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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29208	PRV	Carol Willis	1982-12-20	—	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27983	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20035	PRV	Mariana Turner	1997-07-23	—	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24456	PRV	Logan S Romero	1948-08-03	UHC-29691-98	2163386986	3367 Central Ave, Los Angeles, CA, 90020	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26053	PRV	Vasquez Pamela	1965-10-16	—	8414621454	7641 Palm Dr, Houston, TX, 77027	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26035	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24138	PRV	Walter Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25641	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22313	PRV	Willie Matthews	1983-07-16	—	9876586293	3649 Mountain View Dr, Jacksonville, FL, 32209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23673	PRV	Andrea T Collins	1946-06-16	UHC-15673-23	9066617904	1925 Forest Ave, Chandler, AZ, 85211	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-27162	PRV	Heather Z Medina	2001-09-21	—	6528269794	7546 Baseline Rd, Charlotte, NC, 28257	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23987	PRV	Theresa Mendez	1976-12-25	—	4758232018	7707 River Rd, Miami, FL, 33156	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26780	PRV	Isabella P Freeman	1965-09-13	—	8605143057	2072 Market St, Los Angeles, CA, 90059	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-24464	PRV	Edward Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21724	PRV	Dorothy Wagner	1953-08-05	—	2424975538	4345 Market St, Columbus, OH, 43207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23093	PRV	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway Apt 19, Scottsdale, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-24459	PRV	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24318	PRV	Mary Young	1996-07-16	—	5496646553	4728 Market St, San Antonio, TX, 78237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20692	PRV	Peter Vazquez	2002-04-11	UHC-44962-11	8228597955	8624 Cedar Ln, Tempe, AZ, 85219	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-26830	PRV	Henry E Weaver	2006-03-11	—	8858579234	1779 Ridge Rd, Tucson, AZ, 85784	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24356	PRV	Arjun Ward	1980-04-04	—	3409287056	535 Willow Ct, Denver, CO, 80212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-22689	PRV	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29408	PRV	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24729	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-24177	PRV	Paul Collins	1958-04-25	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22617	PRV	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29032	PRV	Benjamin K Vasquuez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24443	PRV	Grace Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25271	PRV	Justin Johnson	1992-03-02	—	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26374	PRV	Larry Mejia	2008-10-26	—	—	9043 Bayshore Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23393	PRV	Cal C Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26774	PRV	Jose Holmes	1986-06-03	—	2479018921	4808 Meadow Ln, San Diego, CA, 92189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22846	PRV	Christine McDonald	1952-09-07	UHC-07777-60	3534773061	1438 Grand Ave, Eden Prairie, MN, 55300	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25404	PRV	Kayla Reid	1950-11-06	—	9527451399	1181 Sage Ct, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-26296	PRV	Douglas H Kennedy	1959-02-15	—	4076271319	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

815 rows, page 10 of 17Previous Next