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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
CLM-410547	CLM	Danielle Ford	2006-12-08	UHC-47400-49	—	9012 Central Ave # 672, Plano, TX, 75081	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-100218	ENR	Austin I Wong	1960-08-26	UHC-42508-72	5719434647	2723 Grand Ave Apt 35, Houston, TX, 77024	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-128079	ENR	Priya N Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd # 880, Jacksonville, FL, 32257	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130653	ENR	Madison Hawkins	1950-04-28	UHC-18827-80	6365432404	3643 Forest Ave Apt 20, Gilbert, AZ, 85231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25454	PRV	Martha Castro	1984-04-01	—	—	5565 Hillcrest Rd Apt 25, Nashville, TN, 37234	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130349	ENR	Keith Griffin	1979-04-15	UHC-52969-88	5088426049	9173 Lake View Rd Apt 2, Tucson, AZ, 85795	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112193	ENR	Shirley McDonnald	1949-08-25	UHC-84446-46	2966707470	3937 Church St Apt 26, San Diego, CA, 92164	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108918	ENR	Camila I Burke	2008-01-17	UHC-01880-25	8863246004	3340 Market St Apt 22, Minneapolis, MN, 55483	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108611	ENR	Julia V Peterson	1944-12-08	UHC-94819-32	—	718 Palm Dr # 820, Dallas, TX, 75255	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420183	CLM	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St Apt 39, San Antonio, TX, 78273	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-126756	ENR	Helen D Wright	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd # 162, Phoenix, AZ	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-126982	ENR	Valentina Hawkins	1977-12-04	UHC-08903-57	3956797659	9768 Willow Ct Apt 36, Orlando, FL, 32857	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128461	ENR	Kathleen Murphy	1950-06-17	UHC-54856-93	8822611864	1296 River Rd Apt 32, Charlotte, NC, 28244	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
ENR-128860	ENR	Steven Reyes	1985-02-21	UHC-42981-83	5423197531	2292 Mesa Dr Apt 18, Nashville, TN, 37201	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124944	ENR	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd # 636, Eden Prairie, MN, 55376	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52622	TPA	Steven Salazar	1950-05-26	—	—	694 Bayshore Dr Apt 21, Fresno, CA, 93798	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107630	ENR	Shirley O Fields	—	UHC-49935-07	4045465834	829 Cedar Ln # 447, Glendale, AZ, 85342	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-110731	ENR	Kelly Park	1961-01-15	UHC-03415-63	5006041013	1235 Camelback Rd # 977, Dallas, TX, 75231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429299	CLM	Arthur Smith	1975-09-02	—	8772636178	7230 Harbor Blvd Apt 23, Nashville, TN, 37202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140642	ENR	Kayla Fowler	1995-02-26	UHC-42064-13	5445947687	2690 Willow Ct Apt 13, Gilbert, AZ, 85284	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406287	CLM	Isabella Carrr	1960-06-13	UHC-32279-06	—	1829 Mountain View Dr Apt 17, Phoenix, AZ, 85008	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103276	ENR	Amanda K McDonald	1959-05-10	UHC-18011-89	6644390605	2036 Indian School Rd Apt 28, Seattle, WA, 98106	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426897	CLM	Steve P Lawrence	1974-12-08	—	—	5363 Park Pl Apt 38, Plano, TX, 75087	0.52	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-117141	ENR	Carlos Myers	1958-01-13	UHC-75972-29	—	302 Bayshore Dr Apt 5, Las Vegas, NV, 89101	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414916	CLM	Andrea Pena	2004-03-16	—	—	5974 Grand Ave # 240, Nashville, TN, 37284	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135676	ENR	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd Apt 39, Plano, TX, 75080	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28752	PRV	Janet Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St Apt 6, Orlando, FL, 32810	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-414698	CLM	Nicholas Elis	1982-03-16	UHC-59410-03	3344927136	7082 Willow Ct # 712, Mesa, AZ, 85298	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103210	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	2266 Jefferson Ave # 283, Los Angeles, CA, 90044	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101394	ENR	Thomas Green	1980-12-23	UHC-57264-66	5085666952	6585 Desert Sky Blvd # 548, San Antonio, TX, 78271	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127400	ENR	Donald Z Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd # 996, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-54681	TPA	Lawrence Cunningham	1998-07-17	—	—	9321 Mesa Dr # 239, Mesa, AZ	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more

6,994 rows, page 39 of 140Previous Next