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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425747	CLM	Hannah Gilbert	1939-08-14	—	—	1246 Ocean Ave, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403376	CLM	Cheryl Q Henry	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403507	CLM	Ruth Carr	2006-04-27	—	9594544279	692 Bayshore Dr, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408983	CLM	Steve Carlson	1953-05-09	UHC-58376-55	—	655 Central Ave, Austin, TX, 78703	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429736	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-421019	CLM	Alice D Webb	1998-06-27	—	—	2190 Oak St, Charlotte, NC, 28256	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-400852	CLM	Nicholas P Coleman	1945-09-10	UHC-80494-31	5545568420	5342 Elm St, Dallas, TX, 75272	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407641	CLM	Edward Brooks	1938-02-01	—	7958975348	3916 Apache Blvd, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410840	CLM	Amy Martin	1950-07-24	—	2844651645	5564 Apache Blvd Apt 34, Mesa, AZ, 85212	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408530	CLM	Judith Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404623	CLM	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct # 540, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427717	CLM	Daviid D Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ, 85264	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407620	CLM	Mateo Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428215	CLM	Rebecca Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd # 301, Plano, TX, 75019	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-402957	CLM	Gabriel McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415811	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424321	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	2638 Bayshore Dr, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424515	CLM	Santiago Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401929	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr # 896, Orlando, FL, 32822	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-430022	CLM	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 696, Denver, CO, 80231	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409892	CLM	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-421824	CLM	Jeffrey Green	1958-05-12	UHC-73338-83	—	6830 Church St, Columbus, OH, 43229	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401776	CLM	Tyler M Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415832	CLM	Judy Wells	1994-01-06	UHC-36200-43	8396910901	331 Grand Ave, Seattle, WA, 98107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415221	CLM	Nathan L Cole	—	—	3365112392	2027 Sage Ct, Denver, CO, 80288	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-421128	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408779	CLM	Bryan S Smith	2003-10-02	UHC-11693-40	—	8664 Ridge Rd, Nashville, TN, 37207	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-419302	CLM	Adam Wheeler	1950-10-17	—	7826026135	3569 Jefferson Ave, Houston, TX, 77056	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420826	CLM	George Foster	1972-01-04	—	6028437312	1130 Mesa Dr Apt 10, Orlando, FL, 32826	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426971	CLM	Timothy Flores	1980-11-12	UHC-44991-41	—	9101 Baseline Rd, San Antonio, TX, 78260	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-401431	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420772	CLM	Elijah R Gutierrez	—	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-429553	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429554	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417257	CLM	Carl Robinson	1991-05-20	—	5364521979	1417 Bayshore Dr, Los Angeles, CA, 90056	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419421	CLM	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd, Tempe, AZ, 85271	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427317	CLM	Larry Lee	2005-12-19	UHC-32257-04	—	3908 Canyon Rd, Nashville, TN	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431733	CLM	Henry Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN, 55471	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404092	CLM	Jeremy Richards	1990-07-11	—	5412552374	9885 Union St, Atlanta, GA, 30394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

18,771 rows, page 41 of 376Previous Next