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-423631	CLM	Samuel R Clark	1942-06-03	UHC-46047-49	8156507802	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401034	CLM	Soffia Walker	1945-03-20	UHC-03102-14	4214520773	4802 Oak St, Austin, TX, 78761	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-427270	CLM	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427269	CLM	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425187	CLM	Duncan Larry	1989-04-28	UHC-94999-36	6885946290	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415146	CLM	Carol Ramirez	1944-09-23	—	—	1707 Maple Ave, Minneapolis, MN, 55464	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-421771	CLM	Jose Perez	1980-04-25	UHC-94809-39	6265567316	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416097	CLM	Joan Padilla	1968-09-01	UHC-77414-10	—	8521 Broadway, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-413491	CLM	Jeremy Armstrong	1989-04-21	UHC-07659-04	7188070514	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417904	CLM	George Slva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ, 85322	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417715	CLM	Brenda H Santiago	1995-01-10	UHC-09741-04	5637327961	7882 Washington St, Glendale, AZ, 85377	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-423072	CLM	Shirley E Obrien	1969-06-05	UHC-62601-51	4902453616	5922 Maple Ave, Sacramento, CA, 95838	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406528	CLM	Lauren Perry	1948-09-28	—	—	7404 Desert Sky Blvd, Eden Prairie, MN, 55338	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-422852	CLM	Julia Baker	1975-07-01	UHC-87121-87	4634874714	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413918	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431858	CLM	Kathleen L Lane	2005-05-21	UHC-17661-79	5406334740	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408899	CLM	Alexis Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415662	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415663	CLM	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412869	CLM	Nancy Johnson	1956-08-03	UHC-08685-37	7753400220	7906 Broadway, Tucson, AZ, 85789	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405554	CLM	Heather Autsin	1990-10-11	UHC-98318-39	7669865307	6047 Lincoln Way, Austin, TX, 78774	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407256	CLM	Jonathan Coleman	1983-08-19	—	6116831471	1446 Spring St, Denver, CO, 80248	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430378	CLM	Brenda Parker	1959-12-24	UHC-50412-36	—	6506 Elm St, Austin, TX, 78775	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-418383	CLM	Brenda Hernandez	1997-04-12	UHC-85229-30	—	1513 Bayshore Dr, Seattle, WA, 98146	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-410731	CLM	Arjun Gutierrez	2005-12-12	UHC-35844-53	4976030816	1284 Canyon Rd, San Antonio, TX, 78238	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419420	CLM	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
CLM-420471	CLM	Philip Warrd	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429514	CLM	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-401870	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	4423 Lincoln Way, Scottsdale, AZ, 85275	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430196	CLM	Jennifer X Young	1969-04-01	UHC-35867-87	6323518064	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423794	CLM	Samantha Reid	1977-02-22	—	6452977729	5376 Canyon Rd, Los Angeles, CA, 90092	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429500	CLM	Jonathan Long	2000-02-25	—	6754737058	7989 Market St, Nashville, TN, 37242	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404827	CLM	Robert S Dunn	1951-07-20	UHC-95326-41	3987553995	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424683	CLM	William Rivera	1971-03-13	UHC-47674-88	5122810729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408295	CLM	Grace Cox	1962-03-19	UHC-73907-70	8353519760	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421148	CLM	Maria Hoffman	2000-05-27	—	5308692265	6203 Indian School Rd, Tampa, FL, 33658	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-410873	CLM	Thomas Luna	1987-04-10	UHC-64102-71	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420505	CLM	Valentina E Hawkins	1977-12-04	UHC-08903-57	3956797659	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420660	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-420232	CLM	Theresa Meyer	1970-02-18	UHC-06837-05	6277376605	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-419134	CLM	Jonathan W McDnald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd, Gilbert, AZ, 85275	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-418301	CLM	Donald Hayes	1949-04-16	—	—	5151 Jefferson Ave, Los Angeles, CA, 90006	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414525	CLM	Mariana Evans	1997-10-27	UHC-97361-74	—	9718 River Rd, Nashville, TN, 37251	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-422178	CLM	Austni Tucker	1954-08-12	UHC-47758-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403681	CLM	Sarah M Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418827	CLM	Tran Natalie	1970-05-17	UHC-79922-12	4223195655	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429539	CLM	Ahmed Sanders	1969-10-02	UHC-18360-29	7449930595	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-403042	CLM	Nick J Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA, 92166	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403041	CLM	Nick J Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA, 92166	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411581	CLM	Samuel Williamson	1960-08-28	UHC-39070-93	8539419914	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

10,559 rows, page 153 of 212Previous Next