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 “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
CLM-429257	CLM	Isabella Jordan	1988-09-27	UHC-55243-09	—	4855 Spring St, Phoenix, AZ, 85093	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-419068	CLM	Christine Banks	1957-10-20	UHC-95380-74	2462499743	1950 Valley View Dr, Tempe, AZ, 85220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
CLM-407433	CLM	Mei H Thomas	1944-07-25	UHC-23359-43	—	4925 Lincoln Way, Charlotte, NC, 28225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427866	CLM	Jacqueline Young	1990-01-01	UHC-68305-08	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429575	CLM	Dorothy Gray	2001-09-19	UHC-49733-88	—	1611 Market St, Denver, CO, 80242	0.76	Name re-cased 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-419187	CLM	Sophia Wallace	1969-07-06	UHC-32491-14	—	80 Forest Ave, Chandler, AZ, 85243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-431709	CLM	Arjun Miller	1987-05-08	UHC-81052-83	—	2069 Washington St, Gilbert, AZ, 85222	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+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-415495	CLM	Ana Gordon	1963-10-01	UHC-86380-25	—	1672 Bayshore Dr, Atlanta, GA, 30369	0.76	Name re-cased Date of birth 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-412264	CLM	Cheryl P Bishop	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-426853	CLM	James Holmes	1944-04-26	—	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413194	CLM	Jacqueline Watson	2005-05-22	UHC-06280-11	—	1973 Cedar Ln # 584, Tucson, AZ, 85733	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+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-428895	CLM	Brtitany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-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-427641	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN, 55395	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-414566	CLM	Arthur Murphy	1974-07-03	UHC-00948-82	—	5312 Sage Ct, Los Angeles, CA, 90083	0.76	Member ID reformatted Street suffix standardised Address re-cased City 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-404201	CLM	Deebra Lawson	1939-08-19	UHC-10156-16	—	8452 Forest Ave, Miami, FL, 33190	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-403775	CLM	Nicole Kelley	1961-04-04	UHC-85597-57	—	4084 Central Ave, Plano, TX, 75074	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-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-418794	CLM	Don Burtno	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-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-419211	CLM	Judith Robertson	1974-05-11	UHC-96845-24	7009462387	9604 Elm St, Nashville, TN, 37268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-410191	CLM	Melissa Jimenez	2005-11-28	UHC-05217-65	8877741046	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413170	CLM	Bryan Silva	1955-11-05	—	3916061515	612 Church St, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411409	CLM	Beverly Schultz	1980-07-15	UHC-92488-45	—	9639 Union St, Nashville, TN, 37287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409052	CLM	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431318	CLM	Beverly H Alexander	1957-10-27	UHC-95042-21	—	8544 Cedar Ln, Seattle, WA, 98185	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406939	CLM	David Palmer	1997-09-23	UHC-50880-94	—	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406938	CLM	David Palmer	1997-09-23	UHC-50880-94	—	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417486	CLM	Juudy Vega	1996-03-15	UHC-22098-42	—	6161 Sage Ct, Houston, TX, 77009	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426769	CLM	Megan Sandoval	2004-12-05	—	—	8968 Highland Ave, Atlanta, GA, 30327	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 155 of 376Previous Next