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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23224	PRV	Juan Gilbert	2007-03-14	UHC-46118-29	—	354 Baseline Rd, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-20114	PRV	Robert C Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St Apt 21, Dallas, TX, 75231	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-24428	PRV	Mariana M Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29569	PRV	Stephen Ruiz	1952-07-01	UHC-29193-51	—	2175 Highland Ave, Tampa, FL, 33605	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-27738	PRV	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21046	PRV	Michael Fields	1967-07-20	—	8716336458	2411 Forest Ave, Plano, TX, 75028	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23721	PRV	Natalie H Fowler	1939-10-01	—	6028297759	1112 Willow Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28558	PRV	Kathleen Le	1987-06-08	UHC-95340-31	—	8323 Bayshore Dr, Tucson, AZ, 85782	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22325	PRV	Ronald Espinoza	1981-09-20	UHC-88715-46	—	763 Oak St, Atlanta, GA, 30355	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+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-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-22738	PRV	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23076	PRV	Amanda Foster	1974-01-09	UHC-46520-48	7287197021	395 Washington St, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28743	PRV	Alan Olson	1953-01-19	UHC-34288-51	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25384	PRV	Christopheer Cunningham	1990-03-02	—	8775872086	9136 Apache Blvd # 867, Seattle, WA, 98120	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21159	PRV	Carol Stevens	—	UHC-34223-83	7206056203	8254 Spring St, Nashville, TN, 37250	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23315	PRV	Carl McCoy	2008-07-20	UHC-90578-64	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24811	PRV	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28999	PRV	Brandon J Edwards	1948-04-23	—	5549175741	3531 Church St, Sacramento, CA, 95850	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23705	PRV	George M Padilla	2005-01-20	UHC-53198-74	9417304308	7600 Valley View Dr, Charlotte, NC, 28274	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21371	PRV	Luis Jimenez	1980-12-13	—	9715252727	494 Harbor Blvd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20312	PRV	William Daniels	1941-08-01	—	5252377028	1798 Ridge Rd Apt 11, Austin, TX, 78778	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-21750	PRV	Shirley Hal	—	—	—	8151 Jefferson Ave, Sacramento, CA, 95837	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24256	PRV	Julia Vasquez	1956-12-05	—	—	7887 Indian School Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20873	PRV	Denise Bennett	2003-06-18	—	3614947193	3143 Mountain View Dr Apt 33, Denver, CO, 80286	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20152	PRV	Amy Hanson	1987-10-08	—	—	62 Lake View Rd, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23238	PRV	Justin Garcia	1993-09-18	—	8808093661	6008 Cedar Ln, Scottsdale, AZ, 85274	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28056	PRV	Lori Ellis	1947-10-21	—	—	7470 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28101	PRV	Eryc Wheeler	1997-06-10	—	2015855404	2403 Canyon Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27285	PRV	Sam Elliott	1990-03-17	UHC-79245-67	3112686874	6721 Sunset Blvd Apt 34, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23125	PRV	Rojas D Christian	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28685	PRV	Christine Moore	1954-06-10	—	9244275063	8018 Maple Ave, Scottsdale, AZ, 85267	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27865	PRV	Carl O Ray	1963-08-05	—	7913611233	1930 Harbor Blvd, Mesa, AZ, 85208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22215	PRV	Hannah Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23398	PRV	Marilyn Gonzales	1966-11-14	—	—	5305 Forest Ave, Sacramento, CA, 95848	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20623	PRV	Lori G Mejia	—	—	4804659925	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+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-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-25452	PRV	Karen A Arnold	1955-08-18	UHC-28271-38	7296739082	3188 Washington St # 792, Phoenix, AZ, 85027	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25950	PRV	Henry Roberts	—	—	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27361	PRV	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20165	PRV	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd, Glendale, AZ, 85320	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
PRV-22825	PRV	Scott Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26663	PRV	John Reeys	1952-07-07	—	6804201368	5780 Jefferson Ave, Plano, TX, 75082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24388	PRV	Janice Li	1942-05-02	UHC-15517-50	3965345484	8397 Broadway, Denver, CO, 80201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more

5,467 rows, page 34 of 110Previous Next