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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412061	CLM	Andrew Lee	1991-10-06	UHC-17562-92	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404719	CLM	Karen Walker	1964-08-19	—	4455396447	8920 Grand Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424735	CLM	Joe Thomas	1975-10-17	UHC-78254-13	8457618659	9108 Washington St, San Antonio, TX, 78215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407522	CLM	Keith F Nguyen	1947-11-24	—	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-401618	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419283	CLM	Madison Rodriguez	1986-03-20	UHC-00079-57	8652082036	3693 Forest Ave, Plano, TX, 75023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427124	CLM	Eugene Phillips	2004-12-09	—	6136989682	6874 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423543	CLM	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL, 33125	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421891	CLM	Camila Wang	1964-02-18	—	—	1186 Elm St, Sacramento, CA, 95806	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432239	CLM	Alice O Webb	1970-08-21	UHC-97323-98	5646924706	4530 Washington St, Tucson, AZ, 85707	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414984	CLM	Judith Romero	1965-12-01	—	6459399856	1753 River Rd, Austin, TX, 78784	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-428511	CLM	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL, 33646	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427295	CLM	Cheryl Pena	1992-06-08	—	7818009455	5459 Valley View Dr, Minneapolis, MN, 55480	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432444	CLM	Shirley Whhite	1949-03-16	—	—	4682 Ocean Ave, Columbus, OH, 43208	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-405838	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406600	CLM	Douglas F Garza	1946-09-15	—	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432473	CLM	Juan Snyder	1939-04-17	—	—	7663 Spring St, Las Vegas, NV, 89164	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431923	CLM	Brenda Wallace	2007-02-21	—	—	1270 Park Pl, Orlando, FL, 32880	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431401	CLM	Gary Matthews	1945-11-13	—	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423459	CLM	Kevin Franklin	1971-02-24	—	3168431466	4629 Willow Ct, Nashville, TN, 37284	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-401348	CLM	Justin Rodriguez	1954-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430162	CLM	Matthesw Alexis	1973-07-24	—	4255427194	676 Main St, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411761	CLM	Aaron Freeman	1971-12-14	—	6839598882	3900 Main St, Glendale, AZ, 85369	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410130	CLM	Stephanie Reed	1993-01-10	—	2635950946	7427 Church St, Nashville, TN, 37269	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403477	CLM	Andrew Little	2004-01-02	UHC-87361-26	—	2488 Forest Ave, Orlando, FL, 32880	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-404155	CLM	Olivia Fox	1976-01-11	—	7778314682	1864 Market St, Austin, TX, 78750	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414571	CLM	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-430553	CLM	Kimberly Evans	1974-07-09	—	—	6967 Palm Dr, San Antonio, TX, 78271	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407673	CLM	Andrea Z Rivera	1976-05-09	UHC-55163-08	—	7221 Valley View Dr, Denver, CO, 80259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417352	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	3589 Desert Sky Blvd Apt 26, Los Angeles, CA, 90058	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409837	CLM	Joe Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423552	CLM	Doris Castillo	1982-09-17	—	9102745382	9025 Highland Ave, Columbus, OH, 43264	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415980	CLM	Priya Webb	1986-11-22	UHC-41727-72	5973211335	5120 Main St, Glendale, AZ, 85392	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403756	CLM	Amy K Alvarado	1976-08-13	—	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411827	CLM	Juan E Freeman	1958-02-23	UHC-45689-44	—	4017 Forest Ave, Orlando, FL, 32823	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419815	CLM	Richard Elliutt	1965-03-28	UHC-99835-59	—	5139 Ridge Rd, Dallas, TX, 75223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-426530	CLM	Kimberly Banks	1973-08-14	—	2288029057	1608 Pine Dr, Miami, FL, 33145	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421643	CLM	Brenda Smith	1940-04-14	—	—	4140 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405349	CLM	Bryan Stevenns	1967-08-25	—	6424924703	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411922	CLM	Alexis P Sandoval	1984-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431351	CLM	Rick Medina	1972-05-09	—	—	3811 Mesa Dr, Chandler, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405847	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414893	CLM	Will Daniels	1969-09-18	UHC-94662-39	5652545974	9324 Bayshore Dr, Minneapolis, MN, 55452	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419671	CLM	William Singh	1953-02-25	—	6638347777	2604 Meadow Ln, Dallas, TX, 75222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411333	CLM	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2291 Church St, Houston, TX, 77039	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430983	CLM	Arthur Marshall	1983-04-25	UHC-12148-09	—	2973 Forest Ave, Tampa, FL, 33616	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415238	CLM	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431063	CLM	Caroyln Soto	1988-02-20	—	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 176 of 376Previous Next