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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114274	ENR	Jose Howell	1973-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120241	ENR	Vicoria V Hudson	1944-08-14	UHC-73175-59	7542834198	6187 Central Ave, Denver, CO, 80215	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-109829	ENR	Camila A Sandoval	1972-06-25	UHC-86804-48	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105487	ENR	Carolyn P Jones	1954-07-13	UHC-87815-76	2528268781	7025 Mountain View Dr, Tucson, AZ, 85724	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129776	ENR	Williaam D Hudson	1995-08-11	UHC-43451-15	6414798894	5967 Church St # 326, Tempe, AZ	0.36	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-133955	ENR	Diego W Turner	1988-02-28	UHC-92924-96	9767302887	8225 Union St, Tampa, FL, 33644	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100904	ENR	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	8047 Forest Ave, Plano, TX, 75059	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139632	ENR	Paul Carpenter	1986-02-12	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115851	ENR	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	6638 Park Pl, Tempe, AZ, 85247	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106362	ENR	Frank T Hunter	1955-09-25	UHC-53273-91	9616409568	3716 Lake View Rd Apt 14, Sacramento, CA, 95816	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100545	ENR	Shirley R Watson	1997-06-09	UHC-54640-63	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-118273	ENR	Carlos Ford	—	UHC-87691-23	9445580344	728 Washington St, Austin, TX, 78750	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-126554	ENR	Alan M Murphy	1973-05-09	UHC-35889-80	—	526 Central Ave, Tucson, AZ, 85793	0.36	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-102463	ENR	Evelyn K Johnston	1940-12-09	UHC-38642-51	—	5408 Willow Ct, Plano, TX	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115162	ENR	Jose Barnes	1979-07-16	UHC-53140-13	—	7290 Cedar Ln, Austin, TX, 78722	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-105564	ENR	Ashley Y Santiago	1950-11-03	UHC-34372-01	3056972614	6602 Elm St Apt 30, Minneapolis, MN, 55456	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122332	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122333	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135968	ENR	Jerry U Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-134538	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	8498 Baseline Rd # 408, Eden Prairie, MN, 55389	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-108159	ENR	Danielle McCoy	1989-01-25	UHC-02509-48	5513960722	3451 Cedar Ln, Glendale, AZ, 85304	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-111809	ENR	Aisha A Harper	1951-03-20	UHC-21802-06	—	8721 Grand Ave Apt 24, Phoenix, AZ, 85040	0.36	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-110851	ENR	Frnces Mtchell	1947-12-24	UHC-79918-41	9522635378	3943 Cedar Ln Apt 9, Dallas, TX	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-140448	ENR	Robert T Vazquez	1996-06-19	UHC-23194-99	7875205565	6426 Bayshore Dr # 724, Minneapolis, MN, 55432	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123449	ENR	Andrea Mitchell	1954-08-25	UHC-48937-47	2444442826	7095 Ridge Rd, Fresno, CA, 93728	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142515	ENR	Jason I Vega	1977-06-17	UHC-67493-46	9787153884	7859 River Rd Apt 35, Tampa, FL, 33644	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-132154	ENR	Amber Campbell	1942-07-15	UHC-22875-02	—	6975 Bayshore Dr, Charlotte, NC, 28231	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-133934	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130225	ENR	Alan X Gibson	1958-08-25	UHC-17762-84	9543449016	4425 Ridge Rd, San Diego, CA, 92195	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130052	ENR	Debra Hoffman	1983-03-20	UHC-18077-63	5772670292	7106 Apache Blvd, Tampa, FL	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-107035	ENR	Roy Sullivan	2003-08-27	UHC-76918-42	5077047747	8596 Apache Blvd, Las Vegas, NV	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-114660	ENR	Megan Burke	1939-06-11	UHC-10284-69	—	5123 Camelback Rd, Phoenix, AZ	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130884	ENR	Carol G Andrews	1958-07-25	UHC-60572-23	4945709456	8420 River Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135460	ENR	Brian Rice	1964-09-26	UHC-93672-68	9133722957	1370 Ridge Rd, Gilbert, AZ, 85264	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108125	ENR	Frank Austin	2000-07-18	UHC-13200-56	3833342148	5130 Jefferson Ave, Las Vegas, NV, 89189	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141518	ENR	Diego M Parker	2001-04-22	UHC-76159-37	3799053947	7998 Cedar Ln, Miami, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113211	ENR	Tyler V Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd Apt 8, Los Angeles, CA, 90055	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142211	ENR	Isabella K Mendoza	—	UHC-57834-93	6077213717	2226 Harbor Blvd, Eden Prairie, MN, 55365	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-113993	ENR	Daine Smith	1964-09-06	UHC-69977-88	—	6277 Highland Ave, Denver, CO, 80268	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129959	ENR	Steven D McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121232	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-117687	ENR	Jeremy X Armstrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd, Plano, TX, 75051	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141758	ENR	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	4587 Maple Ave, San Antonio, TX, 78207	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more

4,296 rows, page 5 of 86Previous Next