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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131272	ENR	Camila Bennnett	1992-08-15	UHC-75138-92	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141600	ENR	Anna Rice	1938-09-07	UHC-08508-68	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-110617	ENR	Diana Rose	1953-12-09	UHC-04067-20	3523879342	653 Harbor Blvd, Mesa, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133768	ENR	Harold Y Porter	1942-05-01	UHC-09588-38	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111356	ENR	Mark G Henderson	1988-11-06	UHC-33626-22	9643562970	3990 Grand Ave Apt 12, Minneapolis, MN, 55431	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119065	ENR	Joan I Torres	1963-04-07	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112915	ENR	Debra Q Lee	1977-01-25	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110067	ENR	Jean P Little	1955-10-07	—	4547171982	387 Market St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112647	ENR	Helen L Gilbetr	2004-09-28	UHC-68663-91	9484753207	9033 Spring St, Eden Prairie, MN, 55366	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103068	ENR	Brittany S Watkins	1940-07-23	—	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114719	ENR	Karen Medina	1958-11-26	UHC-59570-63	8462911972	3759 Bayshore Dr Apt 34, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126306	ENR	Judy U Ward	—	UHC-61206-39	2323941431	931 Sunset Blvd, San Antonio, TX, 78219	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132118	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd Apt 19, Nashville, TN, 37295	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108534	ENR	Natalie Jensen	1961-03-12	UHC-90858-01	5817637368	9838 Pine Dr, Chandler, AZ, 85256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135246	ENR	Susan Coleman	1990-10-24	UHC-35193-53	4185984179	650 Indian School Rd, Houston, TX, 77087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125308	ENR	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111217	ENR	Janet U Elliott	1991-03-11	UHC-79307-30	7713128070	7895 Pine Dr, Jacksonville, FL, 32292	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113343	ENR	Brian J Foster	1972-02-23	UHC-46349-46	3188934463	3564 Oak St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131563	ENR	Micahel Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138925	ENR	Vincent E Taylor	1976-03-08	UHC-31691-56	4715746833	1087 Valley View Dr, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112043	ENR	TerryJunk	1967-05-21	UHC-10965-56	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142253	ENR	Carlos Snyder	1963-05-19	UHC-57998-31	8245641270	1477 Indian School Rd, Columbus, OH, 43241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120236	ENR	Steve Medina	1986-04-03	UHC-17398-49	9337517844	6462 Lincoln Way, Austin, TX, 78793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142599	ENR	Pamela K Webb	1994-12-22	UHC-82507-79	6204770385	1105 Mountain View Dr, Atlanta, GA, 30302	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105969	ENR	Richard Campbell	1995-06-22	UHC-74323-91	3408897940	9162 Valley View Dr Apt 3, Miami, FL, 33159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102952	ENR	Richard Herrera	1961-06-17	UHC-47067-16	4328621624	7448 Mesa Dr, Mesa, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113337	ENR	Aaron X Cruz	2008-01-18	UHC-89556-76	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133264	ENR	Alexander W Guerrero	1960-11-25	UHC-55391-43	6385699871	4649 Harbor Blvd, Tempe, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108022	ENR	Andrew W Hart	1971-05-15	UHC-05381-28	4404618873	8837 Pine Dr, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105903	ENR	Alexander Hart	1940-05-07	—	3612581682	8068 Park Pl, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126703	ENR	Gregory Smith	1987-10-09	UHC-05181-14	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-119410	ENR	Gray Wood	1955-04-06	UHC-61920-93	4419231344	2564 Washington St Apt 6, Columbus, OH, 43299	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112395	ENR	Lori E Riley	1951-07-08	UHC-95872-02	8938240901	5708 Grand Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117615	ENR	Joan Porter	1989-01-07	UHC-74508-47	6846757885	6094 Hillcrest Rd, Chandler, AZ, 85220	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141627	ENR	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117706	ENR	Kyle F Fisher	1985-09-21	UHC-68550-54	9029328226	787 Union St, Seattle, WA, 98171	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106964	ENR	Danielle Q Jackson	1954-10-11	UHC-84944-11	2652938377	3506 Spring St, Denver, CO, 80238	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102216	ENR	Mateo Warren	1972-02-18	UHC-09427-02	6628564848	9718 Elm St, Sacramento, CA, 95860	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123679	ENR	Betty Martinez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139199	ENR	Emma Nichols	1982-08-16	UHC-38458-94	6697205330	2082 River Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140384	ENR	Samantha H Payne	2001-06-24	UHC-99063-40	8056279614	4292 Washington St, Gilbert, AZ, 85200	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124681	ENR	Joshua J Franklin	1955-05-26	UHC-91877-89	7795117277	1169 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112636	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 114 of 564Previous Next