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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423391	CLM	Hiroshi Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429126	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-428097	CLM	Melisas Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-420588	CLM	Emma Sanders	1948-08-06	UHC-54455-12	—	6865 Sage Ct, Nashville, TN, 37297	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-420587	CLM	Emma Sanders	1948-08-06	UHC-54455-12	—	6865 Sage Ct, Nashville, TN, 37297	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-418151	CLM	Christine Boyd	1960-02-28	—	—	7777 Elm St # 849, Jacksonville, FL, 32244	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426252	CLM	Thomas Anderson	1934-05-21	—	6514995572	5771 Canyon Rd, Sacramento, CA, 95855	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-419972	CLM	Bobby Murphy	1992-04-03	—	—	4556 Ridge Rd, Houston, TX, 77089	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418211	CLM	Cynthia Rogers	1951-07-01	UHC-45664-99	2566525435	6059 Broadway, Charlotte, NC, 28223	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428622	CLM	Martha B Washington	2001-09-04	UHC-25585-33	—	8987 Grand Ave, Denver, CO, 80200	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-426992	CLM	Martha Jenkins	1986-01-15	—	—	8650 Apache Blvd, Sacramento, CA, 95821	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419983	CLM	Jozeph Carroll	1970-10-05	UHC-92686-44	—	319 Jefferson Ave, Fresno, CA, 93789	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427875	CLM	Maria Palmer	1972-06-09	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV, 89166	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412969	CLM	Heather Pierce	1976-03-11	UHC-29304-05	—	1540 Maple Ave, San Antonio, TX, 78253	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429670	CLM	Wayne Ortiz	2005-03-01	UHC-34770-98	—	8399 Grand Ave, Atlanta, GA, 30390	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404407	CLM	Alice Morris	1995-06-09	UHC-55977-01	—	9349 Ocean Ave, Chandler, AZ, 85264	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421781	CLM	Kyle D Burns	1946-02-23	—	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-418793	CLM	Larry Chapman	1981-11-16	UHC-75031-60	—	3349 Union St Apt 29, Eden Prairie, MN, 55390	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-409327	CLM	Anna Thhompson	1973-04-05	—	—	3663 Willow Ct, Sacramento, CA, 95859	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422294	CLM	Armstrong Noah	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409142	CLM	Jackie Morales	1954-06-28	UHC-25443-28	—	92 Maple Ave, Phoenix, AZ, 85039	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408260	CLM	Pamela Hicks	1951-06-04	UHC-52905-09	—	5492 Highland Ave, Seattle, WA, 98198	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-401082	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401081	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431575	CLM	Catherine Wright	1952-12-03	UHC-46069-48	3693047991	4260 Lake View Rd, Jacksonville, FL, 32256	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-428063	CLM	Carolyn Henry	1941-09-17	UHC-10251-23	—	924 River Rd, Dallas, TX, 75256	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-414081	CLM	Richard Welch	1944-11-08	—	—	765 Jefferson Ave, Phoenix, AZ, 85063	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-415543	CLM	Eugene Roberts	1991-08-14	—	—	5606 Lincoln Way, San Antonio, TX, 78285	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-429624	CLM	Mateo Riley	1995-03-20	UHC-78610-28	—	231 Cedar Ln, Eden Prairie, MN, 55313	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403421	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419474	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	—	9466 Church St, Gilbert, AZ, 85227	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-409589	CLM	Adam Z Turnr	1959-06-10	—	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-407118	CLM	Gloria Allen	1992-09-12	—	—	6590 Lake View Rd, Austin, TX, 78719	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404576	CLM	Scottt Richardson	1980-05-06	—	—	9172 Canyon Rd, Chandler, AZ, 85243	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-428162	CLM	Shirley Vasquez	1954-09-09	—	—	4637 Mesa Dr, Plano, TX, 75041	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418334	CLM	Ashley Nelson	1996-12-25	UHC-79695-84	9554781769	417 Willow Ct, Seattle, WA, 98129	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429730	CLM	Barbara Rodriguez	1954-04-20	UHC-58424-93	—	8259 Sage Ct, Phoenix, AZ, 85014	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418944	CLM	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419769	CLM	Catherine Davis	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414085	CLM	Evelyn Nguyen	2003-06-09	—	2067358821	5532 Union St, Tucson, AZ, 85739	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-426995	CLM	Harold Matthews	1967-11-23	UHC-47451-76	—	1371 Elm St, Nashville, TN, 37212	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403805	CLM	Austin H Mendoza	1939-04-11	UHC-24980-13	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-417791	CLM	Fatima Gaza	1972-11-26	—	—	1370 Lincoln Way, Scottsdale, AZ, 85285	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-428486	CLM	Terry Hughes	2002-02-18	—	—	3241 Valley View Dr, Phoenix, AZ, 85018	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-432801	CLM	Eugene Graham	1950-06-16	UHC-67388-37	—	7226 Oak St, Atlanta, GA, 30343	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422054	CLM	Sarra Williams	1983-11-20	—	3034258929	5208 Sunset Blvd, Chandler, AZ, 85252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408839	CLM	Ahmed Vasquez	1956-06-02	UHC-88338-81	—	6948 Camelback Rd, Gilbert, AZ, 85282	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412511	CLM	Kyle Jensen	1954-08-01	—	—	5279 Spring St, Las Vegas, NV, 89131	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417156	CLM	Jesse Dean	1985-05-24	UHC-90899-50	—	8179 Ridge Rd, Chandler, AZ, 85206	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared

2,352 rows, page 36 of 48Previous Next