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 “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
TPA-61523	TPA	Keith J Fields	—	—	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-429521	CLM	Walker Alexander	—	UHC-93561-04	4286287492	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-413107	CLM	Henry X Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-117768	ENR	Rachel Lee	—	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-110590	ENR	Judy Henderson	—	UHC-00388-01	—	4383 Oak St, Plano, TX, 75095	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-60359	TPA	Ann Lawrence	—	—	—	8405 Apache Blvd, Miami, FL, 33125	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420456	CLM	Jennifer Watkins	—	—	3146720042	1753 Baseline Rd, Glendale, AZ, 85360	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410114	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118691	ENR	Adam Green	—	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420168	CLM	Carolyn H Morales	—	—	—	9473 Elm St, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-417041	CLM	Lawrence Greene	—	UHC-33689-73	—	2538 Sage Ct, Austin, TX, 78736	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406435	CLM	Ashley Reid	—	UHC-23123-72	3146496614	7945 Central Ave, Dallas, TX, 75270	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
CLM-419217	CLM	Jerry Martin	—	—	—	1696 Highland Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57794	TPA	Brittany Romero	—	UHC-16853-43	5289386055	1928 Maple Ave, Austin, TX	0.64	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
ENR-139323	ENR	Brandon V Smith	—	UHC-16733-19	—	8647 Park Pl, Glendale, AZ, 85350	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-104829	ENR	Mei Y Mendoza	—	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-413447	CLM	Emily Sanders	—	—	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-132996	ENR	Devid Nguyen	—	UHC-84849-71	5965836704	7691 Washington St, Jacksonville, FL, 32288	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422243	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-422242	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-407995	CLM	Richard P Lucas	—	UHC-88157-76	4215750951	2532 Oak St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-21159	PRV	Carol Stevens	—	UHC-34223-83	7206056203	8254 Spring St, Nashville, TN, 37250	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-406713	CLM	Gabriel Carter	—	UHC-25374-66	—	7602 Spring St, Scottsdale, AZ, 85282	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114629	ENR	Valentina Marshall	—	UHC-34628-13	5736138237	6701 Mountain View Dr, Austin, TX, 78717	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-108447	ENR	Judith B Wood	—	UHC-98663-15	3155364374	3125 Desert Sky Blvd, Eden Prairie, MN, 55364	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-20623	PRV	Lori G Mejia	—	—	4804659925	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122514	ENR	Nancy X Kim	—	UHC-69103-87	8189938761	7163 Willow Ct, Austin, TX, 78797	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-418256	CLM	Mark Y Green	—	UHC-96867-75	—	9414 Pine Dr, Sacramento, CA, 95881	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-415346	CLM	Margaret Obrien	—	—	—	4073 Market St, Atlanta, GA, 30311	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-25950	PRV	Henry Roberts	—	—	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416851	CLM	James White	—	—	8569966147	2410 Canyon Rd, Chandler, AZ, 85224	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
CLM-409777	CLM	Abigail Jenkins	—	—	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141076	ENR	Diana I Nichols	—	UHC-58971-62	9436539945	7227 Jefferson Ave, Dallas, TX, 75258	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431432	CLM	Billy G Romero	—	UHC-55739-85	—	4647 Sunset Blvd, Gilbert, AZ, 85247	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-139087	ENR	Cynthia Q Padilla	—	UHC-07077-54	6737236532	6755 Washington St, Columbus, OH, 43269	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-21763	PRV	John V Richards	—	UHC-96441-75	9347378156	—	0.64	Middle initial moved out of first name Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-114368	ENR	Joey A Estrada	—	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-402768	CLM	Gloria Perez	—	—	6766305258	8074 Pine Dr, Tampa, FL	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-142213	ENR	Frank Owens	—	UHC-66842-15	2777321620	7234 Washington St, Sacramento, CA, 95800	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-106463	ENR	John Howard	—	UHC-27071-31	3454797241	7836 Ridge Rd, Phoenix, AZ, 85031	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

2,274 rows, page 23 of 46Previous Next