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

All sources, flag “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431837	CLM	Carlos O Payne	1954-12-22	UHC-37293-70	—	6927 Camelback Rd, Tucson, AZ, 85772	0.80	Middle initial moved out of first name Member ID reformatted City re-cased Placeholder values cleared
TPA-52747	TPA	Shirley U Sandoval	1957-12-19	—	2473510207	2901 Jefferson Ave, Eden Prairie, MN, 55339	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-400187	CLM	Yuki P Fuller	2003-01-01	UHC-56196-75	—	—	0.80	Middle initial moved out of first name Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-409652	CLM	Adam L Ortega	2002-10-06	UHC-52099-82	—	6213 Valley View Dr, Denver, CO, 80200	0.80	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-122710	ENR	Anggela Z Watkins	1959-11-08	UHC-59656-73	3539147433	3595 Mountain View Dr, Jacksonville, FL, 32281	0.80	Middle initial moved out of first name Phone reformatted Email lower-cased Placeholder values cleared
ENR-102814	ENR	Bryan I Mills	1951-02-23	UHC-37502-79	5378880359	978 Harbor Blvd, Tempe, AZ, 85244	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased
TPA-54854	TPA	Kimberly E Duncan	1999-07-10	—	—	6835 Jefferson Ave, Jacksonville, FL, 32284	0.80	Middle initial moved out of first name Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-136624	ENR	Cynthia K Pierce	1943-11-01	UHC-83180-92	9458987523	7470 Bayshore Dr, Scottsdale, AZ, 85255	0.80	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed
ENR-100268	ENR	Timmothy I Hyll	1972-11-13	UHC-84728-25	2065131588	8169 Main St, Miami, FL, 33171	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased
CLM-414981	CLM	Priya B Rice	1956-12-11	UHC-92535-76	2084330337	9320 Bayshore Dr, Chandler, AZ, 85250	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23163	PRV	Maria A Vazquez	1980-02-04	—	2478364773	8005 Mountain View Dr, Plano, TX, 75021	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-128379	ENR	Yuki V Gonzales	1983-06-23	UHC-45856-82	8599703479	7979 Pine Dr, Charlotte, NC, 28244	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased
ENR-137485	ENR	Juan Q Gutierrez	1998-08-06	UHC-79291-18	8548798762	7584 Mesa Dr, Denver, CO, 80257	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-124805	ENR	Charles S Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd, Glendale, AZ, 85309	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
ENR-122859	ENR	Jeaan K Crawford	1989-05-19	UHC-16855-50	5029130457	8063 Mountain View Dr, San Diego, CA, 92184	0.80	Middle initial moved out of first name Phone reformatted Email lower-cased Whitespace trimmed
CLM-415204	CLM	Eugene B Myers	1955-06-28	UHC-56385-29	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
ENR-104914	ENR	Wei W Gardner	2000-01-27	UHC-63664-85	9166691649	4864 Main St, Tampa, FL, 33614	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
ENR-131833	ENR	Maria V Lawson	1976-05-24	UHC-70296-83	3904353332	1902 Broadway, Los Angeles, CA, 90020	0.80	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased
PRV-26976	PRV	Natalie H Duncan	1972-03-22	UHC-88287-19	6413717461	930 Meadow Ln, Las Vegas, NV, 89125	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26977	PRV	Natalie H Duncan	1972-03-22	UHC-88287-19	6413717461	930 Meadow Ln, Las Vegas, NV, 89125	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-430435	CLM	Kathleen S Moore	1989-12-27	UHC-75963-29	4339976390	6354 Sage Ct, San Diego, CA, 92109	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-423126	CLM	Arthur V Anderson	1982-06-09	UHC-92354-94	—	—	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
ENR-105661	ENR	Ana U Espinoza	1996-11-19	UHC-35329-82	9093355723	9821 Ridge Rd, Phoenix, AZ, 85045	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105662	ENR	Ana U Espinoza	1996-11-19	UHC-35329-82	9093355723	9821 Ridge Rd, Phoenix, AZ, 85045	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108841	ENR	Marcus Q Romero	1990-03-08	UHC-49692-40	3902103346	7791 Indian School Rd, Denver, CO, 80232	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed
CLM-425072	CLM	Christian I Wang	1997-10-07	UHC-38656-07	—	5488 Central Ave, Houston, TX, 77015	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
ENR-116468	ENR	Hiroshi R Padilla	2004-06-07	UHC-81437-39	3352722116	1931 Main St, Austin, TX, 78750	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted
ENR-124749	ENR	Joran L Greene	1986-10-12	UHC-15739-92	6226699163	7289 Palm Dr, Minneapolis, MN, 55428	0.80	Middle initial moved out of first name Phone reformatted Member ID reformatted Whitespace trimmed
CLM-425435	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425434	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140837	ENR	Bradley U Brown	1998-07-08	UHC-00137-34	2758195938	9530 Grand Ave, Tampa, FL, 33683	0.80	Middle initial moved out of first name Phone reformatted State code upper-cased Placeholder values cleared
ENR-128072	ENR	Maria X Delgado	1996-06-14	UHC-95248-22	2465913779	9693 Highland Ave, Nashville, TN, 37285	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-432134	CLM	Maria W Welch	1950-04-01	—	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-422985	CLM	Bobby T Puwell	1941-09-10	UHC-35845-09	5786488115	—	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
ENR-113053	ENR	Alan H Nunez	2003-08-05	UHC-53813-83	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.80	Middle initial moved out of first name Phone reformatted Email lower-cased Whitespace trimmed
ENR-139651	ENR	Noah H Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr, Atlanta, GA, 30343	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-427179	CLM	Steven D Vargas	2003-11-24	UHC-01681-94	5014179606	1102 Bayshore Dr, Minneapolis, MN, 55428	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-413672	CLM	Lucas L Jean	1978-04-09	UHC-57504-10	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
ENR-101997	ENR	Ralph F Gonzalez	1994-03-16	UHC-28287-12	7308811916	7003 Jefferson Ave, Las Vegas, NV, 89189	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-408375	CLM	Ashley J Garcia	1986-01-15	UHC-64842-69	5635859856	—	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109245	ENR	Angela M Sanders	1975-04-01	UHC-47771-45	6852814160	2301 Grand Ave, Jacksonville, FL, 32217	0.80	Middle initial moved out of first name Phone reformatted City re-cased Whitespace trimmed
CLM-424001	CLM	Amanda Y Hansen	1965-07-06	UHC-59930-97	4828507912	1518 Canyon Rd, Minneapolis, MN, 55415	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-101573	ENR	Brittany K Hawkins	1993-08-16	UHC-72035-60	9229415322	4053 Pine Dr, Charlotte, NC, 28241	0.80	Middle initial moved out of first name Name re-cased City re-cased Whitespace trimmed
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
ENR-116518	ENR	Gerald T Valdez	1959-02-26	UHC-29944-62	8052345682	5759 Broadway, Plano, TX, 75029	0.80	Middle initial moved out of first name Phone reformatted Email lower-cased Whitespace trimmed
CLM-428700	CLM	Susan C Hamilton	1983-12-09	UHC-49973-47	—	4288 Church St, Sacramento, CA, 95810	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-427018	CLM	Richard F James	1974-11-02	UHC-68219-53	6854676221	—	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-411984	CLM	Emily V Tucker	1962-09-12	UHC-49253-29	—	—	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-409996	CLM	Charlotte G Larsno	1991-02-27	—	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
ENR-115141	ENR	Virginia N Harvey	2008-05-20	UHC-98212-19	8587676921	7773 Main St, Dallas, TX, 75280	0.80	Middle initial moved out of first name Phone reformatted City re-cased Email lower-cased

1,125 rows, page 21 of 23Previous Next