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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129228	ENR	Wei Tucker	1979-12-27	UHC-94558-28	2356894324	5189 Valley View Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113154	ENR	Priya Dyxon	1976-03-20	UHC-24326-31	5154865831	2543 Cedar Ln, Tucson, AZ, 85742	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126791	ENR	Sandra N Reyes	1982-05-09	UHC-36461-68	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136675	ENR	Melissa G Crter	1973-11-14	UHC-02903-88	8214181279	5666 Oak St, Austin, TX, 78732	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132053	ENR	Jessica Richardson	2007-08-21	UHC-66802-37	—	8503 Ocean Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102973	ENR	Laura E Willis	1946-03-19	—	2516774992	3014 Jefferson Ave, San Diego, CA, 92175	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114821	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	7254 Oak St, Austin, TX, 78780	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134154	ENR	Keith Fields	2000-03-03	UHC-63733-07	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-111245	ENR	Kelly O Stewart	1997-10-28	UHC-76105-71	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122434	ENR	Grace Reed	1973-10-26	UHC-50629-74	6025949708	8326 Highland Ave, Tucson, AZ, 85737	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127951	ENR	Martha Silva	1999-10-03	UHC-10223-53	4559877433	313 Main St, Chandler, AZ, 85257	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141949	ENR	John T Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-125512	ENR	Ahmed O Mendez	1973-10-11	UHC-82391-46	9519155498	9108 Market St, Tucson, AZ, 85713	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104593	ENR	Marcus A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.66	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-142318	ENR	Judy D Chen	1999-11-03	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139162	ENR	Aisha Salazar	1953-11-10	UHC-40656-73	6312307272	2129 Jefferson Ave, Nashville, TN, 37292	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-108049	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108048	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128447	ENR	Adam Espinoza	—	UHC-31431-03	2726610944	344 Palm Dr, Charlotte, NC, 28268	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-137482	ENR	Kyle Wang	1943-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-115433	ENR	Bobby Larson	1962-09-04	UHC-61479-77	—	2042 Main St, Orlando, FL, 32858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-136901	ENR	Omar Stone	2000-03-03	UHC-96683-20	—	3196 Ocean Ave, Tempe, AZ, 85210	0.66	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-119703	ENR	Hrioshi H Parker	1979-07-03	UHC-03341-19	—	8871 Ocean Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-119088	ENR	Evelyn X Oliver	2008-12-16	UHC-71609-07	4398152553	5495 Oak St, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
ENR-103385	ENR	Vicky Diaz	1957-01-10	UHC-79441-31	7335998370	5666 Lake View Rd, Scottsdale, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-103602	ENR	Jose Alvarez	1976-05-26	UHC-94418-36	—	4639 Camelback Rd, Orlando, FL, 32867	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135836	ENR	Christopher T Richards	1986-01-14	UHC-80742-72	8407810430	181 Baseline Rd, San Antonio, TX, 78202	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106673	ENR	Hannah L Andrews	—	UHC-23068-61	8975895438	8163 Bayshore Dr, Orlando, FL, 32869	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127242	ENR	Russell Fernandez	1977-05-25	UHC-14589-20	5935565458	1840 Camelback Rd # 324, Dallas, TX, 75281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133221	ENR	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased ZIP missing Whitespace trimmed+1 more
ENR-123934	ENR	Kayla Luna	—	UHC-20633-02	8496062566	2442 Lincoln Way, Seattle, WA, 98140	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-116456	ENR	Auustin V Hall	1959-01-19	UHC-85280-51	—	3672 Church St, Mesa, AZ, 85285	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-130880	ENR	Pamela Johnston	1979-07-12	UHC-19171-30	9436996818	4813 Oak St, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114227	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr, Atlanta, GA, 30376	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-132803	ENR	Mark Z Jymenez	1974-06-08	UHC-85724-40	5365734655	3333 Valley View Dr, Denver, CO, 80284	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106756	ENR	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	5209 Desert Sky Blvd, Phoenix, AZ, 85073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104140	ENR	Samantha V Sandoval	2000-06-18	UHC-17937-83	9466474914	7192 Highland Ave, Minneapolis, MN, 55419	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-118425	ENR	Michael O Gibson	1986-02-27	UHC-01677-55	8157379451	6105 Main St, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126327	ENR	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct # 235, Columbus, OH, 43260	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-142344	ENR	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116144	ENR	Brittany G Hamilton	1998-02-24	UHC-52626-42	5899508349	6143 Lake View Rd # 728, San Diego, CA, 92135	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130191	ENR	Philip A Fox	1993-12-25	UHC-96825-71	—	9588 Highland Ave, Tucson, AZ, 85711	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134415	ENR	Charlotte J Rojas	2006-06-13	UHC-76391-19	8674047573	5721 Canyon Rd, Mesa, AZ, 85252	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more

16,916 rows, page 113 of 339Previous Next