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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21747	PRV	Ahmed N Gibson	1955-01-10	—	5635976220	5266 Main St, San Diego, CA, 92155	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23328	PRV	Barbara Pena	2005-02-23	—	4433485397	2978 Church St, Atlanta, GA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-20132	PRV	Amenda H Campbell	1953-03-03	—	6556455375	2081 Park Pl Apt 20, Columbus, OH, 43220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28140	PRV	Madison Nichols	1945-06-25	—	6402278933	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23424	PRV	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25870	PRV	Lauren McCoy	1946-01-06	UHC-57720-33	5459437491	692 Spring St, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22273	PRV	Harold D Mitchell	2005-12-08	—	4378038460	5445 Union St Apt 23, Los Angeles, CA, 90049	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20247	PRV	Laurra A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28268	PRV	Randy D Ward	1966-08-21	UHC-18923-49	—	5264 Sage Ct, Mesa, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28176	PRV	Randy R Vazqquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24656	PRV	Kathryn Ortega	2002-07-27	—	9828990969	1848 Main St, Atlanta, GA, 30307	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25528	PRV	Steven Clark	2006-02-12	UHC-49567-83	7169435065	5715 Jefferson Ave, Glendale, AZ, 85358	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22846	PRV	Christine McDonald	1952-09-07	UHC-07777-60	3534773061	1438 Grand Ave, Eden Prairie, MN, 55300	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23660	PRV	Olivia Dominguez	1977-08-09	—	4399614950	7574 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22073	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	7906113647	1107 Lake View Rd, Denver, CO, 80266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28517	PRV	Frank Scott	1988-11-22	UHC-44570-96	9323558609	2437 Highland Ave Apt 36, Dallas, TX, 75249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21288	PRV	Thomas Espinoza	1975-04-25	—	2457435717	2938 Maple Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28067	PRV	Aisha N Martin	1972-02-24	UHC-24039-32	8456994850	6550 Union St, Seattle, WA, 98184	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
PRV-21084	PRV	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24778	PRV	Austin A Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20427	PRV	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd # 898, Minneapolis, MN, 55475	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25404	PRV	Kayla Reid	1950-11-06	—	9527451399	1181 Sage Ct, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20257	PRV	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
PRV-26460	PRV	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
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-26196	PRV	Nicole Snyder	1988-07-06	—	3302417673	6336 Spring St, San Antonio, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-27227	PRV	Melissa Hawkins	—	UHC-47276-80	7004380328	4053 Forest Ave, San Diego, CA, 92140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-21505	PRV	Barbara Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-26487	PRV	Gary V Hill	—	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-29217	PRV	Jusitn Coleman	1977-12-02	—	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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-25219	PRV	Arthur Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20318	PRV	Bobby Garcia	1940-10-09	UHC-75717-45	3767933181	3222 Valley View Dr Apt 33, Minneapolis, MN, 55428	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-26296	PRV	Douglas H Kennedy	1959-02-15	—	4076271319	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-27078	PRV	Mark Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St, San Diego, CA, 92127	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24616	PRV	Larry Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd Apt 20, Jacksonville, FL, 32222	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-28154	PRV	Teresa Z Coleman	2005-06-26	—	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26944	PRV	Ethan Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27041	PRV	Judy Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27074	PRV	Denise Z Jackson	1949-03-07	—	6568391082	3077 Valley View Dr, Tampa, FL, 33626	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-24532	PRV	Jason Nelson	1940-05-07	—	2235692840	563 Church St, Sacramento, CA, 95840	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

9,344 rows, page 53 of 187Previous Next