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-412431	CLM	Willie F Hansen	1941-12-16	—	3386239076	4689 Park Pl, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
CLM-417443	CLM	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420441	CLM	Omar Allen	1997-07-16	—	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430165	CLM	Raymond Castillo	1944-12-19	—	—	3054 Central Ave, Nashville, TN, 37289	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419287	CLM	Marilyn Carr	1960-12-19	—	—	3588 Jefferson Ave, Tampa, FL, 33631	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-402726	CLM	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418530	CLM	Susan H Waang	2008-01-18	UHC-69643-70	—	8465 Pine Dr, Austin, TX, 78727	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426382	CLM	Shirley Soto	—	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.80	Date of birth reformatted Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-426383	CLM	Shirley Soto	—	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.80	Date of birth reformatted Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-417287	CLM	Michelle Walker	2003-08-05	UHC-17580-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401943	CLM	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-407844	CLM	Kevin Chapman	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404725	CLM	Robert Brooks	1945-01-05	UHC-21063-19	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412799	CLM	Aguilar Amanda	1999-07-14	UHC-57660-55	6564890302	4164 Broadway # 934, Tampa, FL, 33658	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-414321	CLM	Angela E Wodos	1977-08-26	—	—	3702 Central Ave, Los Angeles, CA, 90047	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-402582	CLM	Philip S Crawford	1964-08-16	—	3057207867	9494 Maple Ave, Los Angeles, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-424041	CLM	Ruth Z Fox	1997-01-01	—	4542466460	—	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425843	CLM	Noah Watkins	2001-02-05	UHC-06395-75	7946783671	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414537	CLM	Joyce Tran	1939-04-24	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-424410	CLM	Michael S Vargas	1970-12-16	UHC-17895-09	5154559343	2345 Maple Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408006	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-408007	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-423271	CLM	Aisha Davis	1941-09-24	UHC-53783-77	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401474	CLM	Adam Nunez	1950-10-11	—	—	5131 Apache Blvd, Phoenix, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420141	CLM	Pamela Brooks	1965-09-10	UHC-52321-23	—	3184 Meadow Ln, Scottsdale, AZ, 85271	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402828	CLM	Stephanie Murrray	1990-09-14	UHC-72107-30	—	3576 Central Ave, Eden Prairie, MN, 55316	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414675	CLM	Sophia Sandoval	1964-05-26	—	2657049567	5489 Jefferson Ave, San Diego, CA, 92190	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417764	CLM	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-404880	CLM	Gary Burton	1988-01-22	UHC-41264-81	3255307505	4869 Church St, Gilbert, AZ, 85252	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-429626	CLM	Arthur Dean	1960-02-04	UHC-82188-54	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428915	CLM	Dylan George	1994-10-24	UHC-20182-18	—	5000 Bayshore Dr, Tampa, FL, 33663	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407934	CLM	Wayne Chavez	1995-08-11	UHC-99718-58	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421179	CLM	Terry W Laane	1939-07-20	—	6939379718	9751 Union St, Jacksonville, FL, 32290	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426027	CLM	John Hayes	2002-11-20	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432412	CLM	Judy Henry	1987-05-03	—	4822949035	1612 Forest Ave # 114, Tempe, AZ, 85263	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422854	CLM	Betty Fox	1967-09-04	UHC-83505-18	—	6071 Grand Ave, Nashville, TN, 37213	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430735	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-432756	CLM	Adam W Wylliamson	1957-09-07	UHC-84285-56	—	6488 Central Ave, Fresno, CA, 93772	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417815	CLM	Karn H Bishop	1939-10-24	UHC-65250-19	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417042	CLM	Joe Turrner	1987-12-01	UHC-14898-27	3745157975	55 Union St, Charlotte, NC, 28296	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-409935	CLM	Thomas Jensen	1993-10-28	—	—	2508 Maple Ave, Mesa, AZ, 85243	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429234	CLM	Natalie Bennett	1981-07-06	—	—	2327 Palm Dr Apt 34, Nashville, TN, 37258	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431767	CLM	Diego Larson	1945-03-07	—	—	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407252	CLM	Bruce Hart	1963-04-13	UHC-75859-83	—	8947 Market St, Chandler, AZ, 85288	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406455	CLM	Grake Mdina	2001-09-27	UHC-02912-01	—	6594 Canyon Rd, Minneapolis, MN, 55417	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430146	CLM	Fatima Anderson	1996-07-03	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430342	CLM	Raymond Carlson	1975-09-18	UHC-58887-83	—	2186 Baseline Rd, Atlanta, GA, 30342	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406721	CLM	Kathleen T Bailey	1983-04-15	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403853	CLM	Margaret M Torres	1995-06-22	UHC-34210-05	8554497827	1549 Ridge Rd, Jacksonville, FL, 32292	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-408640	CLM	Emma Kennedy	2004-08-12	UHC-01628-56	8555773381	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed

10,559 rows, page 142 of 212Previous Next