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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121116	ENR	Raymond Thomas	1966-03-27	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106386	ENR	Scott X Stevens	1994-01-08	UHC-77093-82	7172575483	4455 Main St, Austin, TX, 78723	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136861	ENR	Lauren Dunn	1950-02-24	UHC-63768-04	2038910625	5143 Meadow Ln, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114223	ENR	Emily Q Robnson	1943-07-14	UHC-82354-80	2897454739	4500 Mesa Dr, Tucson, AZ, 85737	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104030	ENR	Jesse B Webb	1952-05-09	UHC-06711-16	—	843 Central Ave, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141212	ENR	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125411	ENR	Karen Greene	1980-09-27	—	6195724852	4678 Baseline Rd, Phoenix, AZ, 85049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102178	ENR	Andrew Thomas	1938-06-26	UHC-00298-40	6132471757	3126 Indian School Rd, Tampa, FL, 33694	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124428	ENR	Jeffrey W Spencer	1950-08-08	UHC-95213-28	—	4952 Sage Ct, Nashville, TN, 37228	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142108	ENR	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114991	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100104	ENR	Doris N Parker	1951-01-12	UHC-94546-30	7488696262	722 Church St, San Diego, CA, 92110	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116617	ENR	Evelyn I Stewart	1997-03-04	UHC-37643-23	9894851253	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129771	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd, Charlotte, NC, 28257	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138384	ENR	Lucia P Ellis	1973-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139773	ENR	Jon J Thompson	1998-06-14	UHC-64805-11	9295160094	1536 Washington St, San Diego, CA, 92157	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-138793	ENR	Justin K Matthews	2007-02-18	UHC-38023-50	2513890024	5546 Maple Ave, Charlotte, NC, 28255	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103931	ENR	Noah M Morales	1958-04-26	UHC-68816-49	—	8322 Maple Ave, San Antonio, TX, 78212	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-121563	ENR	Amber Bryant	1989-11-09	UHC-16604-78	2627273020	2103 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142913	ENR	Joe Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129747	ENR	Frank V Banks	1981-05-15	UHC-38503-33	5343609093	6208 Pine Dr, Austin, TX, 78759	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104015	ENR	Joan P Johnston	2008-05-11	UHC-22526-84	6824903204	7583 Elm St, Phoenix, AZ, 85002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117041	ENR	Jeremy I Fernandez	1986-04-21	UHC-50658-84	9418675142	7181 Mesa Dr, Denver, CO, 80202	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-101780	ENR	Thomas L Hanson	1961-12-03	UHC-43892-40	6666105579	226 Elm St, Dallas, TX, 75212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-102179	ENR	Donald G Rooss	1996-12-09	UHC-84152-83	2277971875	223 Indian School Rd, Charlotte, NC, 28201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104443	ENR	Judith Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd, Fresno, CA, 93763	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119610	ENR	Ahmed F Edwards	1997-12-19	UHC-35674-54	6274661495	9550 Palm Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

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