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-28620	PRV	Michelle Lyynch	1944-05-17	—	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20027	PRV	Fatima A Lynch	2000-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-25620	PRV	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20164	PRV	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-23074	PRV	Albert Q Delgado	1951-04-25	UHC-21429-15	8015219221	1506 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26672	PRV	Arthur Ryan	1964-06-17	—	6007025020	2777 Oak St, Tampa, FL, 33672	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25216	PRV	Theresa Mejia	1950-03-10	—	5379148304	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27244	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-27327	PRV	Alice V Butler	1984-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX, 78749	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28014	PRV	Austin R Medina	1954-03-06	UHC-50918-06	8027098372	4470 Main St Apt 26, Fresno, CA, 93780	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
PRV-29468	PRV	Jeff J Edwards	1993-02-09	—	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26201	PRV	Daniel Jimenez	1956-02-18	—	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-29101	PRV	Dennis Lynch	1973-01-03	—	3454814972	6422 Lincoln Way, Houston, TX, 77030	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-21160	PRV	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-21352	PRV	Olivia F Mendoza	1950-08-20	—	3092677353	5633 Willow Ct, Mesa, AZ, 85279	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25435	PRV	Janat Morrison	1993-11-28	—	2848247814	9399 Cedar Ln, San Antonio, TX, 78206	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27497	PRV	Kayla Turner	2001-02-19	—	3098253639	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23325	PRV	Joseph P Walsh	1946-09-24	UHC-88359-68	3565000394	6650 Indian School Rd, San Diego, CA, 92172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23735	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	5304689264	9382 Bayshore Dr, Phoenix, AZ, 85038	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21667	PRV	Daniel Herrera	1975-02-05	—	5087202685	8261 Broadway, Gilbert, AZ, 85219	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21751	PRV	Tyler Masoon	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27188	PRV	Raymond Yeng	1964-05-20	UHC-67004-66	8595448822	6038 Market St, San Antonio, TX, 78289	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20445	PRV	Sofia Padilla	2007-03-04	—	2487623563	5934 Elm St, Gilbert, AZ, 85218	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21425	PRV	Gabriel Owens	1992-12-11	—	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22480	PRV	William Haarvey	1943-01-28	—	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24334	PRV	Megan A Morrison	1981-12-16	UHC-40939-67	8317493170	5736 Cedar Ln, Tampa, FL, 33645	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23747	PRV	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	4070 Union St, Jacksonville, FL, 32256	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
PRV-25745	PRV	Megan Thomas	1998-10-14	UHC-49695-95	9085493516	2120 Highland Ave, Dallas, TX, 75221	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25212	PRV	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23497	PRV	Roy Bowman	1952-07-07	—	6592891954	1638 Pine Dr, Eden Prairie, MN, 55364	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27053	PRV	Sandra Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23675	PRV	Steven Z Schmidt	1986-09-25	UHC-10816-62	6286739037	5175 Market St, Las Vegas, NV, 89123	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26584	PRV	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25841	PRV	Olivia Arnold	1940-05-23	—	8006046003	824 Forest Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21020	PRV	Kenneth Gomez	1985-03-06	UHC-06126-03	9314943332	6290 Hillcrest Rd, Gilbert, AZ, 85261	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24664	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24665	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20269	PRV	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23550	PRV	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29402	PRV	Nicholas Kennedy	1974-04-10	—	4936835902	6881 Palm Dr, Jacksonville, FL, 32276	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21981	PRV	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20533	PRV	David Turner	1940-04-17	UHC-15533-67	7333995098	9519 Jefferson Ave, Charlotte, NC, 28209	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24660	PRV	Teresa Vazquez	2003-03-18	—	2924661981	6244 Union St, Plano, TX, 75087	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23636	PRV	Denyse Y Price	1939-12-27	UHC-27721-07	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28892	PRV	Elizabeth Pena	1972-08-11	—	5644732575	8280 Apache Blvd, Houston, TX, 77028	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20090	PRV	Philip Le	1980-02-05	—	4016238117	6510 Pine Dr, Glendale, AZ, 85331	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-29566	PRV	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	6840 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29501	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25007	PRV	Charles L Webb	1990-08-11	UHC-53654-01	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29556	PRV	Stephanie Allen	1957-04-18	UHC-26220-93	7875833154	3199 Market St, Los Angeles, CA, 90086	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 74 of 119Previous Next