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-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
ENR-114539	ENR	Sarah Carlzon	1989-10-24	UHC-35766-45	8424013054	1651 Sunset Blvd, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125284	ENR	Jordan P Flores	1964-08-10	UHC-95164-43	8037133806	8436 Jefferson Ave, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-50241	TPA	Matt Lawson	1995-05-15	—	—	4892 Pine Dr, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-103343	ENR	Priya Reid	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423208	CLM	Willie Munoz	1960-01-08	—	—	1335 Willow Ct, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136070	ENR	Larry W Lee	1996-04-03	UHC-45008-81	5398724420	4170 Central Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
PRV-27339	PRV	Emily F Porter	1947-04-11	UHC-00724-29	8543117653	3895 Bayshore Dr, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116261	ENR	Marcus I Hall	1969-12-13	UHC-13563-26	7726439222	3635 Valley View Dr, Gilbert, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418845	CLM	David Masn	1938-07-25	—	7909647933	4860 Mountain View Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422128	CLM	Mayr Walker	1979-11-20	UHC-48770-09	5475197660	8097 Hillcrest Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112111	ENR	Logan Cox	1967-07-18	UHC-60227-35	2967767447	5449 Bayshore Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100735	ENR	Charlotte V Ray	1974-02-20	UHC-25587-51	7648133100	7256 Hillcrest Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53967	TPA	Randy Washington	1956-04-20	—	2258325116	7571 Camelback Rd, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132636	ENR	Alice V Butler	1948-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
ENR-120932	ENR	Natalie Q Murphy	1958-12-02	UHC-11747-32	2326704718	9355 Meadow Ln, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112105	ENR	Gabriel N Cook	1961-01-25	—	2376619043	8160 Bayshore Dr, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122112	ENR	Jonathan Alvarez	2006-09-12	UHC-37217-80	5853818945	7872 Meadow Ln, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52290	TPA	Charlotte Snyder	1952-11-17	—	4349272705	4879 Maple Ave, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417320	CLM	Alexis Walker	1962-07-15	—	—	2604 Highland Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407523	CLM	Jeffrey Jensen	1965-08-17	UHC-12236-91	2764621789	6869 Willow Ct, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105953	ENR	Catherine Jackson	2007-08-22	UHC-67558-54	2909528686	706 Bayshore Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61716	TPA	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21438	PRV	Kmiberly J Willis	1954-04-24	—	2274340284	5805 Park Pl, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119200	ENR	Hughes W Mason	1955-10-13	UHC-36216-08	9342397167	2697 Meadow Ln, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54897	TPA	Jose Morrison	1962-08-14	—	—	3629 Park Pl, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61548	TPA	Russell M Schultz	—	—	5392815153	1372 Forest Ave, Plano, TX	0.64	Date of birth missing Phone reformatted ZIP missing Email lower-cased+2 more
ENR-101796	ENR	Emily X Peterson	1969-11-16	UHC-84259-62	9005400983	5650 Mesa Dr, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51895	TPA	Kathleen Cruz	1967-10-10	—	—	9570 Church St, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-127134	ENR	Julie G Black	1942-09-23	UHC-88045-62	9534362811	6399 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22664	PRV	Doris Ford	1985-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431056	CLM	Judith Hernandez	1964-01-21	UHC-86313-17	2045959260	1817 Oak St, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411881	CLM	Kelly Alvarado	1995-09-15	UHC-05605-02	—	2379 Canyon Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405046	CLM	Paul Garza	1981-06-15	UHC-77971-56	—	1297 Central Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-129603	ENR	Heathar Y Brown	1970-10-02	UHC-40975-16	6553733784	2111 Baseline Rd, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

7,146 rows, page 74 of 143Previous Next