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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424039	CLM	Mazon Schultz	—	UHC-06517-82	—	773 Church St, Seattle, WA, 98158	0.70	Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-402242	CLM	Jesse Stewart	—	—	—	6125 Oak St, Gilbert, AZ, 85258	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-418467	CLM	Brittany Rios	—	—	2496124145	—	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
CLM-406851	CLM	Diego H Gonzales	—	UHC-87150-98	—	3904 Market St, Minneapolis, MN, 55408	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
CLM-431966	CLM	Carlos Weber	—	UHC-41704-07	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-431219	CLM	Amanda George	—	UHC-69524-04	—	742 Oak St, Orlando, FL, 32856	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-428468	CLM	Lius Gardner	—	—	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-410276	CLM	Martha Wood	—	—	—	7640 Spring St, Scottsdale, AZ, 85290	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-426484	CLM	Jennifer Z Williamson	—	UHC-04711-37	—	5587 Apache Blvd, Denver, CO, 80290	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-417259	CLM	Patrick Ellis	—	—	7134396493	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-407822	CLM	Wayne Johnston	—	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-426408	CLM	David L Hoffman	—	UHC-13903-09	—	6380 Central Ave, San Antonio, TX, 78260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-414806	CLM	Janet Shaw	—	UHC-96109-23	2618567515	1812 Maple Ave, Glendale, AZ, 85306	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419136	CLM	Sara Austin	—	UHC-78609-92	4124953250	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-413313	CLM	Teresa J Larson	—	—	8062937259	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-421231	CLM	Catherine Anderson	—	UHC-68010-04	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-412356	CLM	Deborah Gilbert	—	UHC-22494-09	7152997127	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-407360	CLM	Robert Patel	—	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.78	Date of birth unreadable City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-403915	CLM	Arthur Guzman	—	—	6309628444	3255 Market St, Mesa, AZ, 85268	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-424465	CLM	Isabella A Perkins	—	UHC-94647-17	9873461132	—	0.78	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-432382	CLM	Kelly King	—	—	8112433331	2448 Broadway, Nashville, TN, 37233	0.78	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+1 more
CLM-418518	CLM	Virginia Hudson	—	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-404639	CLM	Douglas M Salazar	—	—	—	1340 Union St, Seattle, WA, 98114	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-424323	CLM	Alan Powell	—	UHC-25780-72	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-409941	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406349	CLM	Joe Bishop	—	UHC-31239-05	2115342399	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-427690	CLM	Marcus Reynolds	—	UHC-16240-68	6026606361	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-419095	CLM	Judy Maquez	—	UHC-68246-94	6646744729	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426026	CLM	Valentina Welch	—	UHC-93033-26	8166164652	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-420337	CLM	Raymond N Mills	—	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-407435	CLM	Abmer X Fowler	—	UHC-88541-95	5392307779	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-412967	CLM	Janice Hunt	—	UHC-20449-42	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419586	CLM	Karen Stewart	—	—	3985202442	6295 Lincoln Way, Tempe, AZ, 85228	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-416487	CLM	Brian Bell	—	UHC-05015-78	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-416821	CLM	Nancy Hansen	—	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-427538	CLM	Mei Lane	—	—	—	1515 Valley View Dr, Las Vegas, NV, 89177	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-427416	CLM	Karen Fowler	—	—	4298398474	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
CLM-402542	CLM	James Delgado	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-422931	CLM	Anthony Hunter	—	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411616	CLM	Stephanie Lawson	—	UHC-93269-70	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-411167	CLM	Jose Morrison	—	—	6242312131	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-403511	CLM	Ronald Alvarado	—	UHC-24064-83	—	431 Lake View Rd, Mesa, AZ, 85294	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
CLM-408367	CLM	Aisha Austin	—	—	—	871 Mesa Dr, San Diego, CA, 92192	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-407974	CLM	Danielle Reynolds	—	UHC-46263-10	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-403078	CLM	Roy Howell	—	UHC-50013-23	—	8604 Lake View Rd, San Diego, CA, 92194	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared

753 rows, page 12 of 16Previous Next