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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404066	CLM	Bryan Li	1943-02-22	UHC-16862-67	8793330394	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-420541	CLM	Josh Reed	1964-07-11	UHC-27571-59	4596368811	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-430876	CLM	Nicholas Morales	1978-01-24	UHC-12314-49	5799269631	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-402055	CLM	Walter Oretga	1960-11-18	UHC-32319-15	—	3191 Elm St, San Antonio, TX, 78296	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-413433	CLM	Valentina Rice	1956-06-23	UHC-63637-02	—	5500 Broadway, Dallas, TX, 75282	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-419915	CLM	Jack Mendez	1971-06-11	UHC-77811-84	—	4815 Pine Dr, Chandler, AZ, 85280	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-424208	CLM	Linda Wong	1986-02-05	—	—	2390 Apache Blvd, Tampa, FL, 33681	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402103	CLM	Laura Z Rojas	1991-05-21	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412964	CLM	Susan George	1989-04-05	UHC-79821-24	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-405052	CLM	Danielle Tran	2000-06-11	UHC-38090-89	2844411405	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431353	CLM	Batsy N Duncan	1977-10-24	UHC-69532-26	8268116452	328 Hillcrest Rd, Glendale, AZ, 85342	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426783	CLM	Larry Stephens	1941-12-13	UHC-87488-26	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-400294	CLM	Valentina Austin	1980-11-05	—	4258931839	6663 Highland Ave, Gilbert, AZ, 85292	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411668	CLM	Jack Fox	1992-12-01	—	9334182491	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-407413	CLM	Diego Rose	1964-09-02	UHC-50574-79	—	6107 Jefferson Ave, Tucson, AZ, 85795	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-421694	CLM	Hiroshi Dominguez	1993-05-22	UHC-44104-03	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407157	CLM	Christine Marshall	1978-11-02	—	—	3165 Elm St, Houston, TX, 77095	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-403496	CLM	Anna C Johnston	1949-10-10	—	7986369958	6386 Jefferson Ave, Seattle, WA, 98136	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426640	CLM	Kelly Lawrence	2000-11-22	—	—	6435 Jefferson Ave, Chandler, AZ, 85212	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-417116	CLM	Stephen Martinez	1989-02-03	—	8523574147	6738 Indian School Rd, Tampa, FL, 33665	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-417078	CLM	Jonathan Gonzales	2008-06-21	UHC-10277-83	—	9832 Meadow Ln, Tempe, AZ, 85285	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402701	CLM	Gloria Woods	2007-03-20	—	9793379147	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-420496	CLM	Albert Sanders	1986-02-17	UHC-40942-62	—	3148 Lincoln Way, Columbus, OH, 43258	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-423861	CLM	Kevin Fowler	1963-10-01	UHC-05853-80	8745722321	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422812	CLM	Christina Burke	2004-05-26	—	4452934401	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-403997	CLM	Philip N Medina	2003-02-28	UHC-63408-18	—	26 Broadway, Houston, TX, 77040	0.82	Two-digit birth year State code upper-cased Whitespace trimmed
CLM-400561	CLM	Madison Brooks	1953-05-18	—	2644865711	4742 Willow Ct, Glendale, AZ, 85362	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-403630	CLM	Harold Ward	1957-12-22	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421207	CLM	Kayla D Rice	1959-09-14	UHC-12753-25	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-430243	CLM	Wayne Wells	1995-08-28	—	2015292038	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-402690	CLM	Luis Sandoval	1986-02-12	UHC-26897-99	—	2264 Harbor Blvd, Charlotte, NC, 28276	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400540	CLM	Austin A Broooks	2003-06-19	UHC-83271-97	6733630756	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426801	CLM	Judy Powell	1950-12-05	—	5145707451	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-403906	CLM	Jason P Cox	1997-12-24	—	6825399279	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-409301	CLM	Natale Wells	1985-11-10	—	—	—	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-404816	CLM	Nicole K Ortega	2005-09-13	UHC-19822-22	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-417261	CLM	Patrick Ellis	1975-04-06	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418271	CLM	Shyrley Morgan	1997-05-16	UHC-26269-59	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-427677	CLM	Bradley Gilbert	1985-10-09	UHC-76728-84	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408627	CLM	James Nguyen	1966-02-04	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428515	CLM	Randy Caarpenter	1977-11-13	—	—	7474 Mountain View Dr, Plano, TX, 75020	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410481	CLM	Ronald W Hernandez	1959-09-24	—	4314881127	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421444	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	—	4713 Jefferson Ave, Tampa, FL, 33613	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-404048	CLM	Jacqueine Nichols	1956-12-23	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-422946	CLM	Stephanie Williamson	1949-05-06	UHC-63783-56	—	4702 Central Ave, Austin, TX, 78722	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-410691	CLM	Lori N Webb	1990-07-01	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415145	CLM	Patricia Robertson	1997-07-11	UHC-21505-88	5882219616	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-428207	CLM	Abigail Murray	1972-02-02	UHC-11771-53	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414505	CLM	Wei Willis	1998-11-23	UHC-55764-27	—	107 Meadow Ln, Dallas, TX, 75249	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-403109	CLM	Andrea Fuller	2005-03-01	UHC-87746-30	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared

2,168 rows, page 39 of 44Previous Next