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-418761	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
CLM-413436	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	9125137199	—	0.94	Date of birth reformatted Phone reformatted Email lower-cased
CLM-422118	CLM	Eric Hudson	2008-12-03	UHC-87974-59	—	8745 Church St, Minneapolis, MN, 55422	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-412286	CLM	Janice Cook	1946-04-28	UHC-48502-58	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-427214	CLM	Ashley Bowman	1954-07-27	UHC-55178-78	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-429936	CLM	Walter M Flores	1947-07-06	—	4568713691	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-401752	CLM	Aisha Stewart	1990-01-28	UHC-19127-09	—	4407 Baseline Rd, Eden Prairie, MN, 55368	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417858	CLM	Adam Rodriguez	1997-06-16	UHC-87609-65	—	7818 Oak St, San Diego, CA, 92131	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429071	CLM	Charlotte Woods	1953-07-04	—	—	6218 Desert Sky Blvd, Plano, TX, 75010	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-401420	CLM	Priya Li	1944-12-01	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-416613	CLM	Noah Turner	1949-03-28	—	—	441 Palm Dr, Chandler, AZ, 85287	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402440	CLM	Christine Harvey	1965-07-11	—	3226586639	8556 Sage Ct, Plano, TX, 75036	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-425342	CLM	Kayla Soto	1986-07-27	UHC-21614-94	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-426260	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	—	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
CLM-423344	CLM	Amy I Castro	1989-03-26	UHC-54680-35	2084621583	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400505	CLM	William Ferguson	1965-09-19	UHC-03740-18	—	29 Market St, Austin, TX, 78774	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406249	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	—	0.94	Name re-cased Date of birth reformatted Phone reformatted
CLM-408001	CLM	Arjun M Wang	2008-11-20	UHC-07319-18	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416464	CLM	Kimberly Matthews	1995-04-26	UHC-07806-94	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-429762	CLM	Nicole Le	1987-04-18	UHC-97923-15	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405969	CLM	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423897	CLM	Mateo Chapman	1975-10-13	UHC-11485-33	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426331	CLM	Gerald Cook	1949-04-28	—	3513328385	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405079	CLM	Brian Little	1946-02-09	UHC-65114-56	—	9016 Maple Ave, Mesa, AZ, 85278	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-418463	CLM	Justin X Schultz	1985-08-09	UHC-07089-67	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429847	CLM	Eric U Willis	1956-05-07	UHC-18969-07	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-422044	CLM	Douglas Perry	1979-03-18	UHC-12328-71	3826546399	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411850	CLM	Jack Wells	2004-12-07	UHC-87508-90	—	900 Mountain View Dr, Las Vegas, NV, 89143	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412225	CLM	Kathryn Fields	1989-07-14	UHC-13615-22	6522254898	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430766	CLM	Willie Matthews	1992-03-09	UHC-07255-40	—	5707 Palm Dr, Miami, FL, 33192	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402198	CLM	Susan Morris	1958-03-10	UHC-02849-78	8002943029	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412533	CLM	Andrea King	1980-08-14	UHC-59243-19	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428512	CLM	Hannah Q Nelson	1987-03-10	—	9654875248	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408708	CLM	Judith Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-405423	CLM	Elijah Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St, Jacksonville, FL, 32237	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410992	CLM	Julia Franklin	2001-03-26	UHC-21881-25	—	2038 Indian School Rd, Jacksonville, FL, 32250	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-410178	CLM	Henry McDonald	2007-05-19	—	—	2866 Grand Ave, Orlando, FL, 32829	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410485	CLM	Carolyn Price	2005-12-07	UHC-98537-14	6302991698	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425665	CLM	Alexis Vasquez	1968-08-12	UHC-44563-43	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421401	CLM	Stephen V Butler	1942-09-28	UHC-23462-93	2724694981	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409790	CLM	Russell Price	1974-01-16	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430675	CLM	Edward Anderson	2007-01-09	UHC-38788-96	3288431070	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425996	CLM	Victoria Butler	1989-04-13	UHC-17039-24	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426974	CLM	Kevin Griffin	1961-02-19	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421232	CLM	Timothy Webb	1973-07-11	UHC-43076-62	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403080	CLM	Roy Howell	1951-03-05	—	4359597506	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403079	CLM	Roy Howell	1951-03-05	—	4359597506	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404091	CLM	Amanad Rojas	1980-05-15	UHC-37438-87	9422130658	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411497	CLM	Amanda Robinson	1973-08-11	UHC-11070-64	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-426920	CLM	Omar Li	1952-06-27	—	—	2889 Central Ave, Mesa, AZ, 85299	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 188 of 212Previous Next