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 “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
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-121955	ENR	Kelly V Espinoza	1999-11-27	UHC-28597-91	3398709158	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112048	ENR	Robert Piarce	1989-03-04	UHC-97744-57	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107097	ENR	Austin F Garcia	1999-04-27	UHC-82997-98	3653519007	987 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128541	ENR	Abigail Allne	1999-01-07	UHC-78813-14	7256326895	2171 Oak St, Tampa, FL, 33683	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123929	ENR	Diego K Ross	1992-05-17	UHC-15538-57	7838658353	9117 Grand Ave, Houston, TX, 77043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111335	ENR	Kevin Hduson	1991-01-01	UHC-27296-98	2633439077	8959 Market St, Glendale, AZ, 85387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136985	ENR	Jesse W Padilla	1944-01-13	UHC-93997-85	—	2649 Canyon Rd, Orlando, FL, 32890	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-111333	ENR	Walter H Fullre	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA, 30360	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123458	ENR	Walter P Dominguez	1944-11-03	UHC-68577-83	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100209	ENR	Judy C Alvarez	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105271	ENR	Kyle E Simpson	2007-04-15	UHC-10810-94	—	621 Palm Dr, Plano, TX, 75092	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-112173	ENR	Joshua T Roberts	1963-03-27	UHC-94013-86	—	9038 Washington St, Columbus, OH, 43202	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
ENR-109487	ENR	Mary B Singh	2000-12-27	UHC-97637-47	—	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113998	ENR	William Carter	1942-12-19	UHC-32278-12	2973731963	6526 Forest Ave, Eden Prairie, MN, 55348	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102150	ENR	Cynthia Collins	1969-02-09	UHC-47152-16	—	3512 Hillcrest Rd, Minneapolis, MN, 55427	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105390	ENR	Fatima D Elliott	1950-11-05	UHC-65317-75	2833030744	5297 Indian School Rd, San Diego, CA, 92115	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140391	ENR	Ruth B Price	1966-03-04	UHC-95799-71	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114159	ENR	Frances R Long	1996-12-22	UHC-55115-27	—	112 Central Ave, Denver, CO, 80260	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105649	ENR	Carlos B Tran	1982-10-16	UHC-31707-72	2959107673	8542 Indian School Rd, Charlotte, NC, 28223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129522	ENR	Betty P Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137694	ENR	Gloria Wright	1947-04-09	UHC-54573-38	5523810019	8500 Indian School Rd Apt 31, Tucson, AZ, 85773	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136000	ENR	Mariana W Estrada	1987-06-16	UHC-99338-24	6405836186	4643 Spring St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104683	ENR	Peter I Rose	1939-04-16	UHC-46761-66	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129635	ENR	Lawrence O Greene	1962-10-13	UHC-96495-26	8994328305	8123 Palm Dr, Gilbert, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-134876	ENR	Ethan Contreras	1958-01-25	UHC-15291-50	5659145136	2575 Ocean Ave Apt 26, Las Vegas, NV, 89191	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122255	ENR	Alexander H Gray	1940-05-01	UHC-74703-60	3168356891	9441 Willow Ct, Minneapolis, MN, 55455	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-101281	ENR	Camila Rogers	2004-02-15	UHC-70835-52	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127782	ENR	Willie Le	1969-09-17	UHC-73240-85	5725184926	6908 Oak St, Sacramento, CA, 95814	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132117	ENR	Judy Lee	1996-08-09	UHC-98404-56	5577662755	2608 Market St, Gilbert, AZ, 85234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120483	ENR	Douglas R Marshall	1970-08-19	UHC-48557-75	9879326371	534 Market St, Columbus, OH, 43252	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106794	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100645	ENR	Hannah L Robertson	1963-06-02	UHC-17352-54	3266772636	7805 Ocean Ave, San Diego, CA, 92122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133699	ENR	Karen K Collins	1993-03-04	UHC-19163-11	2125558617	1595 Meadow Ln, Chandler, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116007	ENR	Nicholas E Carter	2006-12-16	UHC-96506-93	6406937648	2576 Sunset Blvd, Glendale, AZ, 85359	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137661	ENR	Betty U Mendoza	2008-05-14	UHC-11236-54	8687408613	4088 Grand Ave # 517, Sacramento, CA, 95876	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140463	ENR	Camila Russell	2008-11-10	UHC-48176-69	9417743586	535 Indian School Rd, Gilbert, AZ, 85227	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105022	ENR	Adny L Schmidt	1975-06-27	UHC-82019-82	9586183130	3029 Main St, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128983	ENR	Steve U Evans	1969-10-12	UHC-53770-89	9332820762	9061 Meadow Ln, Sacramento, CA, 95854	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140008	ENR	Vincent F Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107607	ENR	Christina Washington	1957-03-02	UHC-46069-27	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139431	ENR	Justin B Sntiago	1989-04-04	UHC-11375-98	3587236085	8313 Spring St, Phoenix, AZ, 85010	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

13,989 rows, page 85 of 280Previous Next