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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127968	ENR	Lysa Z Pena	1956-11-01	—	5952517329	4869 Elm St, Nashville, TN, 37288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428227	CLM	Joan B Vazquez	1958-10-06	UHC-66979-80	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-424090	CLM	Jack L Franklin	1968-02-01	UHC-20855-62	2224380255	3069 Mountain View Dr Apt 9, Tampa, FL, 33640	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127299	ENR	Debra Cruz	1962-01-28	UHC-87928-93	3065357595	607 Palm Dr, Tucson, AZ, 85769	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-124275	ENR	Judith Knight	2002-06-07	UHC-03688-34	9118876910	9778 Baseline Rd, San Antonio, TX, 78256	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138360	ENR	Ken Barnes	1982-10-20	UHC-22269-87	2527899354	737 Oak St, Chandler, AZ, 85240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404828	CLM	Frank Hunter	1955-09-25	UHC-53273-91	—	3716 Lake View Rd, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
ENR-140298	ENR	Donna O Burton	2002-06-16	UHC-38505-42	2856003710	8162 Mesa Dr Apt 27, Tampa, FL, 33697	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101620	ENR	Wang H Hiroshi	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430674	CLM	Wayne Reed	1949-07-04	—	—	4643 Hillcrest Rd, Tempe, AZ, 85200	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-119772	ENR	Jeremy Franklin	1984-05-15	UHC-73727-24	2798306573	4598 Canyon Rd, Tempe, AZ, 85243	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114818	ENR	Mei Ford	2003-10-10	UHC-16602-17	9017563128	9236 Sage Ct, Dallas, TX, 75268	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123910	ENR	Sean Yang	1966-01-27	UHC-08711-40	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431855	CLM	Mateo Ortiz	1968-01-20	—	7104053784	9079 Grand Ave, Austin, TX, 78791	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27569	PRV	Day O Kathleen	1966-11-21	—	4146753098	3932 Meadow Ln Apt 31, Tampa, FL, 33660	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-419980	CLM	Jeremy Roberts	1994-12-02	UHC-19875-43	—	9863 Sage Ct, Columbus, OH, 43260	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104820	ENR	Ana Stewart	1954-07-21	UHC-76709-04	6204024044	2654 Sunset Blvd, Fresno, CA, 93776	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408828	CLM	Grace Jacksson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-138125	ENR	Lawrence Y Andrews	1972-09-22	UHC-44841-77	4253777826	5488 Spring St, Eden Prairie, MN, 55320	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-403507	CLM	Ruth Carr	2006-04-27	—	9594544279	692 Bayshore Dr, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421019	CLM	Alice D Webb	1998-06-27	—	—	2190 Oak St, Charlotte, NC, 28256	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-128887	ENR	Yuki D Crawford	1979-04-14	UHC-20394-21	8359915469	5540 River Rd, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-131121	ENR	Sam G Reid	1977-02-22	UHC-39955-17	6452977729	2709 Harbor Blvd, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410840	CLM	Amy Martin	1950-07-24	—	2844651645	5564 Apache Blvd Apt 34, Mesa, AZ, 85212	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-404623	CLM	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct # 540, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-428215	CLM	Rebecca Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd # 301, Plano, TX, 75019	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-136649	ENR	Christine I Youung	1978-10-04	UHC-29927-75	6963905112	6594 Sunset Blvd, Orlando, FL, 32870	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20908	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421824	CLM	Jeffrey Green	1958-05-12	UHC-73338-83	—	6830 Church St, Columbus, OH, 43229	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21845	PRV	Terry E Dunn	1970-06-22	UHC-54521-89	4193152449	1568 Cedar Ln, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117713	ENR	Scott A Fuller	1965-02-05	UHC-05207-17	8076727536	7273 Mountain View Dr, Miami, FL, 33115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419302	CLM	Adam Wheeler	1950-10-17	—	7826026135	3569 Jefferson Ave, Houston, TX, 77056	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426971	CLM	Timothy Flores	1980-11-12	UHC-44991-41	—	9101 Baseline Rd, San Antonio, TX, 78260	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54506	TPA	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-56534	TPA	Jeremy Mejia	1951-09-14	—	4168711896	7721 Camelback Rd Apt 34, Las Vegas, NV, 89187	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-22756	PRV	Brandon P Mejia	1994-12-12	—	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-408213	CLM	Billy Olson	1974-06-21	UHC-87272-66	7064463924	2435 Main St, San Diego, CA, 92126	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417541	CLM	Susan Perkins	1992-07-11	UHC-70290-70	6397383695	1937 Central Ave, Tempe, AZ, 85289	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more

4,010 rows, page 12 of 81Previous Next