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

Claims, 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
CLM-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-420597	CLM	Jennifer Griffin	—	UHC-36930-80	7429375619	4234 Market St, Chandler, AZ, 85204	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425227	CLM	Benjamin O Martin	—	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-413879	CLM	Eugene B Evans	—	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-430316	CLM	Ethan Weber	—	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405989	CLM	Joshua B Marshall	—	—	—	8078 Canyon Rd, Mesa, AZ, 85266	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-417571	CLM	Lucia Hernandez	—	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421777	CLM	Dennis Y Morris	—	UHC-83204-10	5093429408	1592 Cedar Ln, Seattle, WA, 98162	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403594	CLM	Harold Adams	—	—	9489153694	2472 Spring St, Atlanta, GA, 30396	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431884	CLM	Goria Richardson	—	UHC-52235-63	—	1011 Indian School Rd, Tempe, AZ, 85227	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421473	CLM	Cheryl Knight	—	UHC-48893-14	—	7882 Lake View Rd, San Diego, CA, 92128	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-426113	CLM	Emily Lucas	—	UHC-93210-78	5197220647	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-426985	CLM	Christine Hunter	—	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429758	CLM	Betty Henderson	—	—	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417426	CLM	Donna A Evans	—	—	5206216393	4193 Forest Ave, Denver, CO, 80216	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407282	CLM	James Price	—	UHC-64093-04	—	4016 Maple Ave, Charlotte, NC, 28210	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421059	CLM	Deborah F Sandoval	—	—	—	6170 Sage Ct, Seattle, WA, 98191	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412795	CLM	Juan B Carpenter	—	—	5269344155	5866 Church St, Columbus, OH, 43237	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-425805	CLM	Scott P Sullivan	—	—	—	4342 Mesa Dr, San Diego, CA, 92115	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-425777	CLM	Lnida Butler	—	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-414826	CLM	Lucia Smith	—	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-428248	CLM	Maria Dean	—	UHC-57338-06	3078597175	7959 Harbor Blvd, Sacramento, CA, 95812	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-417502	CLM	Justin Reyes	—	—	—	4889 Spring St, Glendale, AZ, 85337	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
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
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
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
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
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
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
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
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

753 rows, page 7 of 16Previous Next