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 “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
PRV-24219	PRV	Christiian Ortega	1989-10-28	UHC-60388-18	3683619780	4157 Desert Sky Blvd, Tempe, AZ, 85254	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-24275	PRV	Carl Torres	2000-05-16	—	—	8732 Lake View Rd, Glendale, AZ, 85342	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-20505	PRV	Amy Castillo	1959-02-15	UHC-48609-92	—	3513 Lincoln Way, Scottsdale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-21928	PRV	Joyce Hicks	1968-07-04	UHC-10074-55	4578724720	5364 Union St, Miami, FL, 33192	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26884	PRV	Joyce Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23571	PRV	Deborah Gilbert	1966-05-12	—	—	5353 Church St, Minneapolis, MN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-28589	PRV	Benjamin G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-26350	PRV	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27003	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr # 631, Columbus, OH	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23263	PRV	Patrick Jones	2003-05-09	—	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27884	PRV	Angela S Ellis	1949-03-02	—	—	9545 Apache Blvd Apt 12, Fresno, CA, 93761	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22663	PRV	Donna Schmidt	1983-02-23	UHC-88832-04	—	6092 Meadow Ln, San Antonio, TX, 78250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24754	PRV	Doris Anderon	1940-06-16	UHC-85647-30	—	5796 Broadway, Sacramento, CA, 95828	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-29474	PRV	Michael Ramirez	2007-02-19	UHC-59993-39	8239850779	7881 Maple Ave Apt 1, Dallas, TX, 75205	0.66	Date of birth reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
PRV-25995	PRV	Andrea Padilla	2008-05-07	UHC-09343-48	—	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-29126	PRV	Arjun X Crawford	1971-06-23	—	—	8223 Highland Ave, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-23212	PRV	Santiago Price	1940-11-08	—	9009308202	3870 Sage Ct, Denver, CO, 80204	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+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-27450	PRV	Gloria Clark	1976-08-27	UHC-28114-30	7976787660	5774 Indian School Rd, Sacramento, CA, 95882	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27437	PRV	Steven Wright	2003-04-06	—	9249428800	8108 Meadow Ln, Chandler, AZ, 85219	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20064	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20065	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 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-21629	PRV	Joshua Johnston	2000-11-19	—	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
PRV-24630	PRV	Peter Baker	2001-04-28	UHC-99981-31	—	9241 Sunset Blvd, Fresno, CA, 93757	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26484	PRV	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-25856	PRV	Mason Rios	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21702	PRV	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-27035	PRV	Ronald Stone	1948-08-28	UHC-20959-12	—	643 Forest Ave, Glendale, AZ, 85359	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27524	PRV	Jason Rose	1967-10-22	—	—	4069 Pine Dr, Mesa, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-21222	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	—	7066 Highland Ave Apt 4, Orlando, FL, 32875	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
PRV-24732	PRV	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
PRV-21038	PRV	Dennis Gardner	1975-09-27	UHC-28962-20	—	9046 Mountain View Dr, Austin, TX, 78744	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28292	PRV	Cynthia T Lawrence	1954-02-02	—	—	8533 Harbor Blvd, Denver, CO, 80256	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26521	PRV	James Williams	1985-08-22	—	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-25424	PRV	Nicole B Kim	1945-01-20	UHC-08143-43	2258863384	9473 Jefferson Ave # 868, Glendale, AZ, 85350	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
PRV-21338	PRV	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more

3,124 rows, page 21 of 63Previous Next