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-140255	ENR	Judith Schultz	1988-10-24	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142487	ENR	Kayla Z Maldondao	1992-01-10	UHC-94753-42	4539296460	4114 Ridge Rd, Austin, TX, 78798	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
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-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-122405	ENR	Patrick W Patel	—	UHC-39683-22	3963954550	2331 Apache Blvd, Houston, TX, 77099	0.48	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+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-111528	ENR	Emma Nunez	—	UHC-01335-74	7107211508	5096 Washington St, Fresno, CA, 93797	0.48	Date of birth unreadable 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-140092	ENR	Sandra Q White	2005-05-03	UHC-13421-40	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+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-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+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-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-119730	ENR	Anthony Wilson	1939-06-01	UHC-13776-69	9828141368	2727 Ridge Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+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-128134	ENR	Frances O Rojas	1985-05-01	UHC-82208-39	7203371205	270 Willow Ct, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-122950	ENR	Kimberly X Mejia	1985-02-21	UHC-36570-17	6294855846	5419 Park Pl # 913, Seattle, WA, 98113	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128912	ENR	Terry N Lawson	1974-04-04	UHC-03302-69	4487968474	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110727	ENR	Charlotte Simmons	1961-05-14	UHC-98486-13	7835153357	1245 Ridge Rd # 702, Fresno, CA, 93702	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108342	ENR	Doris Perry	1995-06-20	UHC-81544-25	5294842209	9693 Lincoln Way, Atlanta, GA, 30330	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137993	ENR	Harold Hall	—	UHC-71225-35	8363390651	4518 Union St, Dallas, TX, 75298	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-125049	ENR	Jack Mills	1971-05-18	UHC-22367-74	9017854312	9097 Pine Dr, Dallas, TX, 75276	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-133181	ENR	Betty I Ortega	1952-05-09	UHC-77561-91	5036111315	4966 Highland Ave, Dallas, TX, 75208	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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-123492	ENR	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-113251	ENR	Willie G Espinoza	—	UHC-99098-64	3943371897	6665 Harbor Blvd, Chandler, AZ, 85275	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103082	ENR	Santiago L Green	—	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-120361	ENR	Frances V Roes	1991-03-14	UHC-35281-32	3646072891	7938 Church St, Gilbert, AZ, 85260	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106399	ENR	Sofai R Phillips	1978-12-26	UHC-88188-92	7139869065	6707 Camelback Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-124854	ENR	Ethan T Mitchell	1954-08-17	UHC-64818-21	2938524806	4533 Valley View Dr, Atlanta, GA, 30372	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+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

28,181 rows, page 30 of 564Previous Next