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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409548	CLM	Catherine Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409596	CLM	Albert G Payne	1943-07-04	—	5452684931	1534 Highland Ave Apt 3, Charlotte, NC	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416337	CLM	Albert Daniels	1954-05-11	UHC-88907-28	6996447748	5558 Oak St # 833, Tampa, FL, 33681	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406468	CLM	Shirley Collins	1960-07-07	UHC-48765-83	2099989594	2678 Pine Dr # 987, Tucson, AZ, 85790	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405208	CLM	Charlotte Delgado	1981-08-19	—	9437056172	8620 Baseline Rd # 835, Atlanta, GA, 30317	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431975	CLM	Samuel Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401181	CLM	Diego P Bishop	1959-12-25	UHC-89423-86	2963050472	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-413403	CLM	Sarah Hunt	1998-07-09	UHC-87592-42	3808439490	3523 Market St, Houston, TX, 77046	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422342	CLM	Dorothy Richards	1979-02-07	—	8163835314	987 Willow Ct, San Antonio, TX, 78280	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412734	CLM	Eugene Richardson	1956-02-08	—	6603350643	2383 Camelback Rd, Tucson, AZ, 85770	0.40	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-416896	CLM	Caol Hall	2004-04-28	—	9579779207	6376 Desert Sky Blvd Apt 3, Phoenix, AZ, 85018	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-413002	CLM	Angela Watkins	1997-08-02	UHC-53758-58	5518257488	2215 Canyon Rd Apt 40, Tampa, FL, 33613	0.40	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-430596	CLM	Stephanie O Rojas	—	UHC-23206-48	5809342163	3938 Main St, Jacksonville, FL, 32217	0.40	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-430510	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX, 78293	0.40	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-424742	CLM	Mason Reynolds	—	UHC-47917-80	8472524049	4475 Indian School Rd, Charlotte, NC, 28276	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted SSN last four extracted+2 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406009	CLM	Gerald Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 324, Gilbert, AZ, 85254	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-413217	CLM	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave, Eden Prairie, MN, 55325	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-432054	CLM	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr Apt 18, San Antonio, TX, 78229	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-400712	CLM	Stephen Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-413656	CLM	Amy Sandoval	1978-01-28	UHC-15452-48	4882054874	7809 Sunset Blvd, Charlotte, NC	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-409594	CLM	Isabella Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-406806	CLM	Patty Hart	1974-05-14	—	2888272392	6473 Jefferson Ave, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-410506	CLM	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406590	CLM	Mateo Castro	1969-09-04	—	6102596581	8933 Bayshore Dr, Mesa, AZ, 85278	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-422843	CLM	Kathleen Alvarado	2006-09-04	UHC-63954-89	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-400939	CLM	Roger Clark	1985-04-20	—	7485158732	1018 Grand Ave # 590, Nashville, TN, 37221	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419178	CLM	Jordan P Flores	1964-08-10	—	8037133806	8436 Jefferson Ave, Tempe, AZ, 85230	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426877	CLM	Alexander Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-420211	CLM	Denise Berry	1943-01-02	UHC-93903-61	7039931159	6018 Maple Ave, Nashville, TN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-411775	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave Apt 37, Las Vegas, NV, 89146	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-409127	CLM	Robert Pierce	1988-03-04	—	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-425287	CLM	Ana A Banks	1964-10-09	—	6217960533	2552 Union St, Houston, TX, 77045	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404575	CLM	Judith Carroll	1939-03-06	UHC-51003-01	2202538358	9103 Church St, Phoenix, AZ, 85075	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-409318	CLM	—Junk	2003-09-10	UHC-74908-50	5199499651	3540 Forest Ave, Mesa, AZ, 85232	0.46	Date of birth reformatted Phone reformatted City re-cased State name converted to code+5 more
CLM-407790	CLM	Jonathan O Maldonado	2002-06-14	UHC-46045-09	9203130265	7897 Highland Ave, Scottsdale, AZ, 85221	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421829	CLM	Samantha West	1987-11-13	—	9849528150	3597 Elm St, Las Vegas, NV	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-401177	CLM	Jerry West	2005-09-21	UHC-63267-01	2385881916	3779 Baseline Rd, Dallas, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400358	CLM	Lauren Hansen	1979-04-21	UHC-05841-17	6737838467	1365 Valley View Dr, Minneapolis, MN	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more

11,960 rows, page 4 of 240Previous Next