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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405620	CLM	Jessica Taylor	1951-02-22	UHC-33596-12	3448900471	2381 Lincoln Way # 287, Nashville, TN	0.54	Phone reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418384	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	—	1513 Bayshore Dr Apt 5, Seattle, WA, 98146	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414957	CLM	Tyler S Torres	2002-11-05	UHC-22537-44	—	9062 Oak St Apt 26, Tampa, FL	0.54	Unit split from street City re-cased State name converted to code ZIP missing+1 more
CLM-430706	CLM	Ahmed Cooper	1942-03-08	UHC-91936-31	8447284113	8482 Valley View Dr # 486, Los Angeles, CA, 90028	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411784	CLM	Barbara M Yang	2003-08-06	—	—	2610 Palm Dr # 245, Sacramento, CA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414370	CLM	Diane Weaver	1964-05-12	UHC-06730-84	—	2791 Maple Ave Apt 21, Atlanta, GA, 30319	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407065	CLM	Brenda Wells	1997-08-04	—	—	3625 Willow Ct # 221, Scottsdale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-410846	CLM	Laura Powell	1969-05-21	—	—	3187 Harbor Blvd Apt 27, Eden Prairie, MN	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-400268	CLM	Donald Ruiz	1956-07-18	UHC-28641-21	—	7520 Cedar Ln Apt 1, Tempe, AZ, 85246	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400608	CLM	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd # 650, Atlanta, GA, 30390	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405464	CLM	Ethan Hill	1966-05-05	UHC-93821-06	—	9861 Bayshore Dr Apt 14, Mesa, AZ, 85232	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-408650	CLM	Jerry I Price	1995-10-18	—	—	7498 Forest Ave Apt 3, San Antonio, TX, 78292	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429854	CLM	Amanda Phillips	1950-10-15	—	2229000513	3745 Canyon Rd # 260, Mesa, AZ, 85202	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more
CLM-421814	CLM	Abigail Allen	1999-01-07	UHC-78813-14	—	2171 Oak St # 361, Tampa, FL, 33683	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432461	CLM	Martha Z Williamson	1995-08-06	UHC-86118-06	—	364 Broadway # 411, Plano, TX, 75094	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-412548	CLM	Rachel D Coleman	1949-10-19	—	—	935 Meadow Ln Apt 14, Atlanta, GA, 30376	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419592	CLM	Jess Lane	1971-09-20	UHC-38571-56	7589210613	7112 Grand Ave # 411, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406874	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd # 349, San Diego, CA, 92190	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
CLM-432616	CLM	Ann Lewis	1960-10-11	UHC-05814-43	—	7741 Mesa Dr Apt 10, Tampa, FL, 33681	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-427879	CLM	Joyce Nunez	1991-01-18	UHC-97504-31	—	6894 Desert Sky Blvd # 693, Seattle, WA	0.56	SSN last four extracted Unit split from street ZIP missing Placeholder values cleared
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
CLM-423280	CLM	—Junk	1942-11-23	UHC-80279-32	—	3751 Forest Ave # 346, Los Angeles, CA, 90061	0.56	Unit split from street ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-404098	CLM	VirginiaJunk	1981-04-11	—	—	8224 Maple Ave Apt 17, Fresno, CA, 93751	0.56	Unit split from street Gender normalised Placeholder values cleared No usable name (quarantined)
CLM-403253	CLM	Harold V Ford	1948-12-14	UHC-03013-33	—	7988 Mesa Dr # 691, Miami, FL	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
CLM-409847	CLM	Priya Montgomery	1942-05-27	UHC-56767-57	—	2829 Ocean Ave Apt 18, Seattle, WA, 98152	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-405686	CLM	Jerry Lynch	1978-12-27	UHC-81730-62	—	5218 Broadway Apt 32, Miami, FL, 33112	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-412845	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412844	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-403427	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct # 415, Seattle, WA, 98114	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-415696	CLM	Judy Burns	1980-12-09	—	2899148205	3367 Maple Ave # 582, Seattle, WA, 98109	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-415855	CLM	Deba Young	1945-02-12	—	5642681355	8723 Park Pl Apt 33, Houston, TX, 77050	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

2,038 rows, page 15 of 41Previous Next