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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25798	PRV	Teresa Wallace	1965-10-17	UHC-19584-98	7375253255	131 Baseline Rd, Tampa, FL, 33684	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26137	PRV	Ralph V Santos	1971-04-17	UHC-84145-92	—	6368 Highland Ave, Sacramento, CA, 95809	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28588	PRV	Kayla Dominguez	2005-12-04	—	7923689334	3204 Bayshore Dr, Plano, TX, 75051	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22556	PRV	Betty Le	1953-07-25	UHC-26618-68	6077473424	9800 Mesa Dr, Houston, TX, 77009	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-24935	PRV	Larry Y Garza	1975-06-15	UHC-05817-30	2948228165	3322 Lincoln Way, Las Vegas, NV, 89127	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25717	PRV	Vincent Reyes	2006-10-23	—	6833492357	8555 Park Pl, Plano, TX, 75016	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-28075	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28074	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-29381	PRV	Fatima Richards	2008-07-13	—	5423835971	7368 Baseline Rd, Columbus, OH, 43262	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22264	PRV	Patrick Garcia	1998-12-01	—	—	1849 Ocean Ave, San Diego, CA, 92199	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-21578	PRV	Bryan Stevens	1944-01-04	—	2625639406	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
PRV-23825	PRV	Frank W Salazar	1988-09-10	UHC-98170-43	5212129491	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-29040	PRV	Christopher Yang	1961-08-27	—	8085075961	6043 Church St, Chandler, AZ, 85289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24192	PRV	Deborah Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way # 696, Orlando, FL, 32843	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
PRV-25615	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	2197361619	874 Main St, Tucson, AZ, 85713	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-20495	PRV	Martha Simmons	2002-02-09	—	—	1191 Park Pl, Atlanta, GA, 30306	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23821	PRV	Nathan Fernandez	1993-03-22	UHC-35679-26	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26976	PRV	Natalie H Duncan	1972-03-22	UHC-88287-19	6413717461	930 Meadow Ln, Las Vegas, NV, 89125	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26977	PRV	Natalie H Duncan	1972-03-22	UHC-88287-19	6413717461	930 Meadow Ln, Las Vegas, NV, 89125	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
PRV-28051	PRV	Mateo Park	1945-02-10	UHC-91913-60	8946156013	485 Jefferson Ave, Glendale, AZ, 85396	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-28576	PRV	Alan McDonald	1978-06-07	—	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23148	PRV	Kenneth Johnston	1958-01-24	UHC-37545-66	—	7999 Oak St, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-23037	PRV	Frank O Stephens	1983-04-08	—	3628098196	8890 Lincoln Way, Chandler, AZ, 85223	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-22300	PRV	Priya I Price	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
PRV-20992	PRV	Ruth Carr	2006-04-27	—	9594544279	692 Bayshore Dr, Dallas, TX, 75207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20813	PRV	Martha Sanchez	1992-08-24	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
PRV-27070	PRV	David Weber	1980-04-08	—	7556844058	7188 Jefferson Ave, Denver, CO, 80211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24684	PRV	Sara R Little	1981-10-12	UHC-34139-98	7209361742	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-27970	PRV	Lauren Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21800	PRV	Terry A Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21758	PRV	Steven Hoffman	1980-11-13	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27776	PRV	Anna Boyd	1965-11-09	UHC-73892-28	5442414118	6021 Broadway, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-22900	PRV	Ahmed Santiago	1975-11-24	UHC-80195-11	—	4213 Willow Ct, Tampa, FL, 33675	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21855	PRV	Joseph P Sanchez	1950-03-16	UHC-03075-13	—	1777 Central Ave, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20774	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-20667	PRV	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-28218	PRV	Jacob Graham	1996-10-18	UHC-88516-21	2734426145	8551 Meadow Ln, Mesa, AZ, 85249	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25690	PRV	Jason Garrett	1947-05-05	—	—	3428 Highland Ave, Austin, TX, 78767	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28984	PRV	Bryan Rbinson	1961-03-19	—	3862410356	6564 Maple Ave, Seattle, WA, 98191	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24570	PRV	Diego U Schmiidt	1989-02-24	—	5554641793	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23792	PRV	Kevin Mendoza	1943-10-03	UHC-89100-76	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25917	PRV	Samel Sullivan	2006-01-05	—	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
PRV-28294	PRV	Lucia West	1988-02-09	UHC-68232-57	—	3770 Indian School Rd, Tampa, FL, 33650	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27189	PRV	Mariana V Stwart	1984-05-09	—	—	4958 Indian School Rd, Houston, TX, 77056	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26958	PRV	Larry Cox	1983-06-01	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26421	PRV	Barb T Martniez	1961-08-20	—	3094428887	3302 Sunset Blvd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26814	PRV	Philip Fox	1993-12-25	—	8124455250	9588 Highland Ave, Tucson, AZ, 85711	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-28899	PRV	Roger Bailey	1992-01-21	—	—	6556 Willow Ct, Denver, CO, 80238	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22831	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-22248	PRV	Joe Turner	1997-09-21	—	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared

3,816 rows, page 56 of 77Previous Next