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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430749	CLM	Dennis Gray	1960-02-19	UHC-06968-28	—	1283 Sunset Blvd, Miami, FL, 33163	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422670	CLM	Noah Z Sanchez	1989-10-24	UHC-62379-68	6324798982	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-413280	CLM	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429591	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411047	CLM	Matthew G Harper	1987-11-08	UHC-68492-17	—	1568 Central Ave, Gilbert, AZ, 85224	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400940	CLM	Douglas Hughes	1943-02-13	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Date of birth reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-413434	CLM	Andrew Bell	1964-08-20	UHC-15391-25	—	5494 Union St, San Antonio, TX, 78287	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431294	CLM	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-405257	CLM	Frnak Padilla	1964-02-14	UHC-18739-54	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-421175	CLM	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA, 95814	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403737	CLM	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-420414	CLM	Gloria Tran	1945-05-04	UHC-23626-76	—	403 Lake View Rd, Tampa, FL, 33674	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422609	CLM	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	8867 Forest Ave, Miami, FL, 33154	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-405957	CLM	Rachel M West	1951-09-13	UHC-58253-49	2376717144	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-412785	CLM	Lawrence Griffin	1992-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413251	CLM	Ben Carpenter	1988-11-08	UHC-14500-07	5583911446	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422686	CLM	Maria Yang	1944-08-09	UHC-83885-20	9769464155	7807 Ridge Rd, Gilbert, AZ, 85279	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425902	CLM	Megen Aguilar	1960-12-14	UHC-68242-45	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-421875	CLM	Judy F Perkins	1981-12-19	UHC-49732-53	—	7070 Park Pl, Eden Prairie, MN, 55383	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-411193	CLM	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425876	CLM	Maria Green	1959-06-16	UHC-28618-76	—	5973 Meadow Ln, Nashville, TN, 37270	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-421231	CLM	Catherine Anderson	—	UHC-68010-04	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-405050	CLM	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl, Las Vegas, NV, 89152	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405051	CLM	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl, Las Vegas, NV, 89152	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-404899	CLM	Zachary Gibson	1955-12-07	UHC-27948-29	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-415664	CLM	Logan Yng	1968-12-06	UHC-63190-60	5575170109	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-431224	CLM	Christian U Lynch	1982-04-12	UHC-89218-09	4735622060	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-426246	CLM	Samuel George	2008-12-03	UHC-58433-14	—	2754 Cedar Ln, Denver, CO, 80222	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411392	CLM	Lori Q Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400434	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400435	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-423531	CLM	Ronald Reid	1953-06-20	UHC-88429-29	4767887847	6622 Park Pl, Scottsdale, AZ, 85277	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409188	CLM	Anna Hall	2001-04-04	UHC-10415-23	9816328969	1680 Jefferson Ave, Miami, FL, 33114	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405476	CLM	Ann Simpson	1975-01-13	UHC-91154-93	—	63 Indian School Rd, Tempe, AZ, 85297	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427274	CLM	Maria H Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424793	CLM	Tyler Waber	1967-01-20	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427795	CLM	Camial E Parker	1957-05-01	UHC-18232-09	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-417636	CLM	Wayne Carter	1991-01-27	UHC-02070-94	—	473 Forest Ave, Plano, TX, 75038	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420951	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406117	CLM	Jacqueline Ryan	1973-08-14	UHC-97443-27	—	5196 Mesa Dr, Houston, TX, 77024	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401910	CLM	Kyle Phillips	1975-06-05	UHC-18502-69	4723023202	8886 Broadway, Dallas, TX, 75204	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-401321	CLM	Maarilyn Miller	1955-01-17	UHC-47254-57	—	6379 Pine Dr, Sacramento, CA, 95808	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401320	CLM	Maarilyn Miller	1955-01-17	UHC-47254-57	—	6379 Pine Dr, Sacramento, CA, 95808	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418736	CLM	Denise Soto	1966-06-11	UHC-64839-09	7777088400	6039 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-431487	CLM	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

2,293 rows, page 27 of 46Previous Next