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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424272	CLM	McDonald Kathryn	—	UHC-36310-12	8414039999	7145 Elm St, Phoenix, AZ, 85060	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-416988	CLM	Stephanie Richardson	1991-02-04	UHC-32982-17	3307619017	7992 Ridge Rd, Jacksonville, FL, 32291	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418553	CLM	Jeffrey Spenecr	1950-08-08	UHC-95213-28	2319444539	4952 Sage Ct, Nashville, TN, 37228	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-422225	CLM	Patrick Ortega	2001-07-20	UHC-45462-68	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-416262	CLM	Elizabeth Li	1954-02-01	UHC-76085-78	2492115078	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-417853	CLM	Ann Mendez	1956-06-03	UHC-59805-79	3868450293	—	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-409218	CLM	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431678	CLM	Christopher Willis	1953-10-21	UHC-10720-18	9635642838	269 Indian School Rd, Jacksonville, FL, 32278	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-423563	CLM	Hannah P Brooks	1959-04-20	UHC-16696-69	8419700136	—	0.82	Name re-cased Phone reformatted SSN last four extracted
CLM-403875	CLM	Denise Adams	2001-05-06	UHC-45015-90	6419711157	4206 Lincoln Way, Columbus, OH, 43262	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427764	CLM	David Coleman	1968-07-18	UHC-67198-90	6897913821	1912 Broadway, Los Angeles, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-413096	CLM	Joe Rjoas	1948-12-20	UHC-74508-69	6572063343	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-416798	CLM	Farnk Weber	1956-03-02	—	8028170414	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-412228	CLM	Adam Gordon	2008-07-18	—	2836365283	2367 Meadow Ln, Glendale, AZ, 85331	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411159	CLM	Fuller Kenneth	1968-01-21	UHC-48254-48	5127562363	7076 Lake View Rd, Seattle, WA, 98176	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-418002	CLM	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-416869	CLM	Ann Borwn	1983-09-08	UHC-30609-35	5488779910	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-430181	CLM	Samuel Oliver	1955-11-01	UHC-84083-21	4236480086	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422925	CLM	Ahmed M Murray	1969-10-08	—	2152984239	—	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-400836	CLM	Helen Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-421358	CLM	Larry Y Bradley	2001-10-13	—	9092427138	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-401517	CLM	Christine Snyder	1989-08-27	UHC-44691-78	5494319437	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-418146	CLM	Vicnent Thomas	1939-06-11	—	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-400362	CLM	Eric Sims	1947-06-04	—	2535772240	4759 Oak St, Tampa, FL, 33682	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-416584	CLM	Larwence Morgan	—	UHC-20131-53	8245494912	—	0.82	Name re-cased Date of birth unreadable Phone reformatted
CLM-428951	CLM	Lori Miller	1942-02-11	UHC-11050-43	9055430691	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-414597	CLM	Sean Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX	0.82	Phone reformatted Member ID reformatted ZIP missing
CLM-408154	CLM	Elijah Allen	1943-12-01	UHC-15522-20	6168902010	—	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-402742	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	2563 Maple Ave, Gilbert, AZ, 85202	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-409067	CLM	Stephen U Scott	—	—	2312946332	3297 Forest Ave, Austin, TX, 78798	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-417831	CLM	Jessica Martinez	1992-08-15	UHC-78420-75	2872504621	4361 Forest Ave, Sacramento, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-422264	CLM	Marilyn Taylor	1973-12-28	—	9596807090	9388 Ridge Rd, Minneapolis, MN, 55465	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-413625	CLM	Eric Sullivan	1963-09-08	—	4495005274	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-413624	CLM	Eric Sullivan	1963-09-08	—	4495005274	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-430419	CLM	Diane Castilo	1968-06-08	—	4447381256	8444 Camelback Rd, Miami, FL, 33141	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-410225	CLM	Mateo Harris	1943-12-06	UHC-85653-70	7807643636	7925 Lincoln Way, Tucson, AZ, 85782	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-427119	CLM	Gabriel L Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave, Orlando, FL, 32877	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-409445	CLM	James Hunter	1991-12-20	—	9708788232	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-419304	CLM	Shirley Gibson	2007-07-14	UHC-43606-64	8834512728	7125 Pine Dr, Miami, FL, 33149	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-407672	CLM	Martha S Reynolds	1986-08-21	UHC-27897-94	4536863885	3024 Palm Dr, Chandler, AZ, 85278	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-416369	CLM	Rice Lisa	1975-07-12	UHC-13130-09	2534550759	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-410519	CLM	Diego Martin	2007-10-15	UHC-39798-52	6817532472	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-407446	CLM	Joseph King	1982-12-04	UHC-46651-11	7038362946	9130 Broadway, Jacksonville, FL, 32290	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-405380	CLM	Anthony Banks	1996-05-13	—	9774634534	2531 Jefferson Ave, Fresno, CA, 93793	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-418312	CLM	Lawrence W Lane	2006-08-09	UHC-10400-82	9502398303	2237 Camelback Rd, Los Angeles, CA, 90083	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-402250	CLM	Charlotte W Alvarez	—	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.82	Date of birth unreadable Phone reformatted Member ID reformatted
CLM-405766	CLM	Ralph Burns	1949-01-14	—	8579749999	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425869	CLM	Kathleen Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-432800	CLM	Sara Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.82	Phone reformatted City re-cased Gender normalised
CLM-402420	CLM	Austin Z Palmer	1987-05-14	UHC-12179-42	9546747694	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared

11,960 rows, page 173 of 240Previous Next