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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105739	ENR	Kyle Shaw	1944-01-27	UHC-46000-39	—	9403 Washington St, Charlotte, NC, 28272	0.48	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-113181	ENR	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St # 767, Mesa, AZ, 85234	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133216	ENR	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-113660	ENR	Mari Dunn	2006-05-22	UHC-02585-20	—	929 Union St, Dallas, TX, 75273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-117444	ENR	Dorothy James	1986-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107536	ENR	Kyle Dominguez	1953-04-28	UHC-47896-19	2809134875	1431 Grand Ave Apt 7, Columbus, OH, 43217	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-111708	ENR	Anthony Vaga	1969-08-01	UHC-69881-96	6212547981	7684 Sage Ct, Charlotte, NC, 28207	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-116879	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104033	ENR	Gerald C Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126849	ENR	Roger L Howard	2001-08-11	UHC-32346-57	9205552067	9283 Lincoln Way, Nashville, TN, 37209	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142565	ENR	Alice L Adams	2003-11-05	UHC-37979-98	—	2201 Canyon Rd, Gilbert, AZ, 85214	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-127848	ENR	Victoria Stewart	1980-01-04	UHC-07460-23	9043190599	860 Forest Ave, San Antonio, TX, 78296	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115996	ENR	Joshua H Jensen	2002-08-16	UHC-44883-71	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123665	ENR	Jennifer F West	1962-05-28	UHC-32000-97	—	9635 Camelback Rd, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141932	ENR	Douglas D Castillo	1962-12-03	UHC-86309-17	7402024997	5903 Lake View Rd # 572, Jacksonville, FL, 32208	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-107747	ENR	Larry L Herrera	1954-02-16	UHC-34195-55	2547296438	3663 Mountain View Dr, Austin, TX, 78779	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107604	ENR	Matthew Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-110446	ENR	Beverly U Lewis	1979-09-21	UHC-51806-33	—	1731 Sunset Blvd, Tempe, AZ, 85252	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120873	ENR	Lauren E Davis	1980-12-09	UHC-50623-59	7923393453	3712 Main St, Columbus, OH, 43293	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-137595	ENR	Grace U Mendez	1962-06-05	UHC-83618-82	5597330883	4883 Apache Blvd Apt 18, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-105254	ENR	Ashley Hayes	1993-03-18	UHC-32375-64	4067729967	3942 Highland Ave, Plano, TX, 75009	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114296	ENR	Laura W Jonson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130047	ENR	Kathy J Fisher	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123769	ENR	Rachel Murray	—	UHC-86163-90	6178472809	1127 River Rd, Tampa, FL, 33628	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120318	ENR	Logan Stewart	1974-03-04	UHC-35018-95	9838076756	7919 Mesa Dr # 262, Nashville, TN, 37266	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130920	ENR	Samuel R Clark	1942-06-03	UHC-46047-49	—	7145 Valley View Dr, Eden Prairie, MN, 55372	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-111147	ENR	Raymond Peterson	1961-03-06	UHC-76146-60	3609456095	2005 Hillcrest Rd, Tampa, FL, 33668	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104515	ENR	David Q Hall	1947-06-04	UHC-32874-59	—	766 Central Ave, Denver, CO, 80252	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-128807	ENR	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100794	ENR	Brandon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110118	ENR	Lynch Q Timothy	1944-09-12	UHC-82887-94	9687898570	689 Main St # 568, Columbus, OH, 43234	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-122585	ENR	Jacob Reyes	1998-07-28	UHC-39351-80	6537723905	2180 River Rd, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100963	ENR	Albert Harrison	1944-03-24	UHC-16381-51	5139965012	5207 Valley View Dr, Scottsdale, AZ, 85231	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138788	ENR	Ethan Simmoons	1985-09-21	UHC-89876-67	7505270934	9378 Church St, Gilbert, AZ, 85295	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108171	ENR	Jerry V Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104628	ENR	Marilyn Z Elliott	2008-05-15	UHC-08946-09	2128783719	1704 Union St, Atlanta, GA, 30342	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115491	ENR	Albert N Guzman	1968-01-08	UHC-34549-49	4009229853	2821 Highland Ave, Glendale, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133876	ENR	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd # 384, Las Vegas, NV, 89195	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133835	ENR	Judy Rogers	—	UHC-61450-81	4593737143	1643 Bayshore Dr, Plano, TX, 75048	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135993	ENR	Maria Z Patterson	1984-10-12	UHC-97217-21	7977509352	2117 Lake View Rd, San Antonio, TX, 78236	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

8,934 rows, page 12 of 179Previous Next