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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-130948	ENR	Goria Wilson	1984-11-23	UHC-54456-13	9643140894	4217 River Rd, Austin, TX, 78785	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56674	TPA	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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
ENR-123242	ENR	Diana S Bailey	1999-10-21	UHC-96404-93	—	3860 Spring St, Miami, FL	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23119	PRV	Aaron Gacia	1963-04-27	—	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
PRV-24051	PRV	Paul Alvarez	2000-05-10	—	—	7640 Washington St, Houston, TX, 77048	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-410139	CLM	Samuel Tucker	1993-06-19	—	2689716961	5881 Apache Blvd, Chandler, AZ	0.52	Name split from “Last, First”Date of birth reformatted 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-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-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
CLM-413376	CLM	Aisha Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.52	Name split from “Last, First”Date of birth reformatted 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-126354	ENR	Priya H McDonald	1965-08-04	UHC-72612-44	6966363485	5136 Apache Blvd, Tempe, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427978	CLM	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA, 93720	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119504	ENR	Lucia Smith	1998-06-16	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-135465	ENR	Carol S Jamas	1962-09-01	UHC-43610-58	8942674287	444 Park Pl, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-123006	ENR	Alice Harper	1979-06-01	UHC-67117-89	—	6995 Meadow Ln, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119987	ENR	Matthews Lori	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
PRV-28929	PRV	Grace D Hughes	1965-10-15	—	6717940564	181 Central Ave, Tampa, FL, 33632	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted 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
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-134940	ENR	Madison Snyder	2000-09-10	UHC-85917-43	—	6640 Cedar Ln, Plano, TX	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-116432	ENR	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	8758 River Rd Apt 32, Las Vegas, NV, 89135	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139444	ENR	Arthur I Cooper	1974-01-05	UHC-91339-64	—	9829 Canyon Rd, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-432513	CLM	Harold Pierce	1958-09-17	UHC-59853-76	—	5371 Park Pl, Glendale, AZ, 85370	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107891	ENR	Elijah Moore	2002-01-06	UHC-84075-79	9629855846	9244 Sunset Blvd, Seattle, WA, 98185	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142795	ENR	Eugene B Martinez	1992-01-17	UHC-33187-48	2322644018	5914 Canyon Rd Apt 30, Austin, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140180	ENR	Jennifer Stone	1944-01-13	UHC-97396-92	3432564579	405 Sunset Blvd # 177, Fresno, CA, 93762	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136433	ENR	Anthony Murray	1940-07-20	UHC-01079-25	—	2175 Washington St, Houston, TX, 77006	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114540	ENR	Madison G Baker	1940-06-12	UHC-84526-68	6255935496	4020 Harbor Blvd, San Antonio, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424862	CLM	Ben Rose	2007-04-19	UHC-01453-15	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55264	TPA	Donald Park	1972-01-09	—	—	1942 Forest Ave # 852, Gilbert, AZ	0.52	Date of birth reformatted Unit split from street State name converted to code ZIP missing+2 more
ENR-142777	ENR	Austin Hughes	2000-10-06	UHC-15363-44	4455878753	576 Highland Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 48 of 648Previous Next