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-112080	ENR	Nancy N Rios	1945-11-03	UHC-06953-52	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114045	ENR	Justin Y Wright	1949-03-15	UHC-64046-67	9878617076	1629 Main St, Nashville, TN, 37204	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106766	ENR	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX, 78256	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134222	ENR	Janet Arnold	—	UHC-22906-03	9389239146	1157 Main St, Tempe, AZ, 85227	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128755	ENR	Lauren I Herny	1963-04-11	UHC-79485-14	7333805644	5723 Park Pl, Glendale, AZ, 85325	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127429	ENR	Jean R Brown	1941-01-10	UHC-40230-19	8107211853	1798 Hillcrest Rd, San Diego, CA, 92113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113102	ENR	Tyler Welch	—	UHC-09460-08	9452336376	8030 Apache Blvd, Houston, TX, 77087	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-130962	ENR	Allen Q Breenda	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd Apt 22, Atlanta, GA, 30345	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136773	ENR	Roger R Arnold	1998-06-21	UHC-95060-50	7818441030	1890 Meadow Ln, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139877	ENR	Douglas Russell	1997-07-01	UHC-42827-25	3455252431	3018 Harbor Blvd, Sacramento, CA, 95872	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-119114	ENR	Mateo Perez	2003-01-14	UHC-46817-61	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115709	ENR	Lawrence Q Ramirez	1998-06-26	UHC-12458-11	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103215	ENR	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave # 867, Houston, TX, 77048	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104024	ENR	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln # 291, Los Angeles, CA, 90039	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136838	ENR	William M Hughes	1978-01-02	UHC-08089-69	8224563791	9230 Canyon Rd, Minneapolis, MN, 55426	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115882	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115883	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111532	ENR	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122449	ENR	Thomas H Chen	2004-08-09	UHC-89520-20	2769787965	5392 Jefferson Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105819	ENR	Rian Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131867	ENR	Steven U Campbell	1987-11-27	UHC-83825-17	7257192835	4595 Union St, Plano, TX, 75099	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115733	ENR	Sandra Reyes	—	UHC-77075-98	8249183594	8178 Market St, Dallas, TX, 75230	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116324	ENR	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133970	ENR	Isabella R Ferguson	1995-12-16	UHC-91349-72	2587529830	9627 Ocean Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105064	ENR	Benjamin Burton	1970-06-13	UHC-06418-87	6728788567	6438 Washington St, Chandler, AZ, 85204	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122923	ENR	Carl Tran	1959-06-10	UHC-23306-38	5643550612	9834 Desert Sky Blvd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-124929	ENR	Amber I Fernandez	1970-08-14	UHC-71712-81	6085574480	1598 Central Ave, Minneapolis, MN, 55493	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111638	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln # 716, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117416	ENR	Susan King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110477	ENR	Deborah E Black	1952-07-11	UHC-14123-88	2727844995	6026 Palm Dr # 297, Sacramento, CA, 95886	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-127384	ENR	Jacqueline N Vargas	1983-07-26	UHC-67158-75	2274980011	9060 Mesa Dr, Houston, TX	0.50	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 39 of 564Previous Next