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

All sources, flag “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60041	TPA	Charlotte U Armstrong	1953-11-03	—	7519288793	2974 Washington St, Sacramento, CA, 95871	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142613	ENR	Douglas L Lucas	1944-09-12	UHC-56127-37	7837058963	2791 Forest Ave Apt 37, Las Vegas, NV, 89177	0.50	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138354	ENR	Julie N Gray	1940-07-17	—	—	9882 Hillcrest Rd, Miami, FL, 33143	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
TPA-50052	TPA	Diane A Scott	1964-07-16	—	5066798842	6799 Main St, Los Angeles, CA, 90010	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-125696	ENR	Nicole P Luna	2006-03-22	UHC-74735-63	4303691195	9760 Washington St, Tempe, AZ, 85256	0.50	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-110626	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132829	ENR	Wei L Medina	1925-10-25	UHC-05721-07	—	4780 Lake View Rd, Plano, TX, 75067	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-112846	ENR	Deborah S Berry	1940-01-16	UHC-77773-42	5867850565	2880 Pine Dr, Gilbert, AZ, 85257	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114054	ENR	Mason P Carter	—	UHC-49290-17	4806123680	4253 Mountain View Dr, Houston, TX, 77095	0.50	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+3 more
ENR-137696	ENR	Maria G Hayes	1977-08-17	—	2553187151	541 Apache Blvd, Atlanta, GA, 30381	0.50	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109397	ENR	Amber D King	1944-08-22	UHC-33875-31	8359505047	4702 Lake View Rd, Gilbert, AZ	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114643	ENR	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-113774	ENR	Janice J Russell	1954-07-22	UHC-82902-77	3635133487	4026 Camelback Rd, San Antonio, TX, 78245	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
ENR-137078	ENR	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-135731	ENR	Isabella R Wong	2002-04-02	UHC-26829-40	2143931205	7567 Sage Ct, Gilbert, AZ, 85263	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
ENR-117590	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted SSN last four extracted+3 more
ENR-133929	ENR	Tyler E Warren	1998-12-20	UHC-28073-33	7445982860	1338 Grand Ave, Chandler, AZ, 85241	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
TPA-57260	TPA	Russell C Cunningham	1965-09-03	—	—	4129 Valley View Dr, Miami, FL, 33191	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141005	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
ENR-120406	ENR	Steve I Aguilar	1938-03-08	UHC-51621-70	5473924566	8456 Baseline Rd, Gilbert, AZ, 85203	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-124285	ENR	Julia N Jackson	1986-05-03	UHC-00538-03	7779058540	9856 Maple Ave, San Antonio, TX	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-133661	ENR	Wayne B Hansen	1992-06-27	UHC-73085-85	3507887140	9844 Mountain View Dr, San Diego, CA, 92131	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-115594	ENR	Carl E Morrison	1981-05-14	UHC-43729-24	2102709069	2448 Central Ave, Seattle, WA, 98138	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
PRV-25210	PRV	Nicole M Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50879	TPA	Christina F Perez	2000-01-20	—	4557544897	9108 Meadow Ln, Gilbert, AZ	0.52	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP missing+2 more
ENR-128811	ENR	Katherine U Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-119066	ENR	Carlos F Perry	2003-05-14	—	5754178557	1213 Spring St Apt 1, San Antonio, TX, 78226	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142484	ENR	Julie F Hall	—	UHC-83195-17	8863741924	1783 Union St, Jacksonville, FL, 32202	0.52	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428068	CLM	Stephen X Rios	1965-11-22	—	—	1021 Ocean Ave, Charlotte, NC, 28272	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24227	PRV	Sara F Murphy	2008-01-24	UHC-77515-85	3669010347	7201 Cedar Ln, Las Vegas, NV, 89184	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
CLM-420170	CLM	Maria G Armstrong	1965-02-02	UHC-58502-70	—	6800 Maple Ave, Tampa, FL, 33677	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-412332	CLM	Juan J Santiago	1988-05-17	UHC-94054-77	8593034625	166 Union St, Plano, TX, 75037	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141042	ENR	Emily X Foster	1988-02-21	UHC-40785-75	2644949980	1701 Meadow Ln, Gilbert, AZ, 85282	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-140839	ENR	Alexis B Murray	1990-12-15	UHC-07375-77	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121674	ENR	Aan C Scott	1949-04-18	UHC-37761-03	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-141744	ENR	Jlie M Schultz	1939-07-02	UHC-27359-58	2414707208	415 Pine Dr, Austin, TX, 78739	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more

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