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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-26952	PRV	Bruce Hart	—	—	8842144282	2479 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth unreadable City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26294	PRV	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+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-28045	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24111	PRV	Paul Gilbert	1952-08-21	UHC-18539-67	6952328172	6577 Ridge Rd, Houston, TX, 77048	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27889	PRV	Charlees Carpenter	2006-07-15	UHC-19993-86	7419839128	7072 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-23107	PRV	Brittany Q Fowler	1948-04-11	—	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-24034	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24033	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+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-27486	PRV	Paul Cole	1987-03-25	—	3902919357	5765 Indian School Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+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-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
PRV-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+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-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-20647	PRV	Julie Hansen	1973-09-25	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23916	PRV	Stephen Schmidt	1948-08-13	—	—	4988 Pine Dr, Glendale, AZ, 85340	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-29033	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29034	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28404	PRV	Andrea Harey	1975-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20791	PRV	Linda Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22241	PRV	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	8977 Mesa Dr, Seattle, WA, 98164	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24748	PRV	Sharon A Valdez	1983-05-27	UHC-61180-43	8279762605	5645 Highland Ave, Phoenix, AZ, 85000	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20315	PRV	Kenneth Wung	1994-06-21	—	—	6751 Central Ave, Chandler, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-26052	PRV	Sandra Reynolds	1954-03-23	—	7583436760	7653 Valley View Dr, Austin, TX, 78785	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23843	PRV	Roy Patl	1990-10-21	UHC-86246-70	—	567 Elm St, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21464	PRV	Steven Rojas	2006-10-03	UHC-06323-48	8596008897	6813 Baseline Rd, Gilbert, AZ, 85289	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25642	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more

815 rows, page 12 of 17Previous Next