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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419924	CLM	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418393	CLM	Maria Reid	1943-06-02	UHC-95329-63	—	8664 Mountain View Dr, Las Vegas, NV, 89198	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426227	CLM	Samantha Morris	2004-09-22	—	8475354994	3973 Baseline Rd, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-411546	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	5805 Mountain View Dr, Denver, CO, 80255	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-426066	CLM	Charles Tucker	1961-02-23	—	—	6126 Indian School Rd, Mesa, AZ, 85219	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410259	CLM	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	1902 Mountain View Dr, Denver, CO, 80295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-427136	CLM	Deb Holmes	1955-02-13	UHC-69891-65	7645384107	4331 Grand Ave Apt 27, Nashville, TN, 37236	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-413968	CLM	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr, Seattle, WA, 98119	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428365	CLM	Jonathan Brooks	1999-03-20	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-421621	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403480	CLM	Hiroshi Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416027	CLM	Brenda Nguyen	1950-10-10	UHC-96686-39	—	5028 Harbor Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419853	CLM	Roy Mils	1963-12-12	UHC-46354-30	—	5385 Elm St, Minneapolis, MN, 55473	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407379	CLM	Joyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421461	CLM	Juan Kelly	1945-10-24	—	8963762803	2386 Central Ave Apt 30, Phoenix, AZ, 85057	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430195	CLM	Sara Cox	1961-08-17	UHC-33317-40	—	7281 Ocean Ave, Seattle, WA, 98164	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409969	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-426564	CLM	Paul Luna	1961-02-24	—	—	9527 Grand Ave, Fresno, CA, 93765	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-408237	CLM	Abby Vasquez	1992-01-02	UHC-90186-63	6853244514	6809 Bayshore Dr, Houston, TX, 77044	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429462	CLM	Lucia Le	1959-09-08	—	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421272	CLM	Brittany Mendez	1946-05-27	UHC-75234-10	—	5701 Baseline Rd, Columbus, OH, 43234	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428000	CLM	Daniel E Gilbert	1938-08-24	—	2658441156	9403 Market St, Tampa, FL, 33624	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410890	CLM	Katherine Bell	1997-07-13	—	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-405096	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	5559000569	2973 Main St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430741	CLM	Samantha Payne	2001-06-24	UHC-99063-40	—	4292 Washington St, Gilbert, AZ, 85200	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428168	CLM	Kevin D Matthews	1966-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405996	CLM	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX, 75090	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429983	CLM	Julie Romero	—	—	—	5486 Central Ave, Nashville, TN, 37292	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419254	CLM	Christopher Perkins	1980-12-20	—	9087919382	8198 Baseline Rd Apt 6, Scottsdale, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more

3,226 rows, page 11 of 65Previous Next