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

Provider network, 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
PRV-27800	PRV	Gerald K Robertson	1945-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ	0.66	Two-digit birth year Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-28724	PRV	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21834	PRV	Willie Shaw	1978-12-02	—	—	7789 Canyon Rd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
PRV-25204	PRV	Mariana G Gutierrez	1999-07-23	—	6016756473	8486 Central Ave, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+1 more
PRV-21457	PRV	Santiago Torres	—	—	2596244074	5968 Park Pl, Tucson, AZ	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26754	PRV	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX	0.66	Date of birth reformatted Phone missing area code ZIP missing Whitespace trimmed+1 more
PRV-29148	PRV	Bruce T Rodriguez	1960-10-12	UHC-81012-41	2356127113	8269 Market St, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-22047	PRV	Matt Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-24171	PRV	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20489	PRV	Lucia Perkins	1968-10-09	UHC-64440-21	6769825008	9799 Washington St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22418	PRV	Priya Z Clark	1940-07-26	—	7576815457	2277 Bayshore Dr, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-22057	PRV	Grace Lawrence	1990-02-28	—	—	5929 Central Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24343	PRV	John Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
PRV-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
PRV-26635	PRV	Sean Gardner	1964-07-20	—	7313075480	9447 Lake View Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-22444	PRV	Isabella Williams	2005-12-04	—	6505415742	1402 Maple Ave, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26762	PRV	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22746	PRV	Elijah Gray	2003-07-26	UHC-73436-77	6382969891	1329 Elm St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-23386	PRV	Melissa Jordan	1981-10-21	—	6308822653	1628 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-26534	PRV	Marilyn Daniels	1964-06-17	—	9025455044	2712 Canyon Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25945	PRV	Dorothy Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24149	PRV	Juan Gutierrez	1975-02-27	—	7099134689	4751 Washington St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-29594	PRV	Eugene V Daniels	1994-02-05	—	6908189684	9891 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
PRV-23142	PRV	Jacqueline F Flores	1939-12-16	UHC-03070-53	4285278069	4401 Union St, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24202	PRV	Tyler M Woods	1982-04-20	UHC-14817-37	—	7877 Ridge Rd, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25342	PRV	Lisa Q Lee	1970-07-14	—	5949070880	589 Elm St, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20278	PRV	Helen Holmes	1978-08-01	UHC-13051-27	2347574996	2988 Elm St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21319	PRV	Russell R Elliott	2002-09-26	UHC-72403-52	7635165615	8498 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27332	PRV	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-25704	PRV	Marilyn Barnes	1957-12-23	—	6253821548	4785 Apache Blvd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25509	PRV	Kelly G Bishop	1958-01-12	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-29560	PRV	Peter M Wang	1989-06-01	UHC-50056-32	2403355409	7241 Baseline Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-21678	PRV	Joe A Hamilton	2003-10-17	UHC-71097-95	—	9027 Central Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20399	PRV	Maria Washngton	1968-08-24	—	6074832921	1478 Bayshore Dr, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

722 rows, page 11 of 15Previous Next