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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405747	CLM	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417283	CLM	Robert Jacobs	1957-03-14	—	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411326	CLM	Cheryl Andrews	1971-11-24	UHC-98602-23	5257626241	5022 Camelback Rd, Atlanta, GA, 30369	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430691	CLM	Jose Harvey	1970-03-26	—	4945313776	579 Apache Blvd # 340, Tempe, AZ, 85249	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-405510	CLM	Larry V Dean	1985-10-03	—	6533495722	2609 Spring St, Jacksonville, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-410720	CLM	Diana K Hicks	1962-09-25	—	8103440784	3620 Hillcrest Rd, Seattle, WA, 98113	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425202	CLM	Vincent Lee	1989-04-10	—	6112882377	6997 River Rd, Glendale, AZ, 85338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419908	CLM	Jonathan Wong	2007-12-18	UHC-51013-50	7244141191	7647 Lincoln Way, Miami, FL, 33155	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413533	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413534	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427028	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423713	CLM	Steven Carroll	1948-01-03	UHC-89841-95	—	7881 Highland Ave, Houston, TX, 77080	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408703	CLM	Loi Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408168	CLM	Billy Welch	2008-02-08	UHC-84428-82	5888079051	1255 Spring St, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429850	CLM	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430996	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St, Dallas, TX, 75260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400988	CLM	Gloria Moore	1955-06-15	—	6825662001	3587 Spring St, San Diego, CA, 92136	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417001	CLM	Daniel Jimenez	1959-01-18	—	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432588	CLM	Jose Z Walker	1967-09-02	UHC-06820-75	—	3288 Apache Blvd, Dallas, TX, 75287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422152	CLM	Albert Rivera	2004-06-04	UHC-19050-10	—	3812 Ridge Rd, Tucson, AZ, 85725	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412096	CLM	Abigail M Fowler	1967-01-20	UHC-50189-14	—	3019 Highland Ave, Plano, TX, 75045	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410442	CLM	Amy Yang	2002-08-10	—	—	1529 Market St, Fresno, CA, 93761	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-417013	CLM	Austin Chavez	1997-11-14	—	8028256967	2492 Spring St, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405666	CLM	Jacqueline V Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-400944	CLM	Amber Walker	1993-08-19	—	7785053188	6562 Elm St, Orlando, FL, 32846	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406699	CLM	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424034	CLM	Megan Kim	2007-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420049	CLM	Alan O Pierce	1970-01-22	—	—	4710 Camelback Rd, Charlotte, NC, 28235	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426552	CLM	Mason Palmer	2005-01-19	—	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404761	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404760	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419640	CLM	Lisa Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418269	CLM	Walter Stewart	1987-11-13	UHC-24161-31	—	6528 Camelback Rd, Gilbert, AZ, 85218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415414	CLM	Carolyn Jordan	1952-10-12	UHC-84537-40	9293703365	3878 Market St, Charlotte, NC, 28245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407347	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St, Fresno, CA, 93778	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420753	CLM	Mariana I Arnold	1967-07-07	—	7914074240	495 Meadow Ln, Austin, TX, 78761	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421507	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413133	CLM	Danielle Vasquez	1992-12-06	—	6676001629	7400 Meadow Ln, Tucson, AZ, 85742	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418404	CLM	Ann Simpson	2006-01-05	—	—	2030 Central Ave, Gilbert, AZ, 85268	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406489	CLM	Aaron Obrien	1967-10-21	UHC-02423-61	—	2467 Central Ave, Chandler, AZ, 85277	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410008	CLM	Keith S Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr Apt 11, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411951	CLM	Janet Sullivan	1964-11-13	UHC-57981-28	—	9446 Sunset Blvd, Phoenix, AZ, 85083	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422646	CLM	Philip Vasquez	1942-01-18	—	—	1135 Sage Ct, Jacksonville, FL, 32237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412130	CLM	Lawrence Lane	1942-01-13	UHC-33802-81	8229438111	2394 Harbor Blvd, Tampa, FL, 33646	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427069	CLM	Sean A Gordon	1948-09-19	UHC-57083-46	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422962	CLM	Debra Hoffman	1983-03-20	—	5772670292	7106 Apache Blvd, Tampa, FL, 33631	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407786	CLM	Scott Cooper	2008-02-08	UHC-57705-65	—	9015 Church St, Glendale, AZ, 85352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-420574	CLM	Theresa Green	1965-10-27	—	—	949 Canyon Rd, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 64 of 105Previous Next