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-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-428688	CLM	Isabella Wang	—	—	—	600 Church St, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+2 more
TPA-56478	TPA	Steven George	—	UHC-39607-73	—	3251 Desert Sky Blvd, Charlotte, NC	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423259	CLM	Mark Howell	—	—	5226252989	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-413599	CLM	Steven Carr	—	UHC-95393-63	—	3232 Willow Ct, Houston, TX, 77057	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105125	ENR	Anthony X Jensen	—	UHC-85828-85	8413906782	4054 Church St, Tampa, FL, 33636	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62684	TPA	Lauren Reid	—	—	—	4573 Willow Ct, Los Angeles, CA, 90021	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429159	CLM	Jason Z Thompson	—	—	—	1783 Indian School Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-431732	CLM	Yuki Williamson	—	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-411374	CLM	Pamela Burns	—	UHC-07299-88	5162417294	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-407519	CLM	Melissa Walsh	—	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118552	ENR	Benjamin Moore	—	UHC-21155-12	2456425065	8078 Meadow Ln, Jacksonville, FL, 32285	0.52	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425672	CLM	Paul Richardson	—	UHC-64897-23	—	2787 Park Pl, Tampa, FL, 33669	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-137881	ENR	Olivia Montgomery	—	UHC-04428-79	8856161836	9665 Market St Apt 40, Gilbert, AZ, 85200	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-141062	ENR	Russell F Schultz	—	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404695	CLM	Charles Chapman	—	UHC-47214-68	4886556297	884 Canyon Rd, Tempe, AZ, 85266	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140942	ENR	Helen O Warreen	—	UHC-83673-48	5239432068	2410 Sage Ct, Chandler, AZ, 85219	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-61401	TPA	Raymond Carlson	—	UHC-95664-26	—	9151 Church St, Houston, TX, 77059	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124385	ENR	Brandon Gibson	—	UHC-73891-30	9418385882	3199 Desert Sky Blvd, Houston, TX, 77023	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124705	ENR	Michael F Aguilar	—	UHC-84748-08	—	9087 Apache Blvd, Las Vegas, NV, 89144	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58244	TPA	Maia B Gonzales	—	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.52	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-426449	CLM	Evelyn Palmer	—	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426169	CLM	Joan Long	—	UHC-83158-92	—	6094 Apache Blvd, Atlanta, GA, 30390	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109506	ENR	Laura B Vasquez	—	UHC-24014-44	5645558912	5673 Harbor Blvd, Glendale, AZ, 85344	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416885	CLM	Aisha Garcia	—	UHC-35298-45	2576011674	6404 Union St, Sacramento, CA, 95876	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101614	ENR	Diana H Morrison	—	UHC-01125-53	—	9490 Willow Ct, Minneapolis, MN, 55472	0.52	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
TPA-62013	TPA	Isabella H Shaw	—	—	—	9248 Park Pl, Las Vegas, NV, 89139	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423726	CLM	Bubby T Colilns	—	UHC-46738-01	2433485637	8599 Lake View Rd, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-142015	ENR	Samuel P Kim	—	UHC-44901-57	6246447393	3839 Park Pl, Columbus, OH, 43216	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108711	ENR	Martha S Young	—	UHC-71458-40	2252211821	5367 Grand Ave, Tucson, AZ	0.52	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125568	ENR	Charlotte Weber	—	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126755	ENR	Evelyn Ramos	—	UHC-70497-07	6395603325	8644 Elm St, Plano, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428284	CLM	Richard Bailey	—	UHC-89724-56	—	735 Jefferson Ave, Miami, FL, 33100	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-407658	CLM	Ryn Austin	—	UHC-79286-61	4358514848	1673 Church St, Orlando, FL, 32833	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-419443	CLM	Joe Bishop	—	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21784	PRV	Linda Y Palmer	—	—	9225632591	4786 Sunset Blvd, Dallas, TX, 75228	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more

2,274 rows, page 13 of 46Previous Next