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-431658	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426100	CLM	Beverly Morales	1955-05-12	—	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-425401	CLM	Isabella Lee	1954-08-09	UHC-43649-73	3227310024	4462 Market St, Atlanta, GA, 30368	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411655	CLM	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426734	CLM	Jason W Wang	1984-12-16	UHC-18030-41	9526488227	7758 Lincoln Way, Mesa, AZ, 85288	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-430755	CLM	Adam Robinson	1941-11-07	UHC-30142-97	7016834713	9633 Mountain View Dr, Orlando, FL, 32898	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-402684	CLM	Juan Wheeler	1984-09-25	UHC-16090-07	7875147822	1189 Ocean Ave, Scottsdale, AZ, 85274	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-432739	CLM	Paul Bell	1986-01-03	—	5754891798	6842 Lincoln Way, San Diego, CA, 92146	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407788	CLM	Scott Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410878	CLM	Ryan Knight	1952-11-19	UHC-97617-12	9477738831	8974 Willow Ct, Houston, TX, 77050	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403038	CLM	Melissa Clark	1945-03-23	UHC-19695-06	7094037970	5126 Harbor Blvd, Gilbert, AZ, 85281	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425254	CLM	Sophia L Hunt	1997-11-18	—	8958267404	5141 Valley View Dr, Phoenix, AZ, 85027	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425255	CLM	Sophia L Hunt	1997-11-18	—	8958267404	5141 Valley View Dr, Phoenix, AZ, 85027	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423015	CLM	Isabella X Watson	1977-02-03	—	6795711721	6426 Washington St, Houston, TX, 77066	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417275	CLM	Randy Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX, 75077	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400093	CLM	Christian Contreras	1983-07-26	—	9612516939	5376 Desert Sky Blvd, Miami, FL, 33172	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420356	CLM	Jesse Phillips	1987-07-09	—	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429080	CLM	Joyce Baker	1946-03-28	UHC-28092-57	6037111101	9688 Mesa Dr, San Antonio, TX, 78286	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417896	CLM	Mark Arnold	1983-10-25	UHC-55501-27	7446563855	8580 River Rd, Gilbert, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421322	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421323	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402419	CLM	Gary Z Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr, Chandler, AZ, 85219	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407232	CLM	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-412610	CLM	Christopher Chavez	1944-04-25	—	4769815000	5415 Forest Ave, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-405940	CLM	Benjamin Johnson	1969-01-25	—	8985780827	3802 Ocean Ave, Tucson, AZ, 85785	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425529	CLM	Scott J Johnston	1965-08-10	—	3599750648	7864 Oak St, Nashville, TN, 37209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428252	CLM	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415195	CLM	Kyle Q Harrison	1967-05-15	—	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421325	CLM	Martha Silva	1999-10-03	UHC-10223-53	4559877433	313 Main St, Chandler, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417584	CLM	Mateo Willis	2002-03-22	—	4245419225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409144	CLM	Mari Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421736	CLM	Luuis Singh	1964-03-23	UHC-80133-34	5733563977	3450 Indian School Rd, Orlando, FL, 32856	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419967	CLM	Donald Collins	1989-08-04	UHC-39777-23	9322769898	1234 Pine Dr, Plano, TX, 75040	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403936	CLM	Christina Crzu	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430689	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428722	CLM	Danielle Chapman	1999-07-14	—	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-405225	CLM	Katherine Soto	1956-09-18	UHC-31504-63	9447521887	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432731	CLM	Olivia Rose	1987-06-10	UHC-89527-37	8048838448	483 Mesa Dr, Miami, FL, 33161	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422722	CLM	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402705	CLM	Jordan McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St, Jacksonville, FL, 32224	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429781	CLM	Frances X Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406352	CLM	Angela Lawson	1966-08-21	—	3325285419	1035 Bayshore Dr, Dallas, TX, 75283	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427710	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427709	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-413604	CLM	Terry Schmidt	1993-06-16	UHC-14615-70	5329134752	4884 Valley View Dr, Chandler, AZ, 85206	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405141	CLM	Steven Elliott	1998-11-26	—	3492616419	8792 Pine Dr, Gilbert, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428868	CLM	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-401001	CLM	Diana Stevens	1981-11-16	UHC-59010-76	7858443304	7736 Valley View Dr, Nashville, TN, 37249	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more

11,960 rows, page 117 of 240Previous Next