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

Claims, 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
CLM-421836	CLM	Sandra G Franklin	2007-06-07	—	5514941927	8987 Palm Dr, Jacksonville, FL, 32257	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427285	CLM	Nathn T Lynch	1954-09-02	—	3142168911	9410 Union St, Columbus, OH, 43251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426797	CLM	Cheryl L Walker	1988-04-19	—	6334351757	8642 Main St, Eden Prairie, MN, 55343	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426328	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426327	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424458	CLM	Lawrence Romero	1970-10-18	UHC-27180-85	4866332633	5729 Mountain View Dr, Mesa, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412447	CLM	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418572	CLM	Danielle Day	2005-07-09	—	5927859778	893 Harbor Blvd, Sacramento, CA, 95805	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411772	CLM	Natalie Fernandez	1950-09-17	—	4152030125	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-420070	CLM	Chistine I Olson	1984-12-03	UHC-78090-69	8264811734	7619 Pine Dr, Fresno, CA, 93738	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402936	CLM	Benjamin I Lane	1991-08-02	UHC-13318-15	4432991150	284 Market St, Glendale, AZ, 85365	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416112	CLM	Roger B Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420247	CLM	Alexis Pierce	1993-07-12	UHC-68771-50	4446007236	4047 Spring St, Miami, FL, 33173	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418623	CLM	Scott Bowman	1972-06-20	—	8954096440	2445 Sage Ct, Chandler, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428851	CLM	Nancy Soto	1966-07-02	—	6713732691	4811 Washington St, Nashville, TN, 37257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404498	CLM	Rachel X Knight	1990-08-23	UHC-63561-18	8985731283	8387 Willow Ct, Gilbert, AZ, 85230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424387	CLM	Nicholas A Kelley	1975-12-01	UHC-74114-72	8367944475	6841 Main St, Atlanta, GA, 30341	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408071	CLM	James Rodriguez	2001-03-20	UHC-66449-14	2049632593	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431235	CLM	Martha Rice	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416044	CLM	Edwards Christian	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-428645	CLM	William Wong	1981-05-15	—	4207455743	7700 Palm Dr, Scottsdale, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413752	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-413753	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-415526	CLM	Philip Garrett	1960-12-03	UHC-23280-93	8445091395	5689 Cedar Ln Apt 18, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-402903	CLM	Alexander Contreras	1954-03-12	—	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423383	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423382	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426959	CLM	Jenny Day	1981-07-20	UHC-99222-63	4942094559	2217 Elm St, Houston, TX, 77097	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423763	CLM	Alexander J Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-432347	CLM	Jeremy Scott	1980-01-26	—	5425614232	9678 Forest Ave, Dallas, TX, 75225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429189	CLM	Sara Gutierrez	1954-04-09	—	9379277443	8912 Baseline Rd, Orlando, FL, 32811	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408462	CLM	Brenda Garrett	1985-09-28	—	2547333168	3668 Ridge Rd, Phoenix, AZ, 85018	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432433	CLM	Yuki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-422871	CLM	Daniel Garza	1965-05-26	UHC-65418-38	8005596832	3687 Elm St, Mesa, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402248	CLM	Chris U Mendoza	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431325	CLM	Jack Jrodan	1968-12-26	—	8123620354	7965 Washington St, Houston, TX, 77007	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430308	CLM	Payne C Terry	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407870	CLM	Harold Hudson	1979-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400454	CLM	Nicole Chen	1978-03-01	—	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431521	CLM	Sara Spencer	2000-07-13	UHC-62855-10	9354238884	9551 Harbor Blvd, Mesa, AZ, 85240	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406023	CLM	Victoria Moreno	1944-01-01	UHC-39035-15	9736192774	1164 Meadow Ln, Nashville, TN, 37263	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405002	CLM	Julia D Meyer	1974-10-05	—	4508333637	2629 Bayshore Dr, Sacramento, CA, 95806	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408106	CLM	Jaon Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407116	CLM	Jesse Spencer	1943-11-24	—	5777704546	5080 Harbor Blvd, Seattle, WA, 98107	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403139	CLM	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403140	CLM	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404890	CLM	Samantha Gonzalez	1939-04-09	UHC-43456-07	4035114429	9765 Meadow Ln, San Antonio, TX, 78275	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-405727	CLM	Matthew Fuller	1986-01-08	UHC-61724-23	3887455801	3540 Apache Blvd, Austin, TX, 78704	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-408004	CLM	Daniel Wheeler	1995-08-16	UHC-50459-31	4773659766	7175 Highland Ave, Denver, CO, 80263	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 100 of 240Previous Next