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

Third-party administrator, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61034	TPA	Mei Bailey	1966-11-09	—	5165565888	1353 Desert Sky Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53380	TPA	Mark Bennett	1955-07-17	—	—	1506 Indian School Rd, Minneapolis, MN, 55473	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50254	TPA	Madison Broooks	1953-05-18	UHC-02160-38	—	4742 Willow Ct, Glendale, AZ, 85362	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56820	TPA	Sue Romero	1944-11-16	—	4542146901	357 Spring St, Los Angeles, CA, 90071	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57262	TPA	Nicholas Miller	1959-05-12	—	9222990149	5983 Spring St, Tampa, FL, 33697	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55236	TPA	Ahmed D Hicks	1956-08-28	UHC-09142-06	6405343050	8970 Union St, Jacksonville, FL, 32282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50299	TPA	Linda Oliver	1945-06-19	—	—	8742 Baseline Rd, Tampa, FL, 33609	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52031	TPA	Sofia Lane	1964-08-03	—	2586865368	5091 Sage Ct, Scottsdale, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62082	TPA	Maria Bryant	1966-11-22	—	—	756 Cedar Ln, Scottsdale, AZ, 85241	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62125	TPA	Ralph Hoffman	1973-07-16	—	—	1707 Pine Dr, Seattle, WA, 98142	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58711	TPA	Billy B Garcia	1954-01-11	—	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62971	TPA	Frank Carroll	1958-04-13	—	—	546 Forest Ave, San Diego, CA, 92108	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57386	TPA	Carol Hansen	2000-06-19	—	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58116	TPA	Henry Wells	1938-11-01	—	—	539 Lincoln Way, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53653	TPA	Katherine Black	1972-06-08	—	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59750	TPA	Pat Mason	1954-04-24	—	—	6084 Baseline Rd, Mesa, AZ, 85221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59616	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51333	TPA	Thomas Harpr	1963-08-11	—	8419301504	1758 Elm St, Jacksonville, FL, 32212	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62645	TPA	Kathleen Carr	1968-08-02	—	—	9618 Desert Sky Blvd, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63241	TPA	Dnny Russell	1955-08-06	—	—	6057 Apache Blvd, Sacramento, CA, 95842	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60334	TPA	Ralph Bailey	1968-01-10	—	—	9827 Elm St # 317, Houston, TX, 77097	0.76	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+2 more
TPA-58989	TPA	Aaron Andrews	1995-07-06	—	5322609100	4074 Central Ave, Charlotte, NC, 28269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52999	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-50361	TPA	Samuel Price	1987-11-25	—	6732372079	3203 Central Ave, Atlanta, GA, 30365	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60429	TPA	Mason Alvarez	1977-06-14	—	—	3381 Sunset Blvd, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60408	TPA	Virginia Buton	1994-09-10	—	2067410784	9443 Maple Ave, Miami, FL, 33144	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56860	TPA	Joyce Hanzon	1953-05-26	—	—	7759 Market St, Tempe, AZ, 85255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58421	TPA	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55184	TPA	Sofia Weaver	1995-10-15	—	—	7535 Mesa Dr, Orlando, FL, 32814	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
TPA-57636	TPA	Jacob Russell	1961-03-27	—	—	2233 Broadway, Dallas, TX, 75284	0.76	Date of birth reformatted Phone missing area code Address re-cased State code upper-cased+2 more
TPA-56110	TPA	Eugene Evans	1975-09-28	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-60553	TPA	Jennifer Medina	2000-06-27	—	—	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59523	TPA	Pamela Grant	1949-06-15	UHC-93251-47	—	6343 Maple Ave, Denver, CO, 80235	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-62919	TPA	Ken McDonald	2003-12-23	—	2342356337	1501 River Rd, Tampa, FL, 33610	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-64246	TPA	Virginia Armstrong	1961-07-18	—	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53868	TPA	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63868	TPA	Jerry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56112	TPA	Carol Crawford	1980-09-14	UHC-16231-67	—	9283 Indian School Rd, Scottsdale, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58867	TPA	Jackie Ferguson	1974-09-25	—	7605113432	1854 Ocean Ave, Orlando, FL, 32806	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-62523	TPA	Jonathan Brooks	1999-03-02	—	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60875	TPA	Helen Welch	1953-04-03	—	—	2008 Jefferson Ave, Tucson, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-62691	TPA	Kimberly U Spencer	1982-12-11	—	—	7814 Mesa Dr, Orlando, FL, 32824	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56129	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55540	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52875	TPA	Douglas Watosn	1969-10-16	—	2173726311	4292 Highland Ave, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51026	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd, Scottsdale, AZ, 85296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54119	TPA	Omar Bell	1998-05-17	—	—	9649 Camelback Rd, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61996	TPA	Cheryl Gordon	1988-07-20	—	3185968691	1913 Elm St, Eden Prairie, MN, 55335	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54775	TPA	Wayne Bennett	1949-04-19	—	—	4620 Baseline Rd, Columbus, OH, 43225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

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