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

Third-party administrator, 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
TPA-59656	TPA	Carol Webb	1993-12-23	—	4518603749	2396 Washington St, Chandler, AZ, 85235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58600	TPA	Mark Smith	1999-12-23	—	—	9291 Elm St # 521, Seattle, WA, 98108	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57961	TPA	Bruce Cole	1952-03-11	—	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-51160	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51161	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50400	TPA	Ralph Kim	1948-04-13	—	9553591842	6508 Church St # 602, Sacramento, CA, 95893	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-55984	TPA	Justin Gilbert	1979-10-17	UHC-98842-28	—	5876 Indian School Rd, Mesa, AZ, 85232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61519	TPA	Vincent Butler	1958-03-24	—	—	966 Bayshore Dr, Miami, FL, 33177	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60817	TPA	Alexander Silva	1984-08-10	—	—	5783 Pine Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52648	TPA	Cheryl Torres	1995-02-26	—	8975129326	3902 Baseline Rd, Gilbert, AZ, 85223	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58391	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58390	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59920	TPA	George Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52887	TPA	Evelyn Green	2006-05-03	—	—	5420 Jefferson Ave Apt 22, Los Angeles, CA, 90036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55267	TPA	Martha N Gonzales	2002-08-18	—	7194810776	4367 Church St, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63900	TPA	Henry Jacobs	1962-05-18	—	—	6411 Forest Ave # 557, Las Vegas, NV, 89188	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58274	TPA	Paul White	1995-03-22	—	9138684896	3950 Elm St, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56387	TPA	George Little	2001-03-14	—	—	9260 Cedar Ln, Orlando, FL, 32841	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55384	TPA	Joan Montgomery	2006-06-07	—	—	2668 Park Pl, Glendale, AZ, 85327	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56178	TPA	Julia Holmes	1974-12-28	—	6967289662	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-61450	TPA	Jonathan Rivera	1953-04-10	—	5869724641	8587 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59634	TPA	Donald Singh	1976-08-13	—	8872937964	3049 Park Pl, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50041	TPA	Olivia H Estrada	1963-04-22	—	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50163	TPA	Daniel Howell	2008-09-20	—	—	3838 Central Ave, Tucson, AZ, 85760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56133	TPA	Roy Coleman	1986-11-12	—	—	4485 Pine Dr, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-55868	TPA	Sarah Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53120	TPA	Nathan Schultz	1968-02-18	—	—	4204 Highland Ave, Miami, FL, 33144	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61282	TPA	Teresa Mitchell	2001-09-12	UHC-68340-13	—	1695 Cedar Ln, San Antonio, TX, 78272	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50445	TPA	Sean Hunter	1944-01-18	—	6185124174	5604 Pine Dr, Austin, TX, 78795	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53640	TPA	Deborah Alvarado	2006-02-04	—	4996656349	4970 Sunset Blvd, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52891	TPA	Julia Peterson	1944-12-08	—	—	718 Palm Dr, Dallas, TX, 75255	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52405	TPA	Alice Bailey	1988-07-02	UHC-77231-18	—	5898 Forest Ave, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58769	TPA	Peter Duncan	1950-04-19	—	—	445 Elm St, Gilbert, AZ, 85225	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53283	TPA	Megan Rivera	1971-12-11	—	—	4402 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60679	TPA	Wayne G Matthews	1955-07-24	—	5382336240	3815 Highland Ave, Charlotte, NC, 28263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58249	TPA	Gray Brown	1950-01-24	—	—	5247 Jefferson Ave # 286, Tucson, AZ, 85789	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53934	TPA	Maria O Gomez	1954-10-20	—	3334758475	6645 Apache Blvd, Atlanta, GA, 30380	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57612	TPA	Matthew Dunn	2008-11-24	—	7806051992	2604 Ocean Ave, Tempe, AZ, 85282	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55823	TPA	Joan Hoffman	1942-09-22	—	2967756034	4691 River Rd, Scottsdale, AZ, 85203	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56202	TPA	Michael Franklin	1977-08-13	—	—	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63553	TPA	Jose Harvey	1970-03-26	UHC-69584-36	—	8072 Oak St, Houston, TX, 77063	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-56691	TPA	Larry Cole	2003-05-14	—	—	2198 River Rd, Charlotte, NC, 28220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 23 of 95Previous Next