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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22342	PRV	Brian Ortiz	1959-11-08	—	5194910191	6054 Cedar Ln, Tampa, FL, 33660	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20499	PRV	Lori E Carlson	1945-09-28	—	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26854	PRV	Sam Adams	1960-07-20	UHC-62298-66	4058150327	2770 Canyon Rd, Columbus, OH, 43226	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28813	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21157	PRV	Roy Morales	1969-09-21	—	5738175102	3291 Sunset Blvd, Glendale, AZ, 85350	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25705	PRV	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23985	PRV	Catherine Robertson	1941-07-02	—	4203820793	4634 Desert Sky Blvd, Fresno, CA, 93766	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22378	PRV	Logan Walsh	1984-05-12	UHC-23715-26	—	1129 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-23241	PRV	Gabriel Castillo	1990-10-01	—	3968841043	1163 Church St, Plano, TX, 75066	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
PRV-24862	PRV	Lori Walsh	1995-11-06	—	8303002309	3222 Meadow Ln, Dallas, TX, 75264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21232	PRV	Bell M Emily	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23899	PRV	Debra Andrews	1954-06-12	UHC-65044-44	9074490704	6835 Jefferson Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27663	PRV	Charlotte H Harrison	1984-07-09	UHC-95450-37	6477884467	6728 Elm St, Seattle, WA, 98198	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24921	PRV	Helen Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24794	PRV	Omar Robertson	1968-09-14	UHC-90322-30	7823638544	3455 Meadow Ln, Seattle, WA, 98178	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29218	PRV	Valentina Castillo	1975-01-19	—	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26506	PRV	Alexander Turner	1965-08-27	—	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20274	PRV	Mary Payne	1948-01-25	—	3318008869	2881 Apache Blvd, Seattle, WA, 98120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23495	PRV	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25441	PRV	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr, Gilbert, AZ, 85268	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27809	PRV	Deborah S Burns	1980-01-12	—	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20564	PRV	Teresa Harvvey	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28692	PRV	Charles McDonald	1943-08-24	—	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-27858	PRV	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21106	PRV	Mark Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-21401	PRV	Marcus Hart	1983-11-13	—	—	3873 Lincoln Way, Gilbert, AZ, 85279	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23820	PRV	Kathleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28751	PRV	Kyle Contreras	1962-06-10	UHC-17396-44	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20782	PRV	Sandra K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23715	PRV	Judith Vasquez	1995-12-01	UHC-02361-56	—	3739 Lake View Rd # 669, Austin, TX, 78717	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-22757	PRV	Ethan H Dixon	1987-11-14	UHC-82724-83	3622104993	7408 Desert Sky Blvd, Seattle, WA, 98143	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20852	PRV	Johhn R Ferguson	1940-02-16	UHC-93817-92	5806181576	3561 Ocean Ave, Los Angeles, CA, 90042	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21477	PRV	Jonathan Bell	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA, 95896	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29136	PRV	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
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-28164	PRV	Nick West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26079	PRV	Terry Ford	1994-10-01	—	7027235915	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28098	PRV	Hiroshi A Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
PRV-23805	PRV	Jannet Gray	2003-04-10	—	—	1374 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+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-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

1,602 rows, page 19 of 33Previous Next