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-400023	CLM	Donald R Cole	2002-06-28	UHC-90325-35	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416169	CLM	Patrick Schmidt	1979-01-23	UHC-38127-44	6073844243	3334 Mesa Dr, Jacksonville, FL, 32248	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406909	CLM	Emily Greeen	1972-11-07	UHC-54979-01	—	4133 Willow Ct, Chandler, AZ, 85286	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406910	CLM	Emily Greeen	1972-11-07	UHC-54979-01	—	4133 Willow Ct, Chandler, AZ, 85286	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428278	CLM	Terry Bailey	1996-06-13	UHC-05528-15	—	2861 Oak St, Gilbert, AZ, 85278	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-423814	CLM	Bryan R Hamilton	2002-06-03	—	3358543351	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429146	CLM	Nancy Morales	1945-10-03	—	6607485132	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413509	CLM	Gabriel Rogers	1974-11-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421845	CLM	Zachary Schmidt	1956-03-03	—	—	9274 Canyon Rd, Houston, TX, 77067	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404204	CLM	Georeg Lewis	2005-02-23	UHC-96111-39	—	2058 Sage Ct, Houston, TX, 77017	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-407981	CLM	Richard Herera	1984-08-28	—	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-405016	CLM	Alan Wagner	1970-03-01	UHC-75092-90	—	6466 Broadway, Los Angeles, CA, 90063	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417139	CLM	Daniel E Cooper	1969-07-18	—	6208011209	142 River Rd, Austin, TX, 78775	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401545	CLM	Samuel Mejia	2003-07-13	UHC-08695-80	—	8131 Broadway, Tucson, AZ, 85768	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
CLM-417099	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way, Charlotte, NC, 28240	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426942	CLM	James Gardner	1993-12-01	UHC-18662-01	5738737689	4528 Desert Sky Blvd, Nashville, TN, 37280	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419911	CLM	Linda Wagner	1994-05-17	—	3179276389	3653 Pine Dr, Atlanta, GA, 30338	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415844	CLM	Eric Andrews	1996-10-25	—	2632755005	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403818	CLM	Kelly Y Carroll	1991-12-06	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416016	CLM	Diego Wood	1958-10-04	UHC-65356-80	7774691978	3988 Grand Ave, Austin, TX, 78722	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-432373	CLM	Debra Aguilar	1995-07-07	—	8343070653	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428497	CLM	Walter Knight	2002-07-25	—	—	7563 Ocean Ave, Fresno, CA, 93785	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412017	CLM	Jessica Marquez	1944-08-20	UHC-92947-24	6646588485	8252 Indian School Rd, Seattle, WA, 98185	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427636	CLM	Steven Cole	1970-03-07	UHC-33866-79	—	8077 Willow Ct, Tempe, AZ, 85258	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418548	CLM	Russell Powell	1939-10-22	UHC-73379-98	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-421255	CLM	Brian B Cook	1997-03-07	UHC-33766-77	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419325	CLM	Cheryl M Garcia	1989-11-19	—	4237356103	210 Mesa Dr, Orlando, FL, 32829	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426087	CLM	Gary Freeman	1972-10-03	UHC-26226-69	—	8770 Maple Ave, Glendale, AZ, 85338	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425702	CLM	Betty M Willis	1958-07-17	—	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406990	CLM	Olivia Franklin	1980-08-11	UHC-67158-45	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431926	CLM	Alexis Reed	1955-03-05	UHC-79076-73	2516881975	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400174	CLM	Janice Rivera	1975-04-23	UHC-27879-12	8125380707	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428348	CLM	Christian Mejia	1997-12-24	UHC-16395-85	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416067	CLM	Rachel Coleman	1982-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416068	CLM	Rachel Coleman	1982-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430231	CLM	Natalie Johnston	1963-03-03	UHC-51311-29	4278556740	2698 Elm St, Atlanta, GA, 30306	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417962	CLM	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431989	CLM	Austin Hansen	2002-05-16	UHC-79692-72	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408103	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408104	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-400564	CLM	Janice Kelley	1960-05-25	UHC-15572-90	—	5743 Pine Dr, Los Angeles, CA, 90036	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408022	CLM	Carlos Stone	1982-01-01	UHC-21036-35	7916049053	3927 Lincoln Way, Atlanta, GA, 30345	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-420891	CLM	Hennry K Harper	1984-06-23	UHC-81588-42	—	8644 Broadway, Fresno, CA, 93708	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419979	CLM	Jeremy Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH, 43260	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406316	CLM	Santiago Oliver	2001-09-27	UHC-67432-85	7523633157	2408 Church St, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
CLM-408453	CLM	Lawrence Morrison	1965-09-14	—	8405275947	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405553	CLM	Heather Ausin	1990-10-11	UHC-98318-39	—	6047 Lincoln Way, Austin, TX, 78774	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-413454	CLM	Hannah Ferguson	1991-12-11	UHC-39726-66	5204389894	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428470	CLM	Cheryl Ferguson	2008-03-01	—	—	8828 Canyon Rd, Gilbert, AZ, 85288	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-427998	CLM	Shirley T Carr	1938-09-16	—	7292272123	281 Meadow Ln, Fresno, CA, 93770	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 165 of 212Previous Next