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
CLM-415093	CLM	Julie Flores	1949-03-17	UHC-51387-50	8248847687	7740 Highland Ave, Gilbert, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-59866	TPA	George Riley	1959-08-20	—	—	1602 Elm St # 416, San Antonio, TX	0.56	Two-digit birth year Unit split from street ZIP missing Placeholder values cleared
ENR-135642	ENR	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX	0.56	Phone missing area code Street suffix standardised Address re-cased ZIP missing
ENR-107017	ENR	Albert J Li	1973-10-24	UHC-19977-98	9639072435	1364 Park Pl, Charlotte, NC	0.56	Street suffix standardised Address re-cased State name converted to code ZIP missing
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116509	ENR	Shirley C Ryan	—	UHC-99536-64	6283490014	4300 Grand Ave, Tempe, AZ	0.56	Date of birth missing Street suffix standardised Address re-cased ZIP missing
CLM-423801	CLM	Doris P King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL	0.56	Two-digit birth year State name converted to code ZIP missing Placeholder values cleared
ENR-117923	ENR	Mary F Marquez	—	UHC-65462-14	—	9126 Union St, Atlanta, GA	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing
ENR-106371	ENR	Willie H Greene	1988-07-26	UHC-19975-59	5682204172	8894 Union St, Charlotte, NC	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112160	ENR	Abigail I Graham	1955-08-18	UHC-59485-94	8056929204	8863 Ocean Ave, Dallas, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59623	TPA	Terry Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416993	CLM	Meyer Ana	1985-10-10	UHC-60179-69	—	1364 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-123049	ENR	Tylr I Perry	1976-09-27	UHC-30693-81	2209557340	6993 Palm Dr, Los Angeles, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104480	ENR	Martha V Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419125	CLM	Harold Marquez	1987-02-02	UHC-77141-58	9349833759	7215 Highland Ave, Charlotte, NC	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-52492	TPA	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129455	ENR	Teresa Fox	1981-12-23	UHC-90462-01	9517692655	4557 Palm Dr, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-417011	CLM	Justin Jackson	2000-09-20	—	8585457206	446 Highland Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129827	ENR	Alan J Wang	1945-05-20	UHC-56363-27	5559367270	6676 Spring St, Jacksonville, FL	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113292	ENR	Mary N Russell	1942-12-23	UHC-42213-42	3094205832	6848 Jefferson Ave, Las Vegas, NV	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111690	ENR	Diego L Parker	1984-07-04	UHC-95280-49	6788204468	1959 Church St, Los Angeles, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-111249	ENR	Cheryl Gonzalez	1949-08-23	UHC-13571-26	4043031125	5689 Spring St, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416776	CLM	Bryan Stavens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105044	ENR	George Li	1949-06-15	UHC-37341-96	—	8656 Elm St, Los Angeles, CA	0.58	Name split from “Last, First”ZIP missing Gender normalised
ENR-123041	ENR	John Romero	1990-02-19	—	3866165632	5768 Lincoln Way, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-118630	ENR	Priya A Ford	1955-04-27	UHC-64152-57	6548657026	3794 Hillcrest Rd, San Diego, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410416	CLM	Theresa Foster	1965-09-06	UHC-25697-06	4606631243	8878 Lincoln Way, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415099	CLM	Emily Lane	2003-12-27	—	7469033892	6535 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29086	PRV	Andrew C Patel	1981-05-13	—	9294393483	4615 Maple Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-420185	CLM	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	6334 Bayshore Dr, Gilbert, AZ	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-134542	ENR	Marcus Taylor	1995-03-07	UHC-98273-96	9888005371	2498 Harbor Blvd, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25459	PRV	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-137080	ENR	Valentina L Lewis	1950-08-06	UHC-99135-96	5756512585	8270 Canyon Rd, Gilbert, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-413760	CLM	Andrea Wilson	2006-01-08	UHC-84921-80	—	4292 Pine Dr, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
TPA-56681	TPA	Andrrea Cole	1964-10-12	—	5628470621	5210 Sunset Blvd, Orlando, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-428355	CLM	Keith Thompson	1963-12-21	UHC-58395-71	—	6960 Indian School Rd, Jacksonville, FL	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21048	PRV	Diego George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117503	ENR	Jerry Le	1965-05-13	UHC-34296-93	9118037455	2713 Mountain View Dr, Tucson, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-427150	CLM	Marilyn R Sullivan	1951-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411834	CLM	Sarah Nguyen	2004-01-18	—	8146241762	127 Lake View Rd, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126763	ENR	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140418	ENR	Zachary Q Baker	1952-04-10	UHC-62292-08	9585035297	6675 Camelback Rd, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408919	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	7368 Desert Sky Blvd, San Antonio, TX	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-124553	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136870	ENR	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave # 731, Gilbert, AZ	0.58	Two-digit birth year Unit split from street ZIP missing

7,146 rows, page 50 of 143Previous Next