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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129807	ENR	Joan Cunningham	2006-11-14	UHC-78634-64	3887130492	4473 Union St # 203, Tampa, FL, 33627	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139885	ENR	Maria R Greene	1981-03-10	UHC-79831-39	—	2309 Market St, Las Vegas, NV, 89167	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106195	ENR	Joseph R Obrien	1978-10-10	UHC-03406-45	6749279236	1682 Sage Ct, Orlando, FL, 32897	0.60	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-137128	ENR	Mari Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141418	ENR	Amanda O Li	1967-03-22	UHC-98440-07	4057045202	8177 Ridge Rd, Gilbert, AZ, 85282	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125005	ENR	Douglas Scott	1972-11-23	UHC-87164-66	5747645660	4134 Jefferson Ave, Las Vegas, NV, 89168	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134159	ENR	Carol Jordan	1984-07-07	UHC-99700-18	2044010024	8464 Baseline Rd, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106445	ENR	Kayla A Williamson	2008-07-14	UHC-28782-70	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102396	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120086	ENR	Jackie Hanen	1978-12-04	—	—	9569 Desert Sky Blvd, Nashville, TN, 37294	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-123267	ENR	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-110517	ENR	Beverly W Gonzales	1944-03-03	UHC-28012-85	3879371789	2540 Grand Ave, San Antonio, TX, 78225	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115632	ENR	Nathan Fox	1968-01-26	UHC-69999-99	6797759415	4909 Mountain View Dr, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115608	ENR	Beverly O Sanchez	—	UHC-57625-59	3632999023	8609 Forest Ave, Chandler, AZ, 85295	0.60	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121447	ENR	Willie Li	—	UHC-81208-23	7986394227	8736 Jefferson Ave, Los Angeles, CA, 90075	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101392	ENR	Christian Marshall	1949-12-23	UHC-23971-08	2994479169	8663 Desert Sky Blvd, San Diego, CA, 92108	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140828	ENR	Christopher I Henderson	1979-03-26	UHC-31623-41	4103437224	983 Grand Ave, Atlanta, GA, 30375	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101690	ENR	Melissa Jimenez	1939-10-06	UHC-42639-44	8898156374	6734 Pine Dr, Atlanta, GA, 30373	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114348	ENR	Aisha Miller	1948-10-19	UHC-31707-73	5973635984	5672 Elm St # 540, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119492	ENR	Amber Gutierrez	2002-09-05	UHC-40564-33	9679222206	7696 River Rd, Tucson, AZ, 85766	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132806	ENR	Kayla E Padilla	2008-11-26	UHC-70209-49	6276291174	7096 Lake View Rd, Gilbert, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132162	ENR	Roger O Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd # 645, Columbus, OH, 43295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114585	ENR	Christopher Z Stewart	2007-01-04	UHC-24875-05	2935431305	3083 Main St, Houston, TX, 77068	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100795	ENR	Brnadon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
ENR-142571	ENR	Ronald H Harrison	1984-04-25	UHC-20068-10	—	8832 Mountain View Dr, San Diego, CA, 92193	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143002	ENR	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112418	ENR	Jessica Elis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr Apt 21, Jacksonville, FL, 32280	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124651	ENR	Dennis B Mitchell	1993-04-03	UHC-59416-92	6122587459	9110 Mountain View Dr, Austin, TX, 78738	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118694	ENR	Lori I Austyn	2003-07-23	UHC-45897-76	6905672213	3574 Cedar Ln, Fresno, CA, 93760	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113207	ENR	Mateo P McCoy	1989-09-18	UHC-20963-71	8246598642	514 Spring St, Scottsdale, AZ, 85279	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100934	ENR	Robert Nichols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111617	ENR	Emma N Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136805	ENR	Janice L Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133392	ENR	Rachel D Kim	1946-03-19	UHC-21617-33	—	977 Ridge Rd, Plano, TX, 75086	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100267	ENR	Kathryn J Kelly	1955-01-24	UHC-61592-30	6586513640	6310 Cedar Ln, Mesa, AZ, 85255	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140612	ENR	Bradley Perez	1988-02-23	UHC-12473-59	8529010649	3352 Oak St, Orlando, FL, 32837	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-137650	ENR	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139873	ENR	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	6562 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116638	ENR	Thomas A Guzman	1998-04-26	UHC-06290-37	8538788154	6043 Apache Blvd, Tempe, AZ, 85234	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133667	ENR	Carl Pierce	1981-07-24	UHC-13973-18	5402391218	7608 Baseline Rd # 234, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102271	ENR	Priya M Bryant	1995-09-20	UHC-21221-38	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

17,310 rows, page 47 of 347Previous Next