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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-23534	PRV	Natalie B Medina	1987-05-27	—	5157806512	6608 Maple Ave Apt 6, Charlotte, NC, 28262	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28164	PRV	Nick West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-27825	PRV	Adam T Singh	1948-02-03	—	—	—	0.66	Middle initial moved out of first name Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-26079	PRV	Terry Ford	1994-10-01	—	7027235915	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20505	PRV	Amy Castillo	1959-02-15	UHC-48609-92	—	3513 Lincoln Way, Scottsdale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
PRV-21928	PRV	Joyce Hicks	1968-07-04	UHC-10074-55	4578724720	5364 Union St, Miami, FL, 33192	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28098	PRV	Hiroshi A Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27425	PRV	Martha Watson	1976-12-23	UHC-66588-79	6966517927	6159 Union St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
PRV-25944	PRV	Dorothy Weaver	1941-10-26	UHC-95535-78	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23046	PRV	Jsesica Y Matthews	1962-01-06	—	7459959603	938 Park Pl, Chandler, AZ, 85206	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23805	PRV	Jannet Gray	2003-04-10	—	—	1374 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-26884	PRV	Joyce Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-27187	PRV	Steven Campbell	1987-11-27	—	7257192835	4595 Union St # 609, Plano, TX, 75099	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29157	PRV	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-23571	PRV	Deborah Gilbert	1966-05-12	—	—	5353 Church St, Minneapolis, MN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-28589	PRV	Benjamin G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-22816	PRV	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd, Charlotte, NC, 28210	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22178	PRV	Jordan Harris	1951-12-25	UHC-98759-35	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24280	PRV	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-24207	PRV	Anna D Park	1983-12-27	UHC-82241-54	2906267195	68 Broadway, San Diego, CA	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+1 more
PRV-24746	PRV	Patrick Fisher	—	—	7773295953	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
PRV-22852	PRV	Aisha Sttewart	1943-12-10	—	6523857271	2865 Apache Blvd, Chandler, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22512	PRV	Madison Patel	2000-01-10	UHC-54352-44	8457345964	4495 Union St, Glendale, AZ, 85390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28227	PRV	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26743	PRV	Tyler Davis	1980-07-28	—	3612890257	3924 Bayshore Dr, Nashville, TN, 37267	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20287	PRV	Kelly Carlson	1957-04-27	—	4959956984	2153 Canyon Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27888	PRV	Lori R Guzman	—	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21437	PRV	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	3013 Palm Dr # 677, San Antonio, TX, 78246	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-22074	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	—	1107 Lake View Rd Apt 40, Denver, CO, 80266	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27003	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr # 631, Columbus, OH	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-25486	PRV	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
PRV-23088	PRV	Richard Brown	1955-05-11	UHC-07594-55	9155620804	304 Oak St, Columbus, OH, 43280	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-20971	PRV	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-21892	PRV	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	—	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24252	PRV	Dorothy Taylor	1989-04-01	—	2773667436	3562 Meadow Ln, Gilbert, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22107	PRV	Dylan Watkins	2007-10-27	UHC-44967-83	—	343 Bayshore Dr, Seattle, WA, 98191	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28698	PRV	Charles Hunter	2000-04-06	—	—	433 Cedar Ln, Fresno, CA, 93714	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21068	PRV	Michelle Richards	1944-03-15	—	3858035714	7612 Union St, San Diego, CA, 92188	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26651	PRV	Aisha Peterson	1964-06-27	—	—	722 Church St, Houston, TX, 77035	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more

9,344 rows, page 57 of 187Previous Next