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-142181	ENR	Jesse Vasquez	—	UHC-78649-54	5498968259	6969 Indian School Rd, Atlanta, GA, 30331	0.54	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-142632	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-142631	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-118667	ENR	Kelly Wells	—	UHC-80354-48	8359704070	8309 Lake View Rd, Scottsdale, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113996	ENR	Joan J Simpson	—	UHC-14290-09	4723357261	1841 Palm Dr, Glendale, AZ, 85345	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118468	ENR	Carol I Gardner	—	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-134321	ENR	Barbara E Dunn	—	UHC-34994-98	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114355	ENR	Sarah Fernandez	—	UHC-46404-59	7394265314	3509 Willow Ct, Denver, CO	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-114156	ENR	Bryan West	—	UHC-06733-87	9818814683	5578 Main St, Minneapolis, MN, 55420	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109412	ENR	Sara L Fields	—	UHC-44926-42	—	1134 Union St, Austin, TX, 78707	0.54	Name re-cased Date of birth unreadable Phone missing area code Gender normalised+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118342	ENR	Tom W Watson	—	UHC-88577-54	—	7825 Lincoln Way, Phoenix, AZ, 85072	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Member ID reformatted
ENR-110690	ENR	Donald P McDonald	—	UHC-51117-14	—	6074 Baseline Rd, Dallas, TX, 75219	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed
ENR-136869	ENR	Sandra Mendoza	—	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-120868	ENR	Camila A Marshall	—	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.56	Date of birth unreadable State name converted to code Gender normalised Whitespace trimmed
ENR-128233	ENR	James Murphy	—	UHC-37455-37	5333176302	259 Lake View Rd, Minneapolis, MN, 55449	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Whitespace trimmed
ENR-133070	ENR	Patrick O Reid	—	UHC-68801-83	8813630298	5818 Lincoln Way, Phoenix, AZ, 85039	0.56	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased
ENR-142986	ENR	Jeremy W Fuller	—	UHC-03594-99	9746892458	1341 Market St, Miami, FL, 33176	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-119783	ENR	Benjamin R Hunter	—	UHC-32263-44	7119127618	7826 Willow Ct, Minneapolis, MN	0.56	Date of birth unreadable Phone reformatted ZIP missing Gender normalised
ENR-111531	ENR	Charles Russell	—	UHC-62543-15	9579743410	7797 Central Ave, Tempe, AZ, 85253	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-117923	ENR	Mary F Marquez	—	UHC-65462-14	—	9126 Union St, Atlanta, GA	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing
ENR-137025	ENR	Dorothy Ortega	—	UHC-76525-44	5639145188	3937 Cedar Ln, Chandler, AZ, 85261	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-134565	ENR	Heather K Pena	—	UHC-96232-44	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-131965	ENR	Emma V Rogers	—	UHC-68885-13	4019085273	1807 Forest Ave, Tucson, AZ, 85700	0.58	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-102170	ENR	Sara L Greene	—	UHC-69470-56	6993116190	9761 Pine Dr, Glendale, AZ, 85346	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-101059	ENR	Alice Knight	—	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL, 32859	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-106367	ENR	Beverly N Sanchez	—	UHC-48016-67	7243502087	2047 Washington St, Plano, TX, 75096	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Member ID reformatted+4 more
ENR-136898	ENR	Douglas F Li	—	UHC-11021-38	3665457281	7472 Pine Dr, Nashville, TN, 37291	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-127515	ENR	Gary P Garrett	—	UHC-95391-30	3285024835	9326 Highland Ave, Charlotte, NC, 28207	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-102586	ENR	Vincent Jimenez	—	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-109648	ENR	Waye Jensen	—	UHC-95377-97	5025069613	7350 Bayshore Dr, Tampa, FL, 33600	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-134270	ENR	Emily L Diaz	—	UHC-97744-34	—	3389 Camelback Rd, Nashville, TN, 37225	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-107694	ENR	Samuel U Oliver	—	UHC-97217-14	9693933028	1197 Valley View Dr, Los Angeles, CA, 90090	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-102145	ENR	Donna G Perez	—	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.60	Date of birth unreadable Phone 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-113951	ENR	Douglas A Obrien	—	UHC-06611-98	9703175716	8787 Central Ave, Atlanta, GA, 30382	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-100149	ENR	Ahmed W Stevens	—	UHC-43336-16	5772757750	7085 Union St, Denver, CO, 80231	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126978	ENR	Bruce P Perkins	—	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-112238	ENR	Kelly C West	—	UHC-89347-77	9192004346	7793 Main St, San Diego, CA, 92187	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

991 rows, page 8 of 20Previous Next