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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124648	ENR	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-109187	ENR	Heather P Wganer	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102035	ENR	John Graham	1982-06-14	UHC-03219-23	3267854971	719 Central Ave, Tampa, FL, 33657	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-138336	ENR	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106855	ENR	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106386	ENR	Scott X Stevens	1994-01-08	UHC-77093-82	7172575483	4455 Main St, Austin, TX, 78723	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-116413	ENR	Matthew C Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd # 554, Austin, TX, 78783	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132653	ENR	Linda Dixon	1999-10-15	UHC-04438-58	8506574803	705 Washington St, Fresno, CA, 93773	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115387	ENR	Linda Y Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139072	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105806	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	6469786811	6283 Willow Ct # 499, Sacramento, CA, 95879	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
ENR-123302	ENR	Patricia Cooper	1972-01-15	UHC-47120-09	4425050577	2892 Pine Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-114175	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114176	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117311	ENR	Edward L Stone	2004-04-26	UHC-54649-51	4042954823	6461 Grand Ave, Columbus, OH, 43213	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

8,423 rows, page 56 of 169Previous Next