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 “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
ENR-140863	ENR	Philip H Bradley	1947-05-21	UHC-22562-15	9412965648	8709 Palm Dr, Jacksonville, FL, 32210	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-105516	ENR	Joyce I Ferguson	1979-11-03	UHC-67185-92	—	7688 Park Pl, Orlando, FL, 32809	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-128369	ENR	Kathleen Riley	1959-03-10	UHC-28508-54	5344058268	6739 Central Ave, Las Vegas, NV, 89160	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107555	ENR	Nathan D Yang	1987-01-17	UHC-14113-01	4376206718	7782 Oak St, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133060	ENR	Howell Michael	1990-10-17	UHC-61004-06	3392235079	7155 Palm Dr, Tempe, AZ, 85207	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112752	ENR	Kelly E Flores	1971-04-25	UHC-51326-64	3232449263	4492 Park Pl, Scottsdale, AZ, 85258	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100298	ENR	Kelly U Rodriguez	1976-02-12	UHC-32227-18	8068634436	1765 Cedar Ln Apt 21, Jacksonville, FL, 32298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133550	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133549	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107472	ENR	Brandon K Phillips	1981-09-27	UHC-77750-57	2928138521	5208 Pine Dr, Houston, TX, 77061	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113375	ENR	Carol S Kim	2007-10-18	UHC-04642-40	3627918851	565 Meadow Ln # 962, Tucson, AZ, 85728	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100365	ENR	Angela Bryant	1938-04-06	UHC-22165-57	6315043114	9768 Spring St, Mesa, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted State name converted to code+4 more
ENR-121719	ENR	Russell C Cunningham	1965-09-03	UHC-36791-67	9266008714	4129 Valley View Dr, Miami, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141308	ENR	Roy O Crawford	1994-04-21	UHC-94638-47	2384542823	7157 Valley View Dr, Minneapolis, MN, 55433	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-103954	ENR	Hannah Q Peterson	—	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-135749	ENR	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136852	ENR	Daid R Hawkins	1982-08-05	UHC-77123-33	5873923847	4607 Jefferson Ave, Fresno, CA, 93781	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-127467	ENR	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-141811	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140327	ENR	Amanda Riley	1944-02-03	UHC-25526-24	9844242836	3827 Ocean Ave, Plano, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141950	ENR	Olivia Morales	1966-11-08	UHC-35280-08	9059605359	2325 Forest Ave, San Diego, CA, 92148	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112267	ENR	Jason K Gordon	1952-06-05	UHC-52450-28	2277306812	8596 Desert Sky Blvd, Plano, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138746	ENR	Mei Robertson	1987-02-22	UHC-47647-46	7328625172	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105437	ENR	Peter Li	1990-06-04	UHC-75872-76	2692985473	4194 Washington St, Minneapolis, MN, 55440	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138806	ENR	Tyler H Holmes	1946-08-06	UHC-39697-41	6324444533	1884 Grand Ave, Houston, TX, 77052	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110929	ENR	Shirley Obriien	2000-12-26	UHC-56714-87	5943248685	4525 Hillcrest Rd, Gilbert, AZ, 85260	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-103999	ENR	Judith Brown	2002-05-09	UHC-51197-10	9838068975	3207 Maple Ave Apt 15, Scottsdale, AZ, 85295	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-137589	ENR	Kevin Howard	1967-09-16	UHC-68679-39	4834384719	5866 Sunset Blvd, Chandler, AZ, 85212	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113479	ENR	Vincent G Chapman	2001-08-26	UHC-05422-13	7213594201	694 Lake View Rd, Tampa, FL, 33609	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127481	ENR	Noah J Mendez	1984-04-12	UHC-58028-49	2799312140	7772 Ridge Rd, Glendale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-136190	ENR	Joe C Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd, Miami, FL, 33133	0.48	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141381	ENR	Beverly Henry	1938-07-18	UHC-07701-78	8819876074	4245 Lake View Rd Apt 29, Scottsdale, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-130499	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132029	ENR	Angela U Henry	1969-08-26	UHC-34788-41	7765868352	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138625	ENR	Luis Hicks	1963-12-07	UHC-24118-33	2258984724	7581 Lincoln Way, Tempe, AZ, 85219	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130246	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130247	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102993	ENR	Jesse C Peters	1982-04-06	UHC-85390-38	5203892262	6712 Ridge Rd, Glendale, AZ, 85361	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107361	ENR	William Bradley	1964-03-20	UHC-33492-59	—	9247 Jefferson Ave, Glendale, AZ, 85349	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127791	ENR	Sarah C Murphy	1964-06-03	UHC-01157-30	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more

7,326 rows, page 23 of 147Previous Next