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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-129955	ENR	Billy N Reyes	1940-08-06	UHC-65010-18	—	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55083	TPA	Juan Willlis	—	—	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-427986	CLM	George Myers	1939-07-26	—	—	1613 Mountain View Dr, Miami, FL, 33180	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428634	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429774	CLM	Kathryn I Wallace	1991-04-10	—	—	8278 Canyon Rd Apt 19, Jacksonville, FL, 32271	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102352	ENR	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109616	ENR	Brenda J Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410717	CLM	Virginia Freeman	1960-09-05	UHC-43411-25	—	9052 Cedar Ln, Nashville, TN, 37275	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412161	CLM	Deborah N Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24508	PRV	Julie Allen	2006-07-18	—	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128028	ENR	Paul Harris	1943-10-08	UHC-51958-95	8025082809	881 Forest Ave, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403748	CLM	Henry F Little	1944-12-26	—	—	266 Camelback Rd Apt 29, Atlanta, GA, 30361	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21432	PRV	Logan Tucker	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24546	PRV	Harold V Vasquez	2001-04-18	UHC-05206-24	5215295672	4231 Lake View Rd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-413570	CLM	Linda Wang	1979-05-24	—	4636538677	528 Sage Ct, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418825	CLM	Carlos Young	1958-03-14	—	7564710943	8579 Spring St, Tampa, FL, 33678	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423085	CLM	Ana R Knight	1992-08-10	—	—	4791 Harbor Blvd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51265	TPA	Pat McDonald	1961-09-01	—	—	8384 Baseline Rd, Jacksonville, FL, 32286	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409352	CLM	Janet Z Cole	1950-04-16	UHC-14286-74	2173471538	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51368	TPA	Natalie James	1972-03-18	—	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403457	CLM	Christina Ortega	—	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101350	ENR	Carlos Hernandez	1965-12-03	UHC-02676-94	—	6976 Cedar Ln, Nashville, TN	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-423337	CLM	Catherine C Hart	1973-11-23	—	5057342813	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-403284	CLM	Judith Gilbert	1955-10-23	—	—	7478 Market St, Austin, TX, 78715	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102253	ENR	Jessica Alvvarado	2004-08-02	UHC-94379-13	—	3981 Oak St Apt 11, Fresno, CA, 93727	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141007	ENR	Natalie Watson	2001-10-14	UHC-72185-11	3042961209	5729 Spring St, Seattle, WA, 98143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104293	ENR	Luis S Grant	1975-09-01	UHC-39116-36	6978180153	1473 Willow Ct, Denver, CO, 80247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109426	ENR	Billy Z Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120945	ENR	Mason Q Gardner	1979-09-22	UHC-51168-25	—	1964 Sunset Blvd, Chandler, AZ, 85267	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401275	CLM	Mark R McDonald	1989-02-06	—	8548300320	1238 Park Pl, Seattle, WA, 98192	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-23964	PRV	Brian F Wilson	1984-10-03	UHC-08927-59	7402185505	955 Cedar Ln, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118870	ENR	Jennifer B Vazquez	1946-07-25	UHC-29911-12	7714455658	1445 Market St, Los Angeles, CA, 90048	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432642	CLM	Susan Carlson	2003-04-25	—	5784932750	9449 Pine Dr, Columbus, OH, 43241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121140	ENR	Deborah Morales	1968-08-17	UHC-91939-51	5815369177	9045 Ridge Rd, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426777	CLM	Roy Ellis	—	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more

71,257 rows, page 214 of 1,426Previous Next