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-139199	ENR	Emma Nichols	1982-08-16	UHC-38458-94	6697205330	2082 River Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124681	ENR	Joshua J Franklin	1955-05-26	UHC-91877-89	7795117277	1169 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410900	CLM	Wayne Bennett	1949-04-19	UHC-21799-63	—	4620 Baseline Rd, Columbus, OH	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-104267	ENR	Frances F Alvarez	1963-10-24	UHC-86192-80	7766880620	9208 Central Ave, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405035	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121478	ENR	Arjun Nichols	1966-02-17	UHC-12348-84	4226692920	2526 Maple Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111818	ENR	Alex Torres	1960-08-17	UHC-79406-78	8047436784	5623 Hillcrest Rd, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-114903	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121617	ENR	Nicholas Mtichell	1956-08-22	UHC-35788-46	6382142205	263 Grand Ave, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118832	ENR	Roger Wheeler	1951-05-03	UHC-53655-70	2474379538	7260 Jefferson Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51010	TPA	Sofia Collisn	1946-10-12	—	8884414268	603 Elm St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51543	TPA	Greegory Elliott	1961-08-16	—	—	1131 Central Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50782	TPA	Hiroshi B Coleman	1985-04-06	—	—	3352 Central Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409017	CLM	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-424053	CLM	Kimberly Gisbon	2004-07-23	UHC-59029-58	—	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-114677	ENR	Mark Green	1981-09-10	UHC-07350-83	4616697548	1449 Maple Ave, Los Angeles, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124333	ENR	Joshua S Dean	1985-05-09	UHC-26412-58	—	772 Church St, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404541	CLM	Susan Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421103	CLM	Carol Li	1982-07-11	—	—	8392 Elm St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-141182	ENR	Sharon A Reid	1959-02-26	UHC-09861-29	5532564040	2290 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
TPA-58701	TPA	Sara Wagner	1946-04-23	—	4942886252	9658 Highland Ave, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25303	PRV	Charlie Mitchell	2008-12-26	UHC-47452-54	8942419102	4323 Oak St, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406350	CLM	Joe Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118424	ENR	Arrjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425104	CLM	Mrak Jimenez	1974-06-08	—	5365734655	3333 Valley View Dr, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62835	TPA	Joe Ricce	1994-06-12	—	—	1843 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109382	ENR	Maria A Bryant	1946-09-03	UHC-84933-51	4234866873	3358 Oak St, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-105745	ENR	Rachel Payne	1957-01-22	UHC-90679-12	9846895957	6941 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407682	CLM	Megan Z Carr	1926-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106886	ENR	Santiago I Reed	1939-10-16	UHC-78931-81	6168328261	2480 Harbor Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25767	PRV	Evvelyn Vargas	1969-01-18	—	5484943332	9477 Forest Ave, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103921	ENR	Karen S Barnes	1974-05-22	UHC-31221-53	8638201592	5968 Harbor Blvd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119993	ENR	Alice Robertsun	1982-09-08	UHC-51048-68	2118511219	7045 Washington St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24510	PRV	Virginia Thomas	1979-03-16	—	2406761093	7410 Union St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102718	ENR	Grace T Peterson	1987-07-11	UHC-80834-29	2825513637	116 Highland Ave, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140307	ENR	Sarah Evans	2005-06-24	UHC-45876-68	7863518033	834 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427113	CLM	Jeremy B Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59266	TPA	Lucia Smith	1964-01-03	—	—	980 Ridge Rd, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55102	TPA	Maria Snyder	1966-05-27	—	8448780896	5805 Mountain View Dr, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137442	ENR	Victoria L Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more

7,146 rows, page 65 of 143Previous Next