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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415356	CLM	William H Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr, Miami, FL, 33102	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423541	CLM	Rachel J Wallace	1957-10-01	UHC-75491-56	—	6492 Lincoln Way, Houston, TX, 77002	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426029	CLM	Debra Jimenez	1996-05-16	UHC-59536-77	7399225717	8170 Maple Ave, Gilbert, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403985	CLM	Ahmed Watson	1999-07-19	—	3393153738	177 Harbor Blvd, Las Vegas, NV, 89194	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430632	CLM	Sophia M Soto	1949-02-25	UHC-01510-29	—	8505 Ridge Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425390	CLM	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429156	CLM	Peter Baker	1945-12-21	UHC-62009-75	—	7980 Union St, San Antonio, TX, 78275	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432354	CLM	Lidna Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425240	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	9362653325	571 Camelback Rd, Plano, TX, 75096	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419465	CLM	Steve J Holmes	1944-09-14	—	4515378815	554 Bayshore Dr, San Diego, CA, 92185	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
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-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-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-401837	CLM	Anthony Hernandez	2003-01-03	UHC-96290-74	—	9167 Main St, Charlotte, NC, 28204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408216	CLM	Maison Valdez	1998-11-17	—	6739355469	1204 Washington St, Gilbert, AZ, 85234	0.76	Name re-cased Date of birth 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-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-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+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-424503	CLM	Kelly Munoz	1971-07-06	UHC-16171-83	—	997 Bayshore Dr, Tempe, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424177	CLM	Priya Ford	1969-05-03	UHC-66719-80	—	2159 Central Ave, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429461	CLM	Tim Jacobs	1944-08-19	UHC-20013-02	—	2140 Palm Dr, Gilbert, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420058	CLM	Christina Hunter	1958-08-07	—	—	8080 Palm Dr, Atlanta, GA, 30331	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402398	CLM	Elizabeth Jimenez	1945-05-25	—	—	8362 Hillcrest Rd, Columbus, OH, 43216	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
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-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-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-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-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-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-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

10,559 rows, page 83 of 212Previous Next