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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419824	CLM	Obrien Santiago	1991-08-09	—	4775862551	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412265	CLM	Cheryl Bisshop	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-405913	CLM	Rebecca Robinson	1980-09-09	UHC-71751-18	2422418592	3146 Lincoln Way, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-404989	CLM	Charles Lane	1953-12-13	—	8327244393	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400092	CLM	Terry Reid	1980-07-06	UHC-20740-77	—	3199 Highland Ave, Glendale, AZ, 85369	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-419785	CLM	Alexander Payne	2007-04-03	UHC-40615-86	2942080306	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420836	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403541	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	3168762135	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410374	CLM	Ronald B Espinoza	1938-04-26	UHC-18202-18	5643840310	4348 River Rd, Nashville, TN, 37289	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411315	CLM	Judy Rivera	1960-05-09	UHC-37285-52	8376418707	6789 Main St, Charlotte, NC, 28209	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412500	CLM	Dennis Dunn	1984-02-25	UHC-21945-46	7884501406	4708 Valley View Dr, Tucson, AZ, 85718	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-415591	CLM	Jeffrey Willis	1999-12-20	UHC-26080-43	3173024246	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417488	CLM	Nelson Gloria	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-422920	CLM	Alexsi W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405095	CLM	Valentina Alvarado	1953-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430375	CLM	Vincent J Simpson	1982-02-19	UHC-76112-03	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411137	CLM	Vincent Larson	1988-05-15	—	8854984227	2120 Church St, Dallas, TX, 75240	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425939	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425094	CLM	Paul Luna	1974-05-11	UHC-71549-96	9529945118	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412194	CLM	Ralph Rios	1940-09-12	—	3529736896	7140 Broadway, Plano, TX, 75082	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422959	CLM	Sara Morgna	1993-01-19	UHC-83917-94	4492814899	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409252	CLM	Pat Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA, 30354	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403045	CLM	Brittany Kim	1958-12-16	—	3514706707	6440 Central Ave, Houston, TX, 77010	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403835	CLM	Frank Bailey	1960-07-08	—	8194378034	6013 Central Ave, Austin, TX, 78787	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409505	CLM	David Martin	2007-09-12	UHC-21370-34	3228769904	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-413452	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-400724	CLM	Patrick Robinson	1977-04-11	—	2776456911	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427844	CLM	Ruht Montgomery	1968-10-18	UHC-83646-29	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423061	CLM	Judy Gordon	1970-11-01	—	4996647707	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413643	CLM	Lauren Hill	1970-11-09	—	3917240818	7973 Park Pl, Denver, CO, 80283	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429475	CLM	Megan Mejia	1982-04-28	UHC-65430-50	3818811128	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429795	CLM	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403809	CLM	Dorothy Tucker	2000-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423245	CLM	Sophia Lawrence	1989-05-04	UHC-54923-39	2544280562	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-401349	CLM	Justin Rodriguez	1953-06-15	UHC-92157-55	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413930	CLM	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410662	CLM	Carolyn King	1957-07-13	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417057	CLM	Lauren Simpson	1998-09-17	—	3607510966	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428887	CLM	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423323	CLM	Sara Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431364	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	8182614739	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420853	CLM	Joseph Ortiz	1947-03-02	UHC-93470-79	5564832055	9438 Oak St, Austin, TX, 78729	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428501	CLM	Kimberly Howard	2008-09-21	UHC-44964-12	2426604068	1953 Desert Sky Blvd, Chandler, AZ, 85280	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-403204	CLM	Marinaa Collins	1966-09-24	—	—	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-431649	CLM	Samuel Ryan	1967-11-16	—	8534392817	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418871	CLM	Joseph X Carpenter	1942-01-28	UHC-79380-69	2197361619	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423654	CLM	Jonathan Castillo	1970-02-18	—	9342811565	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406060	CLM	Thomas Ruiz	1999-08-04	—	4917332415	6617 Elm St, Chandler, AZ, 85237	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404225	CLM	Christine Coleman	1988-07-15	—	7448458736	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420881	CLM	Heather Kennedy	2008-04-19	UHC-93835-23	9202356149	9077 Maple Ave, Tempe, AZ, 85207	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more

13,120 rows, page 192 of 263Previous Next