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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107667	ENR	Brian C Webar	—	UHC-56118-72	4158864973	732 Bayshore Dr, Jacksonville, FL, 32203	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
ENR-136052	ENR	Gregory Q Taylor	—	UHC-29109-92	4086156705	3683 Pine Dr, Mesa, AZ, 85220	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-122142	ENR	Martha Perez	—	UHC-56874-42	9875251987	3011 Highland Ave, Miami, FL, 33161	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-118263	ENR	Jesse Snyder	—	UHC-29952-88	2189570350	7932 Palm Dr, Phoenix, AZ, 85097	0.66	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+1 more
ENR-108033	ENR	Jacqueline Ryan	—	UHC-97443-27	8555635183	5196 Mesa Dr, Houston, TX, 77024	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112209	ENR	Bran U Bailey	—	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130033	ENR	Stephanie Williamson	—	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108819	ENR	Sharon Vazquez	—	UHC-22985-67	6686359253	4871 Park Pl, Tampa, FL, 33616	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119549	ENR	Nicole I Holmes	—	UHC-42883-29	8394165219	1347 Washington St, Las Vegas, NV, 89179	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-123911	ENR	William C Weaver	—	UHC-86260-13	6229826713	2512 Church St, Houston, TX, 77015	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-101103	ENR	Teresa Perry	—	UHC-36932-17	9819855949	7782 Willow Ct, Houston, TX, 77096	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126419	ENR	Teresa C Snyder	—	UHC-84654-02	2739465214	750 Church St, Chandler, AZ, 85298	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-132836	ENR	Gerald R Watson	—	UHC-18562-31	3675314555	9473 Palm Dr, Chandler, AZ, 85276	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132569	ENR	Ausitn Piecre	—	UHC-86886-75	6642779348	3084 Mesa Dr, Glendale, AZ, 85376	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123445	ENR	Jack Calson	—	UHC-19117-46	5393683855	4608 Main St, Nashville, TN, 37208	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116428	ENR	Kathleen T Salazar	—	UHC-62432-29	5826762980	—	0.66	Middle initial moved out of first name Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-104108	ENR	Alexander Vazquez	—	UHC-02231-41	9835546311	8271 Meadow Ln, Eden Prairie, MN, 55394	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-139526	ENR	Patrick D Torres	—	UHC-30389-16	3029839746	9888 Sunset Blvd, Los Angeles, CA, 90000	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115480	ENR	Kim K Davis	—	UHC-16619-94	6874605584	619 Baseline Rd, Columbus, OH, 43206	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-103628	ENR	Susan O Gordon	—	UHC-93650-18	8037048107	7719 Jefferson Ave, Columbus, OH, 43260	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118748	ENR	Steven N Ortiz	—	UHC-23902-47	8149220156	8017 Valley View Dr, San Antonio, TX, 78260	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-114424	ENR	Richard Chavez	—	UHC-51485-87	2723160076	5509 Baseline Rd, Nashville, TN, 37261	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121162	ENR	Terry Allen	—	UHC-83931-12	7585004577	3323 Apache Blvd, Seattle, WA, 98157	0.66	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-133257	ENR	Jason Yang	—	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-103297	ENR	John Berry	—	UHC-41668-73	3954812675	3364 Forest Ave, Glendale, AZ, 85322	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134670	ENR	Christopher Burke	—	UHC-49095-58	8079816504	9054 Cedar Ln, Denver, CO, 80243	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128726	ENR	Mary Kelly	—	UHC-83955-93	4249532086	5109 Lake View Rd, Houston, TX, 77029	0.66	Name split from “Last, First”Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-105927	ENR	Kathleen Z Sandoval	—	UHC-84252-16	7892352194	5904 Central Ave, Tempe, AZ, 85242	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132193	ENR	Patricia Oliver	—	UHC-40076-91	8974404417	6650 Harbor Blvd, Scottsdale, AZ, 85299	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-105148	ENR	Eric L Myers	—	UHC-64051-96	4793927664	4858 Washington St, Glendale, AZ, 85394	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-138581	ENR	Jerry Q Kim	—	UHC-71331-27	9556628276	4886 Baseline Rd, San Antonio, TX, 78270	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-117338	ENR	Emily W Holmes	—	UHC-72045-46	7722675177	1886 Desert Sky Blvd, Scottsdale, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104294	ENR	Hannah I Menoza	—	UHC-59675-28	2909254756	7245 Baseline Rd, Chandler, AZ, 85224	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-136780	ENR	Janet G Rivera	—	UHC-30333-71	5492166868	846 Bayshore Dr, Los Angeles, CA, 90017	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119943	ENR	Wei Carr	—	UHC-15206-89	2125299826	174 Mesa Dr, Jacksonville, FL, 32269	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137558	ENR	Jack Yang	—	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-107957	ENR	Larry Y Barnes	—	UHC-76599-05	4312402230	6609 Market St, Houston, TX, 77037	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120040	ENR	Judith H Howard	—	UHC-27142-46	3322736253	9141 Harbor Blvd, Glendale, AZ, 85361	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104925	ENR	Robert A Dixon	—	UHC-32829-26	5415952523	6241 Park Pl, Denver, CO, 80295	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-111469	ENR	Gary S Stone	—	UHC-26978-96	7758827769	7116 Camelback Rd, Nashville, TN, 37294	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-116092	ENR	Melissa Yang	—	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100744	ENR	Jeremy Castillo	—	UHC-13565-20	7838850213	2634 Pine Dr, Scottsdale, AZ, 85245	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105605	ENR	Maria Z Ramos	—	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-115868	ENR	Sandra Vega	—	UHC-58367-35	2424704389	1516 Hillcrest Rd, Atlanta, GA, 30376	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132436	ENR	Sharon Davis	—	UHC-51717-75	3148206122	9100 Forest Ave, Los Angeles, CA, 90090	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more

991 rows, page 14 of 20Previous Next