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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430426	CLM	Jacqueline Mendoza	1990-02-14	UHC-51173-49	—	6121 Cedar Ln, Las Vegas, NV, 89110	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-414839	CLM	Elijah Y Ferguson	1965-08-27	UHC-23904-16	—	1718 River Rd, Fresno, CA, 93792	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424946	CLM	Maria Rmos	1993-08-27	UHC-15701-44	—	1825 Pine Dr, Columbus, OH, 43231	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404275	CLM	Andrea Medina	1987-08-16	—	—	4090 Church St, Tucson, AZ, 85757	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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-417337	CLM	Judy Z Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 11, San Antonio, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422304	CLM	Omar Arnold	1976-04-22	UHC-09544-10	—	1974 Baseline Rd, Jacksonville, FL, 32254	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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-416053	CLM	Bian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St Apt 29, Tempe, AZ, 85286	0.38	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
CLM-415849	CLM	Shirley Harper	1966-05-19	UHC-21504-79	—	9319 Church St Apt 37, Scottsdale, AZ, 85288	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426262	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426263	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405173	CLM	Barbara R Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 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-417409	CLM	Kimberly Mejia	1985-02-21	UHC-36570-17	—	5419 Park Pl, Seattle, WA, 98113	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425510	CLM	Aaron Watkins	1967-12-08	—	—	7721 Maple Ave, Sacramento, CA	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+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-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-431131	CLM	Debra Nelson	1945-02-26	UHC-84410-57	—	9628 Maple Ave, San Diego, CA, 92142	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422037	CLM	Abby Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422268	CLM	Justin Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410004	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432142	CLM	Joyce Hunt	1993-11-16	—	—	2184 Main St, Atlanta, GA, 30324	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409802	CLM	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd, Jacksonville, FL, 32274	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420716	CLM	Sandra Owens	1972-03-03	UHC-34059-29	—	7000 Harbor Blvd Apt 16, Chandler, AZ, 85271	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410993	CLM	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd, Houston, TX, 77096	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419879	CLM	DJunk	1968-12-08	UHC-94194-46	4385848749	3230 Oak St, Houston, TX, 77092	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416791	CLM	Park Luis	1961-06-19	UHC-49347-27	7889236984	7004 Harbor Blvd, Sacramento, CA, 95876	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
CLM-422795	CLM	William Lynch	1958-01-03	—	—	8148 Sunset Blvd, Los Angeles, CA, 90013	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Gender normalised+2 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
CLM-413189	CLM	Sophia Estrada	1992-09-22	UHC-67827-54	—	2462 Elm St, Tucson, AZ, 85779	0.42	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+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-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-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-415286	CLM	Edwards Janice	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-408570	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-424381	CLM	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-416467	CLM	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-420533	CLM	Mertha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX, 75041	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-420137	CLM	Alexander Patterson	1965-06-14	—	—	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-426580	CLM	Vincent Moore	1979-05-25	UHC-97868-67	—	7776 Market St, Miami, FL, 33145	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-418240	CLM	Abigail Q Lawrence	1988-07-20	—	4909450445	708 Oak St, Denver, CO, 80218	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-402709	CLM	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 34, Atlanta, GA, 30382	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403010	CLM	Dennis Nguyen	2000-08-27	UHC-55252-88	9455656377	2025 Willow Ct, Nashville, TN, 37224	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more

2,168 rows, page 3 of 44Previous Next