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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-417084	CLM	Russell Matthews	1964-12-28	UHC-68793-97	—	8711 Union St Apt 5, San Antonio, TX, 78245	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+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-419121	CLM	Jake Espinoza	1942-06-20	UHC-07841-77	5704838208	2984 Desert Sky Blvd # 755, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Member ID 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-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-408173	CLM	Kenneth Kellly	1966-06-27	UHC-11325-94	4895881399	6640 Indian School Rd # 198, Tucson, AZ, 85722	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-408088	CLM	Kathryn Perry	1971-07-27	UHC-90777-05	7694911117	4230 Pine Dr, Atlanta, GA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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-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-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth 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-422533	CLM	Joan Harvey	1994-03-15	UHC-56570-62	—	2921 Forest Ave # 116, Tampa, FL, 33644	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-417561	CLM	Marcus J Allvarado	1949-06-12	UHC-99938-50	—	53 Union St, San Antonio, TX, 78272	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+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-409099	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	5329 Lincoln Way Apt 17, Atlanta, GA, 30372	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-423595	CLM	Christine Hoffman	2003-05-09	UHC-38010-16	—	5855 Spring St, Phoenix, AZ, 85022	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-417775	CLM	Patricia K Phillips	1964-04-13	UHC-42386-79	—	6649 Hillcrest Rd, Plano, TX, 75021	0.46	Name re-cased Date of birth 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
CLM-417459	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-432482	CLM	Luis Jonees	1948-05-16	UHC-28777-79	9778047251	2298 Sage Ct, Phoenix, AZ, 85096	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419689	CLM	Ryan Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426522	CLM	Steven Spencer	1973-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419153	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	7844308706	6649 Grand Ave, Jacksonville, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421170	CLM	Priya Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-403522	CLM	Marcus Nichols	2004-08-26	UHC-44150-48	—	7644 Ridge Rd, Minneapolis, MN, 55461	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-418559	CLM	Lauen Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 18, Scottsdale, AZ, 85207	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412294	CLM	Gregory K Torres	1984-02-22	UHC-36621-45	—	4772 Ocean Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-400231	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-405615	CLM	Amber S Garza	1950-05-04	—	—	6737 Apache Blvd, Phoenix, AZ, 85001	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
CLM-429314	CLM	Valentina Stevens	1943-01-26	—	2169998608	5643 Meadow Ln, Eden Prairie, MN, 55358	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-426081	CLM	Mason Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414448	CLM	Emily Wels	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430178	CLM	Ethan EJunk	1961-03-01	UHC-07381-68	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-405921	CLM	Steven Ortaga	1941-03-27	—	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

10,559 rows, page 3 of 212Previous Next