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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23896	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23897	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24089	PRV	Michael Lucas	1965-08-11	—	—	1524 Highland Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-27385	PRV	Carlos Jordan	2006-09-02	UHC-81783-75	2763499443	86 Oak St, Sacramento, CA, 95886	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-26875	PRV	Robert H Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23003	PRV	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24520	PRV	Timothy Weber	1954-08-04	—	6603250442	3331 Mountain View Dr, Plano, TX, 75003	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26850	PRV	Sara P Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23837	PRV	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28631	PRV	Justin Jackson	1995-01-02	UHC-75123-32	—	4662 Apache Blvd, Denver, CO, 80254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28681	PRV	Kenneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23015	PRV	Gary Rojas	1962-07-15	UHC-95184-37	2027396086	350 Union St, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27142	PRV	Judith Snyder	1983-01-13	—	9466158800	7887 Bayshore Dr, Mesa, AZ, 85282	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+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-26336	PRV	Wayne Marshall	1983-10-09	—	—	6085 Church St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased 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-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-22871	PRV	Olivia Bradley	1969-04-23	—	7374687565	3185 Apache Blvd, Las Vegas, NV, 89116	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+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-24254	PRV	Ethan G Ramirez	1970-07-10	UHC-26954-75	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27679	PRV	Valentina H Reed	1942-04-11	—	—	5582 Maple Ave, San Diego, CA, 92117	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21185	PRV	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21436	PRV	Natalie Hciks	2004-09-04	—	6384444698	4341 Lake View Rd, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+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-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-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-25360	PRV	Richard Harrison	1987-09-11	—	7957118011	1852 Main St, San Antonio, TX, 78288	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21120	PRV	Andrew Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN, 37242	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+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
PRV-27926	PRV	Carol T Berry	1986-08-25	—	2459088555	2971 Indian School Rd, Seattle, WA, 98131	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28613	PRV	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-24249	PRV	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25558	PRV	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX, 77084	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22833	PRV	Brenda Turner	1983-08-03	UHC-44384-04	—	1252 Mountain View Dr, Columbus, OH, 43294	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27445	PRV	Christina Green	1969-11-10	—	8067577954	8203 Jefferson Ave, Glendale, AZ, 85351	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25889	PRV	Mei White	1958-08-20	UHC-19755-67	7335976534	3997 Central Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24424	PRV	Elizabeth Ray	1992-08-26	UHC-71909-01	5403587821	3693 Main St, Scottsdale, AZ, 85288	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-28570	PRV	Ashley E Wallace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20788	PRV	Carl Lynch	1955-06-17	—	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25413	PRV	Christine Warren	1963-10-03	—	8026679446	9742 Sunset Blvd, Dallas, TX, 75248	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

957 rows, page 12 of 20Previous Next