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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107173	ENR	Kathryn Allen	1967-10-10	UHC-03261-39	—	1368 Main St, Austin, TX, 78747	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125221	ENR	Jesse Fisher	1982-08-26	UHC-84739-48	4945850163	5232 Elm St Apt 37, Houston, TX, 77041	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137405	ENR	Hannah B Mitchell	1942-01-23	UHC-69310-97	7428387536	7772 Willow Ct, Phoenix, AZ, 85081	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123493	ENR	Raymond L Palmer	1983-06-22	UHC-07780-39	7574499563	728 Apache Blvd, Austin, TX, 78742	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137598	ENR	Ralph Arnold	1998-08-26	UHC-79978-65	—	1334 Jefferson Ave, San Antonio, TX, 78254	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105987	ENR	William X Vargas	1983-02-24	UHC-98408-06	9592022535	5685 Baseline Rd, Atlanta, GA, 30304	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117574	ENR	Priya Hamilton	1971-06-27	UHC-51752-38	4177490637	5118 Apache Blvd, Atlanta, GA, 30381	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-108261	ENR	Stephanie Q Crawford	1961-05-03	UHC-48820-47	9725849053	19 Pine Dr Apt 21, Nashville, TN, 37201	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128462	ENR	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141437	ENR	Joyce Contreras	1938-04-24	UHC-80912-70	—	675 Church St, Eden Prairie, MN, 55399	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-117704	ENR	Isabella J Burns	1972-07-13	UHC-88154-85	—	4757 Union St, Tempe, AZ, 85206	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-141856	ENR	Blily Z Lawrence	1989-11-08	UHC-01909-12	6086181311	4754 Willow Ct # 874, Denver, CO, 80299	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116692	ENR	Brian A Larson	—	UHC-88524-21	5582960696	5233 River Rd Apt 20, Jacksonville, FL, 32205	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112416	ENR	Catherine C Boyd	1960-06-01	UHC-83433-44	—	8601 Sage Ct, Nashville, TN, 37223	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111199	ENR	Stephanie Valdez	1982-02-19	UHC-06509-68	4034708571	6959 River Rd, Gilbert, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100768	ENR	Janicce Kelley	1960-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124125	ENR	Brian Parker	—	UHC-66930-27	3728737916	1902 Desert Sky Blvd # 676, Eden Prairie, MN, 55321	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138548	ENR	Ana Vargas	1979-02-26	UHC-00677-15	—	6532 Harbor Blvd # 829, Austin, TX, 78719	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136977	ENR	Albert R Brown	1992-04-12	UHC-45592-15	2254173591	1776 Grand Ave, Tucson, AZ, 85787	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-103885	ENR	Ethan A Alexandar	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106989	ENR	Laura J Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132536	ENR	Frank K Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St # 551, Phoenix, AZ, 85050	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-139123	ENR	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave Apt 40, Plano, TX, 75084	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136294	ENR	Billy A Washington	1996-02-02	UHC-77163-13	4133781608	1371 Desert Sky Blvd Apt 13, Glendale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-127330	ENR	Pamela Brown	2003-11-10	UHC-00296-23	—	6660 Maple Ave Apt 23, Orlando, FL, 32806	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113123	ENR	Ahmed West	1998-02-07	UHC-52082-68	9032286384	6585 Mountain View Dr, Eden Prairie, MN	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110212	ENR	Steven N Jones	1987-01-21	UHC-14206-13	2745150052	8824 Main St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133276	ENR	Donald Y Lene	1974-01-25	UHC-25028-43	9223675811	4221 Cedar Ln, Denver, CO, 80291	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-133383	ENR	Christina N Campbell	—	UHC-89991-61	7956803673	6439 Apache Blvd Apt 7, Miami, FL, 33141	0.54	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131484	ENR	Aaron Berry	1954-04-03	UHC-39244-86	9604603928	1258 Oak St # 355, Tucson, AZ, 85743	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-107729	ENR	John P Herrera	1968-03-13	UHC-51994-47	7694802111	5996 Oak St, Plano, TX, 75086	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105091	ENR	Robert T Young	1978-11-18	UHC-06031-99	9233945781	393 Willow Ct, Tampa, FL, 33686	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118779	ENR	Megan Watson	1975-04-10	UHC-62910-31	9274237287	257 Pine Dr, Miami, FL, 33164	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140809	ENR	Rob Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142008	ENR	Diane A Carr	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd # 813, Seattle, WA, 98102	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108985	ENR	Aaron Smith	1947-09-28	UHC-12751-91	—	6483 Washington St, Gilbert, AZ, 85253	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116388	ENR	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117409	ENR	Joan A Hamilton	2005-09-16	UHC-96999-97	—	9063 Central Ave, Columbus, OH, 43210	0.54	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+1 more
ENR-129389	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St # 194, Phoenix, AZ, 85078	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-110170	ENR	Stephanie R Murray	1978-06-14	UHC-88833-25	7593134234	4629 Main St, Eden Prairie, MN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134448	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134447	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122673	ENR	Amanda Colle	1962-01-02	UHC-85854-04	3654757010	7895 Camelback Rd, Charlotte, NC, 28270	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-133644	ENR	Matthew Z Johnston	1962-06-27	UHC-06763-58	3256313497	6365 Bayshore Dr, Fresno, CA, 93706	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137021	ENR	Joan B Vazquez	1958-10-06	UHC-66979-80	—	2813 Valley View Dr, Chandler, AZ, 85283	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120251	ENR	Marilyn Stephens	2008-08-13	UHC-46235-78	6505305035	7632 Camelback Rd Apt 37, Eden Prairie, MN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

26,564 rows, page 94 of 532Previous Next