salazar	1965-01-21	—	7157691691	4338 River Rd, Mesa, AZ, 85268	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120660	ENR	Diiego Jimenez	1957-09-14	UHC-50115-97	7204520066	4020 Canyon Rd, Minneapolis, MN, 55487	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105489	ENR	Jonathan E Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121589	ENR	Eric X Black	1968-05-28	UHC-97916-81	2308733701	1433 Valley View Dr, Mesa, AZ, 85286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131531	ENR	Beverly O Chavez	1961-04-02	UHC-99149-25	4809535522	6863 Palm Dr, Plano, TX, 75022	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425109	CLM	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-120416	ENR	Arthur A White	1988-04-07	UHC-10188-33	—	2059 Main St, Austin, TX, 78772	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425349	CLM	Dorothy N Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426091	CLM	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	4518 Indian School Rd, San Antonio, TX, 78229	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404694	CLM	Alice Diaz	1972-11-25	UHC-82251-24	—	1830 Mesa Dr, Jacksonville, FL, 32269	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56020	TPA	Samantha Diaz	1998-08-23	—	—	1859 Meadow Ln, Tucson, AZ, 85789	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106791	ENR	Anna G Luna	1999-08-19	UHC-37551-29	—	5012 Oak St, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421154	CLM	Scott Rogers	1975-04-10	UHC-34357-45	2843508778	1722 Canyon Rd, Fresno, CA, 93769	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429087	CLM	Thomas I Snyder	1999-07-18	UHC-50742-28	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100821	ENR	Samuel J Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402172	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402173	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-111300	ENR	Janet V Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ, 85746	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53278	TPA	Barbara M Estrada	1942-09-28	UHC-62835-15	4444749446	5846 Highland Ave, Glendale, AZ, 85303	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51259	TPA	Jim Reid	2008-10-13	—	—	5685 Sage Ct, Scottsdale, AZ, 85269	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140709	ENR	Lori Z Medina	1976-08-11	UHC-96205-84	4032000790	1249 Elm St, Mesa, AZ, 85228	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108807	ENR	Kevyn Y Morales	1979-01-27	UHC-62300-50	5053596378	4266 Mountain View Dr, Houston, TX, 77018	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25132	PRV	Judith R Castro	1946-06-18	—	3389249418	9281 Baseline Rd, San Diego, CA, 92180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56890	TPA	Austin Reid	1958-06-25	—	6234439959	6147 Harbor Blvd, Mesa, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-22039	PRV	Diane D Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121417	ENR	William O Gonzalez	1950-12-08	UHC-18054-50	3376291105	3013 Oak St, Fresno, CA, 93762	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-405304	CLM	Christine Hicks	1996-10-24	UHC-78226-48	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102512	ENR	Ralph R Perry	2003-07-19	UHC-41084-85	8495004457	775 Union St, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 37 of 81Previous Next