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 “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
PRV-20265	PRV	Diana Ross	1985-04-21	—	4664677953	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20263	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20264	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20491	PRV	Gloria X Chapman	1944-07-20	—	6343153093	9217 Elm St, Phoenix, AZ, 85055	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21508	PRV	Austin Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23986	PRV	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24678	PRV	Omar Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28725	PRV	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-28379	PRV	Madison Butler	1975-06-07	UHC-99817-46	2962530468	8928 Lake View Rd, Minneapolis, MN, 55401	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23375	PRV	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21676	PRV	Julie Nelson	2006-06-26	—	7157793011	2858 Hillcrest Rd, Denver, CO, 80238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23549	PRV	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-26127	PRV	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd, Tucson, AZ, 85754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27522	PRV	Stephen Y Webb	1950-06-21	—	7028641262	3827 Camelback Rd, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26129	PRV	Andrew Bradley	1951-04-22	—	8902605677	9405 Washington St, Tempe, AZ, 85205	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20924	PRV	Megan Perkins	1985-09-03	—	9665580892	3220 Camelback Rd, Seattle, WA, 98196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24976	PRV	Jessica Campbell	1970-05-04	—	4142670478	343 Palm Dr, Tucson, AZ, 85763	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21060	PRV	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28177	PRV	Randy R Vazquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20139	PRV	Debra Davis	1986-02-13	—	8346478281	1252 Church St, Orlando, FL, 32862	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29219	PRV	Chris Richards	1960-12-12	UHC-05977-75	8454528539	5798 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26329	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	5804223914	5293 Washington St, Dallas, TX, 75254	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27440	PRV	Perry Virginia	1997-09-27	UHC-18439-67	9137586693	7873 Market St, Plano, TX, 75047	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29477	PRV	Nathhan Palmer	2006-09-05	UHC-74591-49	8533943585	4351 Elm St, Scottsdale, AZ, 85259	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29266	PRV	Garbiel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21096	PRV	Dot Clark	1989-03-13	—	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21738	PRV	Lawrence Jimenez	2008-09-25	—	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25299	PRV	Gregory Taylor	1975-03-06	—	8789534201	3415 Washington St, Gilbert, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24479	PRV	Betty W Romero	1970-01-02	—	5552874995	5730 Union St, Tucson, AZ, 85777	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24667	PRV	Jerry Brooks	2006-11-13	—	9304291308	9445 Market St, Glendale, AZ, 85372	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20807	PRV	Ruth Wells	2003-12-08	—	8227708183	7402 Sage Ct, Tempe, AZ, 85264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25926	PRV	Stephen Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC, 28232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25925	PRV	Stephen Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC, 28232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25778	PRV	Theresa Phillips	2001-12-07	UHC-41602-41	4993192275	942 Pine Dr, Houston, TX, 77071	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24927	PRV	Ronald Mejia	2006-03-14	—	8055248988	7266 Union St, Minneapolis, MN, 55464	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27221	PRV	Jesse Fernandez	1954-03-09	UHC-88309-60	8075922637	4226 Jefferson Ave, Plano, TX, 75088	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29095	PRV	Jean X McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24672	PRV	Camila Y Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23454	PRV	Sophia O Dixon	1938-03-10	UHC-10387-52	5022621731	3158 Spring St, Mesa, AZ, 85256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21574	PRV	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26858	PRV	Kimberly Chapman	1980-11-22	UHC-86534-05	4258929299	3546 Meadow Ln, Mesa, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29177	PRV	Albert P Howard	2004-09-11	UHC-92633-37	2426438010	6203 Park Pl, Gilbert, AZ, 85222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22815	PRV	Aisha Baker	1944-03-19	—	2258031079	5994 Indian School Rd # 611, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
PRV-22035	PRV	Lisa Hoawrd	2000-06-25	UHC-49832-15	4106632404	5634 Market St, Charlotte, NC, 28296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28197	PRV	Marcus Q Clark	1950-06-14	UHC-21648-41	9649924551	3369 Washington St, Dallas, TX, 75290	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25398	PRV	Terry A Medina	—	—	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22169	PRV	Rachel Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26645	PRV	Kevin Marshall	1997-04-04	—	7714690933	105 Harbor Blvd, Dallas, TX, 75263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27514	PRV	Joe Howell	1964-08-20	—	9196017328	690 River Rd, Plano, TX, 75041	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20241	PRV	Alexander Murphy	1960-08-22	—	9586831073	2012 Palm Dr, Eden Prairie, MN, 55302	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 80 of 119Previous Next